warning: commands will be executed using /bin/sh job 3035 at Tue Apr 1 20:18:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse20-140331/YutaMouse20-140331/YutaMouse20-140331 ElecNo 2 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 1966367 data points of dimension 30. meanDims = 30 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 655455 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34821 members Mstep: Class 2 contains 34572 members Mstep: Class 3 contains 34587 members Mstep: Class 4 contains 34323 members Mstep: Class 5 contains 34288 members Mstep: Class 6 contains 34669 members Mstep: Class 7 contains 34259 members Mstep: Class 8 contains 34647 members Mstep: Class 9 contains 34302 members Mstep: Class 10 contains 34740 members Mstep: Class 11 contains 34435 members Mstep: Class 12 contains 34118 members Mstep: Class 13 contains 34556 members Mstep: Class 14 contains 34684 members Mstep: Class 15 contains 34735 members Mstep: Class 16 contains 34453 members Mstep: Class 17 contains 34482 members Mstep: Class 18 contains 34440 members Mstep: Class 19 contains 34344 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 377.185974 but Gain 3321.484375 Score: -81983040.000000 Penalty: 59786.730469 Iteration 0F: 19 clusters Score -8.198304e+07 nChanged 619144 Entering Unmasked Mstep Mstep: Class 0 contains 2391 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 23196 members Mstep: Class 3 contains 2397 members Mstep: Class 4 contains 16396 members Mstep: Class 5 contains 40772 members Mstep: Class 7 contains 163818 members Mstep: Class 8 contains 43569 members Mstep: Class 9 contains 32193 members Mstep: Class 10 contains 30944 members Mstep: Class 11 contains 27981 members Mstep: Class 12 contains 5759 members Mstep: Class 13 contains 109526 members Mstep: Class 14 contains 33056 members Mstep: Class 15 contains 12682 members Mstep: Class 16 contains 51566 members Mstep: Class 17 contains 20584 members Mstep: Class 18 contains 30214 members Mstep: Class 19 contains 5063 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2138.814453 but Gain 3321.484375 Score: -84135448.000000 Penalty: 56465.246094 Iteration 1F: 18 clusters Score -8.413545e+07 nChanged 248426 Entering Unmasked Mstep Mstep: Class 0 contains 2258 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 31176 members Mstep: Class 3 contains 2346 members Mstep: Class 4 contains 6894 members Mstep: Class 5 contains 34226 members Mstep: Class 7 contains 225142 members Mstep: Class 8 contains 54178 members Mstep: Class 9 contains 22626 members Mstep: Class 10 contains 33443 members Mstep: Class 11 contains 19102 members Mstep: Class 13 contains 109321 members Mstep: Class 14 contains 22272 members Mstep: Class 15 contains 8402 members Mstep: Class 16 contains 44754 members Mstep: Class 17 contains 9476 members Mstep: Class 18 contains 22382 members Mstep: Class 19 contains 2903 members Entering Unmasked Estep ConsiderDeletion Score: -84632480.000000 Penalty: 56465.246094 Iteration 2F: 18 clusters Score -8.463248e+07 nChanged 193379 Entering Unmasked Mstep Mstep: Class 0 contains 1732 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 45458 members Mstep: Class 3 contains 2100 members Mstep: Class 4 contains 3380 members Mstep: Class 5 contains 42757 members Mstep: Class 7 contains 210938 members Mstep: Class 8 contains 69331 members Mstep: Class 9 contains 13432 members Mstep: Class 10 contains 47125 members Mstep: Class 11 contains 12637 members Mstep: Class 13 contains 110911 members Mstep: Class 14 contains 15899 members Mstep: Class 15 contains 6771 members Mstep: Class 16 contains 42503 members Mstep: Class 17 contains 4295 members Mstep: Class 18 contains 18687 members Mstep: Class 19 contains 2694 members Entering Unmasked Estep ConsiderDeletion Deleting Class 17. Lose 3002.617676 but Gain 3321.488281 Score: -85165888.000000 Penalty: 53143.757812 Iteration 3F: 17 clusters Score -8.516589e+07 nChanged 145898 Entering Unmasked Mstep Mstep: Class 0 contains 238 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 55816 members Mstep: Class 3 contains 2306 members Mstep: Class 4 contains 2395 members Mstep: Class 5 contains 61797 members Mstep: Class 7 contains 188736 members Mstep: Class 8 contains 79444 members Mstep: Class 9 contains 6269 members Mstep: Class 10 contains 55256 members Mstep: Class 11 contains 9220 members Mstep: Class 13 contains 112607 members Mstep: Class 14 contains 12903 members Mstep: Class 15 contains 5899 members Mstep: Class 16 contains 38204 members Mstep: Class 18 contains 16340 members Mstep: Class 19 contains 2790 members Entering Unmasked Estep ConsiderDeletion Score: -85508624.000000 Penalty: 53143.757812 Iteration 4F: 17 clusters Score -8.550862e+07 nChanged 92589 Entering Unmasked Mstep Mstep: Class 0 contains 173 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 60382 members Mstep: Class 3 contains 2037 members Mstep: Class 4 contains 1517 members Mstep: Class 5 contains 71058 members Mstep: Class 7 contains 177813 members Mstep: Class 8 contains 90596 members Mstep: Class 9 contains 3205 members Mstep: Class 10 contains 57513 members Mstep: Class 11 contains 7385 members Mstep: Class 13 contains 114951 members Mstep: Class 14 contains 8922 members Mstep: Class 15 contains 5310 members Mstep: Class 16 contains 32824 members Mstep: Class 18 contains 13195 members Mstep: Class 19 contains 3134 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 3116.651123 but Gain 3321.484375 Score: -85651104.000000 Penalty: 49822.273438 Iteration 5F: 16 clusters Score -8.56511e+07 nChanged 59563 Entering Unmasked Mstep Mstep: Class 0 contains 147 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 62894 members Mstep: Class 3 contains 1867 members Mstep: Class 4 contains 1361 members Mstep: Class 5 contains 75336 members Mstep: Class 7 contains 170873 members Mstep: Class 8 contains 101851 members Mstep: Class 10 contains 58575 members Mstep: Class 11 contains 6728 members Mstep: Class 13 contains 118205 members Mstep: Class 14 contains 5107 members Mstep: Class 15 contains 5179 members Mstep: Class 16 contains 28007 members Mstep: Class 18 contains 10099 members Mstep: Class 19 contains 3623 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 3313.228027 but Gain 3321.484375 Score: -85722952.000000 Penalty: 46500.789062 Iteration 6F: 15 clusters Score -8.572295e+07 nChanged 38077 Entering Unmasked Mstep Mstep: Class 0 contains 129 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 65710 members Mstep: Class 3 contains 1679 members Mstep: Class 4 contains 1348 members Mstep: Class 5 contains 77068 members Mstep: Class 7 contains 164813 members Mstep: Class 8 contains 110445 members Mstep: Class 10 contains 59517 members Mstep: Class 11 contains 6721 members Mstep: Class 13 contains 119942 members Mstep: Class 15 contains 5191 members Mstep: Class 16 contains 24714 members Mstep: Class 18 contains 8285 members Mstep: Class 19 contains 4184 members Entering Unmasked Estep ConsiderDeletion Score: -85762616.000000 Penalty: 46500.789062 Iteration 7F: 15 clusters Score -8.576262e+07 nChanged 22152 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 68891 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 1358 members Mstep: Class 5 contains 77807 members Mstep: Class 7 contains 159772 members Mstep: Class 8 contains 116309 members Mstep: Class 10 contains 59929 members Mstep: Class 11 contains 6545 members Mstep: Class 13 contains 118029 members Mstep: Class 15 contains 4959 members Mstep: Class 16 contains 22516 members Mstep: Class 18 contains 7271 members Mstep: Class 19 contains 4550 members Entering Unmasked Estep ConsiderDeletion Score: -85779976.000000 Penalty: 46500.789062 Iteration 8Q: 15 clusters Score -8.577998e+07 nChanged 15592 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 72156 members Mstep: Class 3 contains 1605 members Mstep: Class 4 contains 1360 members Mstep: Class 5 contains 78098 members Mstep: Class 7 contains 156032 members Mstep: Class 8 contains 120602 members Mstep: Class 10 contains 60332 members Mstep: Class 11 contains 6438 members Mstep: Class 13 contains 115470 members Mstep: Class 15 contains 4626 members Mstep: Class 16 contains 20911 members Mstep: Class 18 contains 7008 members Mstep: Class 19 contains 4865 members Entering Unmasked Estep ConsiderDeletion Score: -85790352.000000 Penalty: 46500.789062 Iteration 9Q: 15 clusters Score -8.579035e+07 nChanged 11923 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 75150 members Mstep: Class 3 contains 1582 members Mstep: Class 4 contains 1362 members Mstep: Class 5 contains 78113 members Mstep: Class 7 contains 153466 members Mstep: Class 8 contains 123603 members Mstep: Class 10 contains 60850 members Mstep: Class 11 contains 6398 members Mstep: Class 13 contains 112835 members Mstep: Class 15 contains 4273 members Mstep: Class 16 contains 19651 members Mstep: Class 18 contains 7075 members Mstep: Class 19 contains 5112 members Entering Unmasked Estep ConsiderDeletion Score: -85796848.000000 Penalty: 46500.789062 Iteration 10Q: 15 clusters Score -8.579685e+07 nChanged 9537 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 5903 members Mstep: Class 2 contains 77673 members Mstep: Class 3 contains 1558 members Mstep: Class 4 contains 1363 members Mstep: Class 5 contains 77954 members Mstep: Class 7 contains 151724 members Mstep: Class 8 contains 125540 members Mstep: Class 10 contains 61442 members Mstep: Class 11 contains 6353 members Mstep: Class 13 contains 110595 members Mstep: Class 15 contains 3886 members Mstep: Class 16 contains 18623 members Mstep: Class 18 contains 7514 members Mstep: Class 19 contains 5211 members Entering Unmasked Estep ConsiderDeletion Score: -85800920.000000 Penalty: 46500.789062 Iteration 11Q: 15 clusters Score -8.580092e+07 nChanged 7703 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 5927 members Mstep: Class 2 contains 79828 members Mstep: Class 3 contains 1538 members Mstep: Class 4 contains 1364 members Mstep: Class 5 contains 77695 members Mstep: Class 7 contains 150438 members Mstep: Class 8 contains 126759 members Mstep: Class 10 contains 62069 members Mstep: Class 11 contains 6333 members Mstep: Class 13 contains 108767 members Mstep: Class 15 contains 3554 members Mstep: Class 16 contains 17684 members Mstep: Class 18 contains 8129 members Mstep: Class 19 contains 5254 members Entering Unmasked Estep ConsiderDeletion Score: -85804432.000000 Penalty: 46500.789062 Iteration 12Q: 15 clusters Score -8.580443e+07 nChanged 6310 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 81669 members Mstep: Class 3 contains 1529 members Mstep: Class 4 contains 1367 members Mstep: Class 5 contains 77413 members Mstep: Class 7 contains 149498 members Mstep: Class 8 contains 127549 members Mstep: Class 10 contains 62733 members Mstep: Class 11 contains 6298 members Mstep: Class 13 contains 107295 members Mstep: Class 15 contains 3256 members Mstep: Class 16 contains 16768 members Mstep: Class 18 contains 8794 members Mstep: Class 19 contains 5228 members Entering Unmasked Estep ConsiderDeletion Score: -85806472.000000 Penalty: 46500.789062 Iteration 13Q: 15 clusters Score -8.580647e+07 nChanged 5172 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 83298 members Mstep: Class 3 contains 1529 members Mstep: Class 4 contains 1366 members Mstep: Class 5 contains 77126 members Mstep: Class 7 contains 148866 members Mstep: Class 8 contains 128068 members Mstep: Class 10 contains 63350 members Mstep: Class 11 contains 6256 members Mstep: Class 13 contains 106128 members Mstep: Class 15 contains 3010 members Mstep: Class 16 contains 15846 members Mstep: Class 18 contains 9383 members Mstep: Class 19 contains 5170 members Entering Unmasked Estep ConsiderDeletion Score: -85808360.000000 Penalty: 46500.789062 Iteration 14Q: 15 clusters Score -8.580836e+07 nChanged 4364 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 84759 members Mstep: Class 3 contains 1527 members Mstep: Class 4 contains 1365 members Mstep: Class 5 contains 76830 members Mstep: Class 7 contains 148401 members Mstep: Class 8 contains 128393 members Mstep: Class 10 contains 63937 members Mstep: Class 11 contains 6224 members Mstep: Class 13 contains 105189 members Mstep: Class 15 contains 2824 members Mstep: Class 16 contains 14950 members Mstep: Class 18 contains 9904 members Mstep: Class 19 contains 5089 members Entering Unmasked Estep ConsiderDeletion Score: -85809688.000000 Penalty: 46500.789062 Iteration 15Q: 15 clusters Score -8.580969e+07 nChanged 3704 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 86114 members Mstep: Class 3 contains 1524 members Mstep: Class 4 contains 1366 members Mstep: Class 5 contains 76552 members Mstep: Class 7 contains 148067 members Mstep: Class 8 contains 128668 members Mstep: Class 10 contains 64454 members Mstep: Class 11 contains 6207 members Mstep: Class 13 contains 104399 members Mstep: Class 15 contains 2683 members Mstep: Class 16 contains 14091 members Mstep: Class 18 contains 10310 members Mstep: Class 19 contains 4958 members Entering Unmasked Estep ConsiderDeletion Score: -85810624.000000 Penalty: 46500.789062 Iteration 16Q: 15 clusters Score -8.581062e+07 nChanged 3262 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 87356 members Mstep: Class 3 contains 1521 members Mstep: Class 4 contains 1367 members Mstep: Class 5 contains 76316 members Mstep: Class 7 contains 147788 members Mstep: Class 8 contains 128824 members Mstep: Class 10 contains 64905 members Mstep: Class 11 contains 6181 members Mstep: Class 13 contains 103767 members Mstep: Class 15 contains 2554 members Mstep: Class 16 contains 13289 members Mstep: Class 18 contains 10677 members Mstep: Class 19 contains 4851 members Entering Unmasked Estep ConsiderDeletion Score: -85811240.000000 Penalty: 46500.789062 Iteration 17Q: 15 clusters Score -8.581124e+07 nChanged 2834 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 88401 members Mstep: Class 3 contains 1520 members Mstep: Class 4 contains 1367 members Mstep: Class 5 contains 76118 members Mstep: Class 7 contains 147585 members Mstep: Class 8 contains 128976 members Mstep: Class 10 contains 65316 members Mstep: Class 11 contains 6154 members Mstep: Class 13 contains 103269 members Mstep: Class 15 contains 2444 members Mstep: Class 16 contains 12545 members Mstep: Class 18 contains 10966 members Mstep: Class 19 contains 4739 members Entering Unmasked Estep ConsiderDeletion Score: -85812224.000000 Penalty: 46500.789062 Iteration 18Q: 15 clusters Score -8.581222e+07 nChanged 2421 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 89325 members Mstep: Class 3 contains 1520 members Mstep: Class 4 contains 1367 members Mstep: Class 5 contains 75949 members Mstep: Class 7 contains 147445 members Mstep: Class 8 contains 129074 members Mstep: Class 10 contains 65672 members Mstep: Class 11 contains 6139 members Mstep: Class 13 contains 102870 members Mstep: Class 15 contains 2355 members Mstep: Class 16 contains 11850 members Mstep: Class 18 contains 11175 members Mstep: Class 19 contains 4662 members Entering Unmasked Estep ConsiderDeletion Score: -85812536.000000 Penalty: 46500.789062 Iteration 19Q: 15 clusters Score -8.581254e+07 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 90189 members Mstep: Class 3 contains 1520 members Mstep: Class 4 contains 1367 members Mstep: Class 5 contains 75788 members Mstep: Class 7 contains 147343 members Mstep: Class 8 contains 129135 members Mstep: Class 10 contains 65966 members Mstep: Class 11 contains 6116 members Mstep: Class 13 contains 102580 members Mstep: Class 15 contains 2283 members Mstep: Class 16 contains 11189 members Mstep: Class 18 contains 11349 members Mstep: Class 19 contains 4586 members Entering Unmasked Estep ConsiderDeletion Score: -85813752.000000 Penalty: 46500.789062 Iteration 20F: 15 clusters Score -8.581375e+07 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 90981 members Mstep: Class 3 contains 1514 members Mstep: Class 4 contains 1372 members Mstep: Class 5 contains 75578 members Mstep: Class 7 contains 147181 members Mstep: Class 8 contains 129104 members Mstep: Class 10 contains 66216 members Mstep: Class 11 contains 6097 members Mstep: Class 13 contains 102294 members Mstep: Class 15 contains 2149 members Mstep: Class 16 contains 10626 members Mstep: Class 18 contains 11811 members Mstep: Class 19 contains 4492 members Entering Unmasked Estep ConsiderDeletion Score: -85814744.000000 Penalty: 46500.789062 Iteration 21Q: 15 clusters Score -8.581474e+07 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 91736 members Mstep: Class 3 contains 1504 members Mstep: Class 4 contains 1376 members Mstep: Class 5 contains 75408 members Mstep: Class 7 contains 147050 members Mstep: Class 8 contains 129087 members Mstep: Class 10 contains 66443 members Mstep: Class 11 contains 6081 members Mstep: Class 13 contains 102095 members Mstep: Class 15 contains 2042 members Mstep: Class 16 contains 10052 members Mstep: Class 18 contains 12157 members Mstep: Class 19 contains 4380 members Entering Unmasked Estep ConsiderDeletion Score: -85815336.000000 Penalty: 46500.789062 Iteration 22Q: 15 clusters Score -8.581534e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 92422 members Mstep: Class 3 contains 1497 members Mstep: Class 4 contains 1379 members Mstep: Class 5 contains 75296 members Mstep: Class 7 contains 146960 members Mstep: Class 8 contains 129079 members Mstep: Class 10 contains 66643 members Mstep: Class 11 contains 6065 members Mstep: Class 13 contains 101918 members Mstep: Class 15 contains 1962 members Mstep: Class 16 contains 9526 members Mstep: Class 18 contains 12400 members Mstep: Class 19 contains 4264 members Entering Unmasked Estep ConsiderDeletion Score: -85815912.000000 Penalty: 46500.789062 Iteration 23Q: 15 clusters Score -8.581591e+07 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 93058 members Mstep: Class 3 contains 1493 members Mstep: Class 4 contains 1379 members Mstep: Class 5 contains 75223 members Mstep: Class 7 contains 146892 members Mstep: Class 8 contains 129007 members Mstep: Class 10 contains 66807 members Mstep: Class 11 contains 6053 members Mstep: Class 13 contains 101759 members Mstep: Class 15 contains 1896 members Mstep: Class 16 contains 9081 members Mstep: Class 18 contains 12598 members Mstep: Class 19 contains 4170 members Entering Unmasked Estep ConsiderDeletion Score: -85816168.000000 Penalty: 46500.789062 Iteration 24Q: 15 clusters Score -8.581617e+07 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 93652 members Mstep: Class 3 contains 1484 members Mstep: Class 4 contains 1379 members Mstep: Class 5 contains 75171 members Mstep: Class 7 contains 146847 members Mstep: Class 8 contains 128927 members Mstep: Class 10 contains 66950 members Mstep: Class 11 contains 6040 members Mstep: Class 13 contains 101634 members Mstep: Class 15 contains 1855 members Mstep: Class 16 contains 8645 members Mstep: Class 18 contains 12745 members Mstep: Class 19 contains 4086 members Entering Unmasked Estep ConsiderDeletion Score: -85816696.000000 Penalty: 46500.789062 Iteration 25Q: 15 clusters Score -8.58167e+07 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 94167 members Mstep: Class 3 contains 1474 members Mstep: Class 4 contains 1379 members Mstep: Class 5 contains 75162 members Mstep: Class 7 contains 146800 members Mstep: Class 8 contains 128852 members Mstep: Class 10 contains 67059 members Mstep: Class 11 contains 6031 members Mstep: Class 13 contains 101508 members Mstep: Class 15 contains 1817 members Mstep: Class 16 contains 8304 members Mstep: Class 18 contains 12878 members Mstep: Class 19 contains 3989 members Entering Unmasked Estep ConsiderDeletion Score: -85817216.000000 Penalty: 46500.789062 Iteration 26Q: 15 clusters Score -8.581722e+07 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 94596 members Mstep: Class 3 contains 1470 members Mstep: Class 4 contains 1380 members Mstep: Class 5 contains 75179 members Mstep: Class 7 contains 146776 members Mstep: Class 8 contains 128810 members Mstep: Class 10 contains 67135 members Mstep: Class 11 contains 6023 members Mstep: Class 13 contains 101400 members Mstep: Class 15 contains 1784 members Mstep: Class 16 contains 8006 members Mstep: Class 18 contains 12981 members Mstep: Class 19 contains 3886 members Entering Unmasked Estep ConsiderDeletion Score: -85817688.000000 Penalty: 46500.789062 Iteration 27Q: 15 clusters Score -8.581769e+07 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 94935 members Mstep: Class 3 contains 1467 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75202 members Mstep: Class 7 contains 146745 members Mstep: Class 8 contains 128748 members Mstep: Class 10 contains 67194 members Mstep: Class 11 contains 6009 members Mstep: Class 13 contains 101322 members Mstep: Class 15 contains 1757 members Mstep: Class 16 contains 7805 members Mstep: Class 18 contains 13069 members Mstep: Class 19 contains 3798 members Entering Unmasked Estep ConsiderDeletion Score: -85817888.000000 Penalty: 46500.789062 Iteration 28Q: 15 clusters Score -8.581789e+07 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 5905 members Mstep: Class 2 contains 95232 members Mstep: Class 3 contains 1464 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75216 members Mstep: Class 7 contains 146719 members Mstep: Class 8 contains 128705 members Mstep: Class 10 contains 67231 members Mstep: Class 11 contains 5999 members Mstep: Class 13 contains 101249 members Mstep: Class 15 contains 1742 members Mstep: Class 16 contains 7672 members Mstep: Class 18 contains 13109 members Mstep: Class 19 contains 3719 members Entering Unmasked Estep ConsiderDeletion Score: -85818072.000000 Penalty: 46500.789062 Iteration 29Q: 15 clusters Score -8.581807e+07 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 5899 members Mstep: Class 2 contains 95452 members Mstep: Class 3 contains 1459 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75244 members Mstep: Class 7 contains 146695 members Mstep: Class 8 contains 128655 members Mstep: Class 10 contains 67264 members Mstep: Class 11 contains 5994 members Mstep: Class 13 contains 101203 members Mstep: Class 15 contains 1733 members Mstep: Class 16 contains 7561 members Mstep: Class 18 contains 13141 members Mstep: Class 19 contains 3662 members Entering Unmasked Estep ConsiderDeletion Score: -85818240.000000 Penalty: 46500.789062 Iteration 30Q: 15 clusters Score -8.581824e+07 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 95647 members Mstep: Class 3 contains 1459 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75249 members Mstep: Class 7 contains 146682 members Mstep: Class 8 contains 128591 members Mstep: Class 10 contains 67291 members Mstep: Class 11 contains 5990 members Mstep: Class 13 contains 101150 members Mstep: Class 15 contains 1720 members Mstep: Class 16 contains 7503 members Mstep: Class 18 contains 13176 members Mstep: Class 19 contains 3608 members Entering Unmasked Estep ConsiderDeletion Score: -85818608.000000 Penalty: 46500.789062 Iteration 31Q: 15 clusters Score -8.581861e+07 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 5896 members Mstep: Class 2 contains 95792 members Mstep: Class 3 contains 1453 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75263 members Mstep: Class 7 contains 146682 members Mstep: Class 8 contains 128546 members Mstep: Class 10 contains 67316 members Mstep: Class 11 contains 5975 members Mstep: Class 13 contains 101121 members Mstep: Class 15 contains 1709 members Mstep: Class 16 contains 7438 members Mstep: Class 18 contains 13216 members Mstep: Class 19 contains 3554 members Entering Unmasked Estep ConsiderDeletion Score: -85818976.000000 Penalty: 46500.789062 Iteration 32Q: 15 clusters Score -8.581898e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 95901 members Mstep: Class 3 contains 1449 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75276 members Mstep: Class 7 contains 146678 members Mstep: Class 8 contains 128524 members Mstep: Class 10 contains 67346 members Mstep: Class 11 contains 5962 members Mstep: Class 13 contains 101081 members Mstep: Class 15 contains 1709 members Mstep: Class 16 contains 7372 members Mstep: Class 18 contains 13254 members Mstep: Class 19 contains 3514 members Entering Unmasked Estep ConsiderDeletion Score: -85818888.000000 Penalty: 46500.789062 Iteration 33Q: 15 clusters Score -8.581889e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 95996 members Mstep: Class 3 contains 1448 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75266 members Mstep: Class 7 contains 146673 members Mstep: Class 8 contains 128503 members Mstep: Class 10 contains 67383 members Mstep: Class 11 contains 5954 members Mstep: Class 13 contains 101061 members Mstep: Class 15 contains 1709 members Mstep: Class 16 contains 7314 members Mstep: Class 18 contains 13270 members Mstep: Class 19 contains 3493 members Entering Unmasked Estep ConsiderDeletion Score: -85818936.000000 Penalty: 46500.789062 Iteration 34Q: 15 clusters Score -8.581894e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 96053 members Mstep: Class 3 contains 1447 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75264 members Mstep: Class 7 contains 146668 members Mstep: Class 8 contains 128492 members Mstep: Class 10 contains 67412 members Mstep: Class 11 contains 5932 members Mstep: Class 13 contains 101057 members Mstep: Class 15 contains 1703 members Mstep: Class 16 contains 7291 members Mstep: Class 18 contains 13275 members Mstep: Class 19 contains 3475 members Entering Unmasked Estep ConsiderDeletion Score: -85818928.000000 Penalty: 46500.789062 Iteration 35Q: 15 clusters Score -8.581893e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 96098 members Mstep: Class 3 contains 1447 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75254 members Mstep: Class 7 contains 146667 members Mstep: Class 8 contains 128480 members Mstep: Class 10 contains 67432 members Mstep: Class 11 contains 5915 members Mstep: Class 13 contains 101040 members Mstep: Class 15 contains 1699 members Mstep: Class 16 contains 7287 members Mstep: Class 18 contains 13289 members Mstep: Class 19 contains 3461 members Entering Unmasked Estep ConsiderDeletion Score: -85819016.000000 Penalty: 46500.789062 Iteration 36Q: 15 clusters Score -8.581902e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 96147 members Mstep: Class 3 contains 1446 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75244 members Mstep: Class 7 contains 146665 members Mstep: Class 8 contains 128462 members Mstep: Class 10 contains 67459 members Mstep: Class 11 contains 5895 members Mstep: Class 13 contains 101029 members Mstep: Class 15 contains 1698 members Mstep: Class 16 contains 7274 members Mstep: Class 18 contains 13299 members Mstep: Class 19 contains 3451 members Entering Unmasked Estep ConsiderDeletion Score: -85819072.000000 Penalty: 46500.789062 Iteration 37Q: 15 clusters Score -8.581907e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 5890 members Mstep: Class 2 contains 96183 members Mstep: Class 3 contains 1446 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75231 members Mstep: Class 7 contains 146661 members Mstep: Class 8 contains 128457 members Mstep: Class 10 contains 67474 members Mstep: Class 11 contains 5880 members Mstep: Class 13 contains 101015 members Mstep: Class 15 contains 1697 members Mstep: Class 16 contains 7267 members Mstep: Class 18 contains 13313 members Mstep: Class 19 contains 3447 members Entering Unmasked Estep ConsiderDeletion Score: -85818952.000000 Penalty: 46500.789062 Iteration 38Q: 15 clusters Score -8.581895e+07 nChanged 140 Entering ConstructFrom: Score: -85818952.000000 Penalty: 46500.789062 Entering ConstructFrom: Trying to split cluster 1 (5890 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5890 members Entering Unmasked Estep Score: -724532.062500 Penalty: 2152.890869 Iteration 0F: 2 clusters Score -724532.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -719794.562500 Penalty: 4305.781738 Iteration 0F: 3 clusters Score -719794.6 nChanged 2329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -721902.000000 Penalty: 4305.781738 Iteration 1F: 3 clusters Score -721902 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -723257.125000 Penalty: 4305.781738 Iteration 2F: 3 clusters Score -723257.1 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -724965.625000 Penalty: 4305.781738 Iteration 3F: 3 clusters Score -724965.6 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -726101.000000 Penalty: 4305.781738 Iteration 4F: 3 clusters Score -726101 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -726731.187500 Penalty: 4305.781738 Iteration 5F: 3 clusters Score -726731.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -727378.375000 Penalty: 4305.781738 Iteration 6Q: 3 clusters Score -727378.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4723 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -727875.250000 Penalty: 4305.781738 Iteration 7Q: 3 clusters Score -727875.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -728421.562500 Penalty: 4305.781738 Iteration 8Q: 3 clusters Score -728421.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -728915.062500 Penalty: 4305.781738 Iteration 9Q: 3 clusters Score -728915.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -729209.687500 Penalty: 4305.781738 Iteration 10Q: 3 clusters Score -729209.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -729244.750000 Penalty: 4305.781738 Iteration 11Q: 3 clusters Score -729244.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -729256.437500 Penalty: 4305.781738 Iteration 12Q: 3 clusters Score -729256.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -729259.062500 Penalty: 4305.781738 Iteration 13Q: 3 clusters Score -729259.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -729259.562500 Penalty: 4305.781738 Iteration 14Q: 3 clusters Score -729259.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -729261.375000 Penalty: 4305.781738 Iteration 15Q: 3 clusters Score -729261.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -729262.375000 Penalty: 4305.781738 Iteration 16Q: 3 clusters Score -729262.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -729262.562500 Penalty: 4305.781738 Iteration 17F: 3 clusters Score -729262.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -729262.125000 Penalty: 4305.781738 Iteration 18Q: 3 clusters Score -729262.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -729263.312500 Penalty: 4305.781738 Iteration 19Q: 3 clusters Score -729263.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -729262.937500 Penalty: 4305.781738 Iteration 20F: 3 clusters Score -729262.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 96201 members Mstep: Class 3 contains 1446 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75220 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 146664 members Mstep: Class 8 contains 128456 members Mstep: Class 10 contains 67499 members Mstep: Class 11 contains 5866 members Mstep: Class 13 contains 101006 members Mstep: Class 15 contains 1696 members Mstep: Class 16 contains 7261 members Mstep: Class 18 contains 13312 members Mstep: Class 19 contains 3444 members Entering Unmasked Estep Score: -85822640.000000 Penalty: 49822.273438 Splitting cluster 1 changes total score from -85818952.000000 to -85822640.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 2 (96201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96201 members Entering Unmasked Estep Score: -12648772.000000 Penalty: 2845.600586 Iteration 0F: 2 clusters Score -1.264877e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47773 members Mstep: Class 2 contains 48428 members Entering Unmasked Estep Score: -12584533.000000 Penalty: 5691.201172 Iteration 0F: 3 clusters Score -1.258453e+07 nChanged 45409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45056 members Mstep: Class 2 contains 51145 members Entering Unmasked Estep Score: -12614166.000000 Penalty: 5691.201172 Iteration 1F: 3 clusters Score -1.261417e+07 nChanged 6439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45733 members Mstep: Class 2 contains 50468 members Entering Unmasked Estep Score: -12619883.000000 Penalty: 5691.201172 Iteration 2F: 3 clusters Score -1.261988e+07 nChanged 8623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48910 members Mstep: Class 2 contains 47291 members Entering Unmasked Estep Score: -12627084.000000 Penalty: 5691.201172 Iteration 3F: 3 clusters Score -1.262708e+07 nChanged 9677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54325 members Mstep: Class 2 contains 41876 members Entering Unmasked Estep Score: -12634428.000000 Penalty: 5691.201172 Iteration 4F: 3 clusters Score -1.263443e+07 nChanged 8558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60449 members Mstep: Class 2 contains 35752 members Entering Unmasked Estep Score: -12640366.000000 Penalty: 5691.201172 Iteration 5F: 3 clusters Score -1.264037e+07 nChanged 6982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66447 members Mstep: Class 2 contains 29754 members Entering Unmasked Estep Score: -12645452.000000 Penalty: 5691.201172 Iteration 6F: 3 clusters Score -1.264545e+07 nChanged 5628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71859 members Mstep: Class 2 contains 24342 members Entering Unmasked Estep Score: -12649549.000000 Penalty: 5691.201172 Iteration 7F: 3 clusters Score -1.264955e+07 nChanged 4586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76415 members Mstep: Class 2 contains 19786 members Entering Unmasked Estep Score: -12652934.000000 Penalty: 5691.201172 Iteration 8Q: 3 clusters Score -1.265293e+07 nChanged 3674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80087 members Mstep: Class 2 contains 16114 members Entering Unmasked Estep Score: -12655481.000000 Penalty: 5691.201172 Iteration 9Q: 3 clusters Score -1.265548e+07 nChanged 2739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82826 members Mstep: Class 2 contains 13375 members Entering Unmasked Estep Score: -12657128.000000 Penalty: 5691.201172 Iteration 10Q: 3 clusters Score -1.265713e+07 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84787 members Mstep: Class 2 contains 11414 members Entering Unmasked Estep Score: -12658097.000000 Penalty: 5691.201172 Iteration 11Q: 3 clusters Score -1.26581e+07 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86166 members Mstep: Class 2 contains 10035 members Entering Unmasked Estep Score: -12658662.000000 Penalty: 5691.201172 Iteration 12Q: 3 clusters Score -1.265866e+07 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87116 members Mstep: Class 2 contains 9085 members Entering Unmasked Estep Score: -12659025.000000 Penalty: 5691.201172 Iteration 13Q: 3 clusters Score -1.265902e+07 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87775 members Mstep: Class 2 contains 8426 members Entering Unmasked Estep Score: -12659146.000000 Penalty: 5691.201172 Iteration 14Q: 3 clusters Score -1.265915e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88236 members Mstep: Class 2 contains 7965 members Entering Unmasked Estep Score: -12659251.000000 Penalty: 5691.201172 Iteration 15Q: 3 clusters Score -1.265925e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88576 members Mstep: Class 2 contains 7625 members Entering Unmasked Estep Score: -12659303.000000 Penalty: 5691.201172 Iteration 16Q: 3 clusters Score -1.26593e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88837 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -12659366.000000 Penalty: 5691.201172 Iteration 17Q: 3 clusters Score -1.265937e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89022 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -12659372.000000 Penalty: 5691.201172 Iteration 18Q: 3 clusters Score -1.265937e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89158 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -12659400.000000 Penalty: 5691.201172 Iteration 19Q: 3 clusters Score -1.26594e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89258 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -12659410.000000 Penalty: 5691.201172 Iteration 20F: 3 clusters Score -1.265941e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89329 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -12659432.000000 Penalty: 5691.201172 Iteration 21Q: 3 clusters Score -1.265943e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89388 members Mstep: Class 2 contains 6813 members Entering Unmasked Estep Score: -12659447.000000 Penalty: 5691.201172 Iteration 22Q: 3 clusters Score -1.265945e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89436 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -12659487.000000 Penalty: 5691.201172 Iteration 23Q: 3 clusters Score -1.265949e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89488 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -12659516.000000 Penalty: 5691.201172 Iteration 24Q: 3 clusters Score -1.265952e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89526 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -12659535.000000 Penalty: 5691.201172 Iteration 25Q: 3 clusters Score -1.265954e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89560 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -12659524.000000 Penalty: 5691.201172 Iteration 26Q: 3 clusters Score -1.265952e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89581 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -12659553.000000 Penalty: 5691.201172 Iteration 27Q: 3 clusters Score -1.265955e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89601 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -12659537.000000 Penalty: 5691.201172 Iteration 28Q: 3 clusters Score -1.265954e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89619 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -12659531.000000 Penalty: 5691.201172 Iteration 29Q: 3 clusters Score -1.265953e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89642 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -12659522.000000 Penalty: 5691.201172 Iteration 30Q: 3 clusters Score -1.265952e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89658 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -12659527.000000 Penalty: 5691.201172 Iteration 31Q: 3 clusters Score -1.265953e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89672 members Mstep: Class 2 contains 6529 members Entering Unmasked Estep Score: -12659526.000000 Penalty: 5691.201172 Iteration 32Q: 3 clusters Score -1.265953e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89694 members Mstep: Class 2 contains 6507 members Entering Unmasked Estep Score: -12659513.000000 Penalty: 5691.201172 Iteration 33Q: 3 clusters Score -1.265951e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89711 members Mstep: Class 2 contains 6490 members Entering Unmasked Estep Score: -12659533.000000 Penalty: 5691.201172 Iteration 34Q: 3 clusters Score -1.265953e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89724 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -12659533.000000 Penalty: 5691.201172 Iteration 35Q: 3 clusters Score -1.265953e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89733 members Mstep: Class 2 contains 6468 members Entering Unmasked Estep Score: -12659524.000000 Penalty: 5691.201172 Iteration 36Q: 3 clusters Score -1.265952e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89743 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -12659524.000000 Penalty: 5691.201172 Iteration 37Q: 3 clusters Score -1.265952e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89752 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -12659532.000000 Penalty: 5691.201172 Iteration 38Q: 3 clusters Score -1.265953e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89758 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -12659537.000000 Penalty: 5691.201172 Iteration 39Q: 3 clusters Score -1.265954e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89764 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -12659540.000000 Penalty: 5691.201172 Iteration 40F: 3 clusters Score -1.265954e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89768 members Mstep: Class 2 contains 6433 members Entering Unmasked Estep Score: -12659533.000000 Penalty: 5691.201172 Iteration 41Q: 3 clusters Score -1.265953e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89772 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -12659532.000000 Penalty: 5691.201172 Iteration 42Q: 3 clusters Score -1.265953e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89778 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -12659535.000000 Penalty: 5691.201172 Iteration 43Q: 3 clusters Score -1.265954e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89786 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -12659532.000000 Penalty: 5691.201172 Iteration 44Q: 3 clusters Score -1.265953e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89788 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -12659537.000000 Penalty: 5691.201172 Iteration 45Q: 3 clusters Score -1.265954e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89789 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -12659526.000000 Penalty: 5691.201172 Iteration 46Q: 3 clusters Score -1.265953e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89789 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -12659526.000000 Penalty: 5691.201172 Iteration 47F: 3 clusters Score -1.265953e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 89789 members Mstep: Class 3 contains 1446 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75220 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 146664 members Mstep: Class 8 contains 128456 members Mstep: Class 9 contains 6412 members Mstep: Class 10 contains 67499 members Mstep: Class 11 contains 5866 members Mstep: Class 13 contains 101006 members Mstep: Class 15 contains 1696 members Mstep: Class 16 contains 7261 members Mstep: Class 18 contains 13312 members Mstep: Class 19 contains 3444 members Entering Unmasked Estep Score: -85833256.000000 Penalty: 53143.757812 Splitting cluster 2 changes total score from -85818952.000000 to -85833256.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 3 (1446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Entering Unmasked Estep Score: -161207.671875 Penalty: 1804.586060 Iteration 0F: 2 clusters Score -161207.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -159253.062500 Penalty: 3609.172119 Iteration 0F: 3 clusters Score -159253.1 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -160805.984375 Penalty: 3609.172119 Iteration 1F: 3 clusters Score -160806 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -162881.421875 Penalty: 3609.172119 Iteration 2F: 3 clusters Score -162881.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -165005.390625 Penalty: 3609.172119 Iteration 3F: 3 clusters Score -165005.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -166197.984375 Penalty: 3609.172119 Iteration 4F: 3 clusters Score -166198 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -166385.875000 Penalty: 3609.172119 Iteration 5Q: 3 clusters Score -166385.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -166478.937500 Penalty: 3609.172119 Iteration 6Q: 3 clusters Score -166478.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -166611.250000 Penalty: 3609.172119 Iteration 7Q: 3 clusters Score -166611.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -166903.203125 Penalty: 3609.172119 Iteration 8Q: 3 clusters Score -166903.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -167220.859375 Penalty: 3609.172119 Iteration 9Q: 3 clusters Score -167220.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -167222.484375 Penalty: 3609.172119 Iteration 10Q: 3 clusters Score -167222.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -167222.484375 Penalty: 3609.172119 Iteration 11F: 3 clusters Score -167222.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 89789 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 1381 members Mstep: Class 5 contains 75220 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 146664 members Mstep: Class 8 contains 128456 members Mstep: Class 9 contains 6412 members Mstep: Class 10 contains 67499 members Mstep: Class 11 contains 5866 members Mstep: Class 12 contains 267 members Mstep: Class 13 contains 101006 members Mstep: Class 15 contains 1696 members Mstep: Class 16 contains 7261 members Mstep: Class 18 contains 13312 members Mstep: Class 19 contains 3444 members Entering Unmasked Estep Score: -85837760.000000 Penalty: 56465.246094 Splitting cluster 3 changes total score from -85818952.000000 to -85837760.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 4 (1381 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Entering Unmasked Estep Score: -160777.390625 Penalty: 1793.179688 Iteration 0F: 2 clusters Score -160777.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -158746.718750 Penalty: 3586.359375 Iteration 0F: 3 clusters Score -158746.7 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -159949.453125 Penalty: 3586.359375 Iteration 1F: 3 clusters Score -159949.5 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -161544.437500 Penalty: 3586.359375 Iteration 2F: 3 clusters Score -161544.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -162486.921875 Penalty: 3586.359375 Iteration 3F: 3 clusters Score -162486.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -162932.468750 Penalty: 3586.359375 Iteration 4F: 3 clusters Score -162932.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -163057.515625 Penalty: 3586.359375 Iteration 5Q: 3 clusters Score -163057.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -163103.187500 Penalty: 3586.359375 Iteration 6Q: 3 clusters Score -163103.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -163202.968750 Penalty: 3586.359375 Iteration 7Q: 3 clusters Score -163203 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -163231.906250 Penalty: 3586.359375 Iteration 8Q: 3 clusters Score -163231.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -163234.718750 Penalty: 3586.359375 Iteration 9Q: 3 clusters Score -163234.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -163237.093750 Penalty: 3586.359375 Iteration 10Q: 3 clusters Score -163237.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -163240.250000 Penalty: 3586.359375 Iteration 11Q: 3 clusters Score -163240.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -163242.812500 Penalty: 3586.359375 Iteration 12Q: 3 clusters Score -163242.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -163242.812500 Penalty: 3586.359375 Iteration 13F: 3 clusters Score -163242.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 89789 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 168 members Mstep: Class 5 contains 75220 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 146664 members Mstep: Class 8 contains 128456 members Mstep: Class 9 contains 6412 members Mstep: Class 10 contains 67499 members Mstep: Class 11 contains 5866 members Mstep: Class 12 contains 267 members Mstep: Class 13 contains 101006 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 1696 members Mstep: Class 16 contains 7261 members Mstep: Class 18 contains 13312 members Mstep: Class 19 contains 3444 members Entering Unmasked Estep Score: -85838784.000000 Penalty: 59786.730469 Splitting cluster 4 changes total score from -85818952.000000 to -85838784.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 5 (75220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75220 members Entering Unmasked Estep Score: -10133470.000000 Penalty: 2784.586670 Iteration 0F: 2 clusters Score -1.013347e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37692 members Mstep: Class 2 contains 37528 members Entering Unmasked Estep Score: -10083065.000000 Penalty: 5569.173340 Iteration 0F: 3 clusters Score -1.008306e+07 nChanged 35274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40084 members Mstep: Class 2 contains 35136 members Entering Unmasked Estep Score: -10104046.000000 Penalty: 5569.173340 Iteration 1F: 3 clusters Score -1.010405e+07 nChanged 4373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42309 members Mstep: Class 2 contains 32911 members Entering Unmasked Estep Score: -10106669.000000 Penalty: 5569.173340 Iteration 2F: 3 clusters Score -1.010667e+07 nChanged 5841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45322 members Mstep: Class 2 contains 29898 members Entering Unmasked Estep Score: -10111421.000000 Penalty: 5569.173340 Iteration 3F: 3 clusters Score -1.011142e+07 nChanged 6742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48392 members Mstep: Class 2 contains 26828 members Entering Unmasked Estep Score: -10117090.000000 Penalty: 5569.173340 Iteration 4F: 3 clusters Score -1.011709e+07 nChanged 6172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50580 members Mstep: Class 2 contains 24640 members Entering Unmasked Estep Score: -10121675.000000 Penalty: 5569.173340 Iteration 5F: 3 clusters Score -1.012168e+07 nChanged 4771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51825 members Mstep: Class 2 contains 23395 members Entering Unmasked Estep Score: -10124661.000000 Penalty: 5569.173340 Iteration 6F: 3 clusters Score -1.012466e+07 nChanged 3483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52428 members Mstep: Class 2 contains 22792 members Entering Unmasked Estep Score: -10126245.000000 Penalty: 5569.173340 Iteration 7Q: 3 clusters Score -1.012624e+07 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52860 members Mstep: Class 2 contains 22360 members Entering Unmasked Estep Score: -10126950.000000 Penalty: 5569.173340 Iteration 8Q: 3 clusters Score -1.012695e+07 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53219 members Mstep: Class 2 contains 22001 members Entering Unmasked Estep Score: -10127320.000000 Penalty: 5569.173340 Iteration 9Q: 3 clusters Score -1.012732e+07 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53570 members Mstep: Class 2 contains 21650 members Entering Unmasked Estep Score: -10127588.000000 Penalty: 5569.173340 Iteration 10Q: 3 clusters Score -1.012759e+07 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53975 members Mstep: Class 2 contains 21245 members Entering Unmasked Estep Score: -10127766.000000 Penalty: 5569.173340 Iteration 11Q: 3 clusters Score -1.012777e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54433 members Mstep: Class 2 contains 20787 members Entering Unmasked Estep Score: -10127970.000000 Penalty: 5569.173340 Iteration 12Q: 3 clusters Score -1.012797e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54929 members Mstep: Class 2 contains 20291 members Entering Unmasked Estep Score: -10128142.000000 Penalty: 5569.173340 Iteration 13Q: 3 clusters Score -1.012814e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55473 members Mstep: Class 2 contains 19747 members Entering Unmasked Estep Score: -10128333.000000 Penalty: 5569.173340 Iteration 14Q: 3 clusters Score -1.012833e+07 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56125 members Mstep: Class 2 contains 19095 members Entering Unmasked Estep Score: -10128498.000000 Penalty: 5569.173340 Iteration 15Q: 3 clusters Score -1.01285e+07 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56791 members Mstep: Class 2 contains 18429 members Entering Unmasked Estep Score: -10128672.000000 Penalty: 5569.173340 Iteration 16Q: 3 clusters Score -1.012867e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57512 members Mstep: Class 2 contains 17708 members Entering Unmasked Estep Score: -10128931.000000 Penalty: 5569.173340 Iteration 17Q: 3 clusters Score -1.012893e+07 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58324 members Mstep: Class 2 contains 16896 members Entering Unmasked Estep Score: -10129216.000000 Penalty: 5569.173340 Iteration 18Q: 3 clusters Score -1.012922e+07 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59175 members Mstep: Class 2 contains 16045 members Entering Unmasked Estep Score: -10129515.000000 Penalty: 5569.173340 Iteration 19Q: 3 clusters Score -1.012952e+07 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60096 members Mstep: Class 2 contains 15124 members Entering Unmasked Estep Score: -10129917.000000 Penalty: 5569.173340 Iteration 20F: 3 clusters Score -1.012992e+07 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61065 members Mstep: Class 2 contains 14155 members Entering Unmasked Estep Score: -10130393.000000 Penalty: 5569.173340 Iteration 21Q: 3 clusters Score -1.013039e+07 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62050 members Mstep: Class 2 contains 13170 members Entering Unmasked Estep Score: -10130925.000000 Penalty: 5569.173340 Iteration 22Q: 3 clusters Score -1.013092e+07 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63041 members Mstep: Class 2 contains 12179 members Entering Unmasked Estep Score: -10131468.000000 Penalty: 5569.173340 Iteration 23Q: 3 clusters Score -1.013147e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63934 members Mstep: Class 2 contains 11286 members Entering Unmasked Estep Score: -10131998.000000 Penalty: 5569.173340 Iteration 24Q: 3 clusters Score -1.0132e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64725 members Mstep: Class 2 contains 10495 members Entering Unmasked Estep Score: -10132363.000000 Penalty: 5569.173340 Iteration 25Q: 3 clusters Score -1.013236e+07 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65433 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -10132623.000000 Penalty: 5569.173340 Iteration 26Q: 3 clusters Score -1.013262e+07 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66011 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -10132834.000000 Penalty: 5569.173340 Iteration 27Q: 3 clusters Score -1.013283e+07 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66501 members Mstep: Class 2 contains 8719 members Entering Unmasked Estep Score: -10133021.000000 Penalty: 5569.173340 Iteration 28Q: 3 clusters Score -1.013302e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66926 members Mstep: Class 2 contains 8294 members Entering Unmasked Estep Score: -10133126.000000 Penalty: 5569.173340 Iteration 29Q: 3 clusters Score -1.013313e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67330 members Mstep: Class 2 contains 7890 members Entering Unmasked Estep Score: -10133250.000000 Penalty: 5569.173340 Iteration 30Q: 3 clusters Score -1.013325e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67670 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -10133357.000000 Penalty: 5569.173340 Iteration 31Q: 3 clusters Score -1.013336e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67963 members Mstep: Class 2 contains 7257 members Entering Unmasked Estep Score: -10133425.000000 Penalty: 5569.173340 Iteration 32Q: 3 clusters Score -1.013342e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68220 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -10133468.000000 Penalty: 5569.173340 Iteration 33Q: 3 clusters Score -1.013347e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68453 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -10133497.000000 Penalty: 5569.173340 Iteration 34Q: 3 clusters Score -1.01335e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68665 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -10133534.000000 Penalty: 5569.173340 Iteration 35Q: 3 clusters Score -1.013353e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68853 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -10133576.000000 Penalty: 5569.173340 Iteration 36Q: 3 clusters Score -1.013358e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69022 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -10133582.000000 Penalty: 5569.173340 Iteration 37Q: 3 clusters Score -1.013358e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69171 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -10133600.000000 Penalty: 5569.173340 Iteration 38Q: 3 clusters Score -1.01336e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69287 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -10133626.000000 Penalty: 5569.173340 Iteration 39Q: 3 clusters Score -1.013363e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69395 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -10133627.000000 Penalty: 5569.173340 Iteration 40F: 3 clusters Score -1.013363e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69481 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -10133683.000000 Penalty: 5569.173340 Iteration 41Q: 3 clusters Score -1.013368e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69556 members Mstep: Class 2 contains 5664 members Entering Unmasked Estep Score: -10133687.000000 Penalty: 5569.173340 Iteration 42Q: 3 clusters Score -1.013369e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69613 members Mstep: Class 2 contains 5607 members Entering Unmasked Estep Score: -10133714.000000 Penalty: 5569.173340 Iteration 43Q: 3 clusters Score -1.013371e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69668 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -10133714.000000 Penalty: 5569.173340 Iteration 44Q: 3 clusters Score -1.013371e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69726 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -10133723.000000 Penalty: 5569.173340 Iteration 45Q: 3 clusters Score -1.013372e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69788 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -10133735.000000 Penalty: 5569.173340 Iteration 46Q: 3 clusters Score -1.013374e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69834 members Mstep: Class 2 contains 5386 members Entering Unmasked Estep Score: -10133755.000000 Penalty: 5569.173340 Iteration 47Q: 3 clusters Score -1.013376e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69869 members Mstep: Class 2 contains 5351 members Entering Unmasked Estep Score: -10133759.000000 Penalty: 5569.173340 Iteration 48Q: 3 clusters Score -1.013376e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69896 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -10133757.000000 Penalty: 5569.173340 Iteration 49Q: 3 clusters Score -1.013376e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69923 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -10133755.000000 Penalty: 5569.173340 Iteration 50Q: 3 clusters Score -1.013376e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69946 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -10133762.000000 Penalty: 5569.173340 Iteration 51Q: 3 clusters Score -1.013376e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69968 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -10133759.000000 Penalty: 5569.173340 Iteration 52Q: 3 clusters Score -1.013376e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69997 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -10133772.000000 Penalty: 5569.173340 Iteration 53Q: 3 clusters Score -1.013377e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70016 members Mstep: Class 2 contains 5204 members Entering Unmasked Estep Score: -10133778.000000 Penalty: 5569.173340 Iteration 54Q: 3 clusters Score -1.013378e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70039 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -10133781.000000 Penalty: 5569.173340 Iteration 55Q: 3 clusters Score -1.013378e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70059 members Mstep: Class 2 contains 5161 members Entering Unmasked Estep Score: -10133758.000000 Penalty: 5569.173340 Iteration 56Q: 3 clusters Score -1.013376e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70079 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -10133758.000000 Penalty: 5569.173340 Iteration 57Q: 3 clusters Score -1.013376e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70103 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -10133765.000000 Penalty: 5569.173340 Iteration 58Q: 3 clusters Score -1.013376e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70122 members Mstep: Class 2 contains 5098 members Entering Unmasked Estep Score: -10133764.000000 Penalty: 5569.173340 Iteration 59Q: 3 clusters Score -1.013376e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70145 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -10133763.000000 Penalty: 5569.173340 Iteration 60F: 3 clusters Score -1.013376e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70173 members Mstep: Class 2 contains 5047 members Entering Unmasked Estep Score: -10133794.000000 Penalty: 5569.173340 Iteration 61Q: 3 clusters Score -1.013379e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70196 members Mstep: Class 2 contains 5024 members Entering Unmasked Estep Score: -10133799.000000 Penalty: 5569.173340 Iteration 62Q: 3 clusters Score -1.01338e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70226 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -10133789.000000 Penalty: 5569.173340 Iteration 63Q: 3 clusters Score -1.013379e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70242 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -10133795.000000 Penalty: 5569.173340 Iteration 64Q: 3 clusters Score -1.01338e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70252 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -10133792.000000 Penalty: 5569.173340 Iteration 65Q: 3 clusters Score -1.013379e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70256 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -10133794.000000 Penalty: 5569.173340 Iteration 66Q: 3 clusters Score -1.013379e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70257 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -10133799.000000 Penalty: 5569.173340 Iteration 67Q: 3 clusters Score -1.01338e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70259 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -10133793.000000 Penalty: 5569.173340 Iteration 68Q: 3 clusters Score -1.013379e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70261 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -10133787.000000 Penalty: 5569.173340 Iteration 69Q: 3 clusters Score -1.013379e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70261 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -10133787.000000 Penalty: 5569.173340 Iteration 70F: 3 clusters Score -1.013379e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 89789 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 168 members Mstep: Class 5 contains 70261 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 146664 members Mstep: Class 8 contains 128456 members Mstep: Class 9 contains 6412 members Mstep: Class 10 contains 67499 members Mstep: Class 11 contains 5866 members Mstep: Class 12 contains 267 members Mstep: Class 13 contains 101006 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 1696 members Mstep: Class 16 contains 7261 members Mstep: Class 17 contains 4959 members Mstep: Class 18 contains 13312 members Mstep: Class 19 contains 3444 members Entering Unmasked Estep Score: -85838680.000000 Penalty: 63108.214844 Splitting cluster 5 changes total score from -85818952.000000 to -85838680.000000 So it's getting split into cluster 17. Entering ConstructFrom: Trying to split cluster 7 (146664 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146664 members Entering Unmasked Estep Score: -19722264.000000 Penalty: 2950.183105 Iteration 0F: 2 clusters Score -1.972226e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73073 members Mstep: Class 2 contains 73591 members Entering Unmasked Estep Score: -19628540.000000 Penalty: 5900.366211 Iteration 0F: 3 clusters Score -1.962854e+07 nChanged 70380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70855 members Mstep: Class 2 contains 75809 members Entering Unmasked Estep Score: -19669364.000000 Penalty: 5900.366211 Iteration 1F: 3 clusters Score -1.966936e+07 nChanged 4576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69589 members Mstep: Class 2 contains 77075 members Entering Unmasked Estep Score: -19670720.000000 Penalty: 5900.366211 Iteration 2Q: 3 clusters Score -1.967072e+07 nChanged 5228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67877 members Mstep: Class 2 contains 78787 members Entering Unmasked Estep Score: -19672738.000000 Penalty: 5900.366211 Iteration 3Q: 3 clusters Score -1.967274e+07 nChanged 6270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65579 members Mstep: Class 2 contains 81085 members Entering Unmasked Estep Score: -19676008.000000 Penalty: 5900.366211 Iteration 4Q: 3 clusters Score -1.967601e+07 nChanged 7556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62627 members Mstep: Class 2 contains 84037 members Entering Unmasked Estep Score: -19680694.000000 Penalty: 5900.366211 Iteration 5F: 3 clusters Score -1.968069e+07 nChanged 8492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58957 members Mstep: Class 2 contains 87707 members Entering Unmasked Estep Score: -19686228.000000 Penalty: 5900.366211 Iteration 6F: 3 clusters Score -1.968623e+07 nChanged 8721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54524 members Mstep: Class 2 contains 92140 members Entering Unmasked Estep Score: -19691904.000000 Penalty: 5900.366211 Iteration 7F: 3 clusters Score -1.96919e+07 nChanged 8419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49377 members Mstep: Class 2 contains 97287 members Entering Unmasked Estep Score: -19697316.000000 Penalty: 5900.366211 Iteration 8F: 3 clusters Score -1.969732e+07 nChanged 7856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43699 members Mstep: Class 2 contains 102965 members Entering Unmasked Estep Score: -19701882.000000 Penalty: 5900.366211 Iteration 9F: 3 clusters Score -1.970188e+07 nChanged 7161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37726 members Mstep: Class 2 contains 108938 members Entering Unmasked Estep Score: -19706032.000000 Penalty: 5900.366211 Iteration 10Q: 3 clusters Score -1.970603e+07 nChanged 6651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31771 members Mstep: Class 2 contains 114893 members Entering Unmasked Estep Score: -19709616.000000 Penalty: 5900.366211 Iteration 11Q: 3 clusters Score -1.970962e+07 nChanged 5918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26169 members Mstep: Class 2 contains 120495 members Entering Unmasked Estep Score: -19712564.000000 Penalty: 5900.366211 Iteration 12Q: 3 clusters Score -1.971256e+07 nChanged 4933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21366 members Mstep: Class 2 contains 125298 members Entering Unmasked Estep Score: -19714942.000000 Penalty: 5900.366211 Iteration 13Q: 3 clusters Score -1.971494e+07 nChanged 4247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17149 members Mstep: Class 2 contains 129515 members Entering Unmasked Estep Score: -19716708.000000 Penalty: 5900.366211 Iteration 14Q: 3 clusters Score -1.971671e+07 nChanged 3449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13726 members Mstep: Class 2 contains 132938 members Entering Unmasked Estep Score: -19718158.000000 Penalty: 5900.366211 Iteration 15Q: 3 clusters Score -1.971816e+07 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 135602 members Entering Unmasked Estep Score: -19719088.000000 Penalty: 5900.366211 Iteration 16Q: 3 clusters Score -1.971909e+07 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8983 members Mstep: Class 2 contains 137681 members Entering Unmasked Estep Score: -19719828.000000 Penalty: 5900.366211 Iteration 17Q: 3 clusters Score -1.971983e+07 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7397 members Mstep: Class 2 contains 139267 members Entering Unmasked Estep Score: -19720178.000000 Penalty: 5900.366211 Iteration 18Q: 3 clusters Score -1.972018e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 140453 members Entering Unmasked Estep Score: -19720428.000000 Penalty: 5900.366211 Iteration 19Q: 3 clusters Score -1.972043e+07 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5345 members Mstep: Class 2 contains 141319 members Entering Unmasked Estep Score: -19720516.000000 Penalty: 5900.366211 Iteration 20F: 3 clusters Score -1.972052e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 141991 members Entering Unmasked Estep Score: -19720604.000000 Penalty: 5900.366211 Iteration 21Q: 3 clusters Score -1.97206e+07 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 142492 members Entering Unmasked Estep Score: -19720662.000000 Penalty: 5900.366211 Iteration 22Q: 3 clusters Score -1.972066e+07 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 142861 members Entering Unmasked Estep Score: -19720674.000000 Penalty: 5900.366211 Iteration 23Q: 3 clusters Score -1.972067e+07 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 143143 members Entering Unmasked Estep Score: -19720670.000000 Penalty: 5900.366211 Iteration 24Q: 3 clusters Score -1.972067e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 143347 members Entering Unmasked Estep Score: -19720664.000000 Penalty: 5900.366211 Iteration 25Q: 3 clusters Score -1.972066e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 143502 members Entering Unmasked Estep Score: -19720648.000000 Penalty: 5900.366211 Iteration 26Q: 3 clusters Score -1.972065e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 143636 members Entering Unmasked Estep Score: -19720674.000000 Penalty: 5900.366211 Iteration 27Q: 3 clusters Score -1.972067e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 143750 members Entering Unmasked Estep Score: -19720694.000000 Penalty: 5900.366211 Iteration 28Q: 3 clusters Score -1.972069e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 143830 members Entering Unmasked Estep Score: -19720678.000000 Penalty: 5900.366211 Iteration 29Q: 3 clusters Score -1.972068e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 143906 members Entering Unmasked Estep Score: -19720678.000000 Penalty: 5900.366211 Iteration 30Q: 3 clusters Score -1.972068e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 143976 members Entering Unmasked Estep Score: -19720656.000000 Penalty: 5900.366211 Iteration 31Q: 3 clusters Score -1.972066e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 144023 members Entering Unmasked Estep Score: -19720674.000000 Penalty: 5900.366211 Iteration 32Q: 3 clusters Score -1.972067e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 144075 members Entering Unmasked Estep Score: -19720652.000000 Penalty: 5900.366211 Iteration 33Q: 3 clusters Score -1.972065e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 144123 members Entering Unmasked Estep Score: -19720688.000000 Penalty: 5900.366211 Iteration 34Q: 3 clusters Score -1.972069e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 144161 members Entering Unmasked Estep Score: -19720686.000000 Penalty: 5900.366211 Iteration 35Q: 3 clusters Score -1.972069e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 144181 members Entering Unmasked Estep Score: -19720662.000000 Penalty: 5900.366211 Iteration 36Q: 3 clusters Score -1.972066e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 144211 members Entering Unmasked Estep Score: -19720674.000000 Penalty: 5900.366211 Iteration 37Q: 3 clusters Score -1.972067e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 144233 members Entering Unmasked Estep Score: -19720670.000000 Penalty: 5900.366211 Iteration 38Q: 3 clusters Score -1.972067e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 144249 members Entering Unmasked Estep Score: -19720668.000000 Penalty: 5900.366211 Iteration 39Q: 3 clusters Score -1.972067e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 144259 members Entering Unmasked Estep Score: -19720664.000000 Penalty: 5900.366211 Iteration 40F: 3 clusters Score -1.972066e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 144275 members Entering Unmasked Estep Score: -19720678.000000 Penalty: 5900.366211 Iteration 41Q: 3 clusters Score -1.972068e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 144285 members Entering Unmasked Estep Score: -19720688.000000 Penalty: 5900.366211 Iteration 42Q: 3 clusters Score -1.972069e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 144296 members Entering Unmasked Estep Score: -19720682.000000 Penalty: 5900.366211 Iteration 43Q: 3 clusters Score -1.972068e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 144301 members Entering Unmasked Estep Score: -19720694.000000 Penalty: 5900.366211 Iteration 44Q: 3 clusters Score -1.972069e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 144310 members Entering Unmasked Estep Score: -19720692.000000 Penalty: 5900.366211 Iteration 45Q: 3 clusters Score -1.972069e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 144312 members Entering Unmasked Estep Score: -19720686.000000 Penalty: 5900.366211 Iteration 46Q: 3 clusters Score -1.972069e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 144316 members Entering Unmasked Estep Score: -19720682.000000 Penalty: 5900.366211 Iteration 47Q: 3 clusters Score -1.972068e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 144315 members Entering Unmasked Estep Score: -19720692.000000 Penalty: 5900.366211 Iteration 48Q: 3 clusters Score -1.972069e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 144315 members Entering Unmasked Estep Score: -19720692.000000 Penalty: 5900.366211 Iteration 49F: 3 clusters Score -1.972069e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (128456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128456 members Entering Unmasked Estep Score: -17108716.000000 Penalty: 2917.308838 Iteration 0F: 2 clusters Score -1.710872e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64020 members Mstep: Class 2 contains 64436 members Entering Unmasked Estep Score: -17023950.000000 Penalty: 5834.617676 Iteration 0F: 3 clusters Score -1.702395e+07 nChanged 61034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60650 members Mstep: Class 2 contains 67806 members Entering Unmasked Estep Score: -17058840.000000 Penalty: 5834.617676 Iteration 1F: 3 clusters Score -1.705884e+07 nChanged 4538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58196 members Mstep: Class 2 contains 70260 members Entering Unmasked Estep Score: -17060020.000000 Penalty: 5834.617676 Iteration 2Q: 3 clusters Score -1.706002e+07 nChanged 5369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54331 members Mstep: Class 2 contains 74125 members Entering Unmasked Estep Score: -17061938.000000 Penalty: 5834.617676 Iteration 3Q: 3 clusters Score -1.706194e+07 nChanged 7003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48450 members Mstep: Class 2 contains 80006 members Entering Unmasked Estep Score: -17065550.000000 Penalty: 5834.617676 Iteration 4F: 3 clusters Score -1.706555e+07 nChanged 9195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40183 members Mstep: Class 2 contains 88273 members Entering Unmasked Estep Score: -17071564.000000 Penalty: 5834.617676 Iteration 5F: 3 clusters Score -1.707156e+07 nChanged 10957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29968 members Mstep: Class 2 contains 98488 members Entering Unmasked Estep Score: -17080554.000000 Penalty: 5834.617676 Iteration 6F: 3 clusters Score -1.708055e+07 nChanged 10767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19683 members Mstep: Class 2 contains 108773 members Entering Unmasked Estep Score: -17090020.000000 Penalty: 5834.617676 Iteration 7F: 3 clusters Score -1.709002e+07 nChanged 8468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11441 members Mstep: Class 2 contains 117015 members Entering Unmasked Estep Score: -17097402.000000 Penalty: 5834.617676 Iteration 8F: 3 clusters Score -1.70974e+07 nChanged 5286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 122205 members Entering Unmasked Estep Score: -17101958.000000 Penalty: 5834.617676 Iteration 9Q: 3 clusters Score -1.710196e+07 nChanged 2825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 125004 members Entering Unmasked Estep Score: -17104256.000000 Penalty: 5834.617676 Iteration 10Q: 3 clusters Score -1.710426e+07 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 126409 members Entering Unmasked Estep Score: -17105412.000000 Penalty: 5834.617676 Iteration 11Q: 3 clusters Score -1.710541e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 127052 members Entering Unmasked Estep Score: -17105954.000000 Penalty: 5834.617676 Iteration 12Q: 3 clusters Score -1.710595e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 127337 members Entering Unmasked Estep Score: -17106230.000000 Penalty: 5834.617676 Iteration 13Q: 3 clusters Score -1.710623e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 127461 members Entering Unmasked Estep Score: -17106404.000000 Penalty: 5834.617676 Iteration 14Q: 3 clusters Score -1.71064e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 127529 members Entering Unmasked Estep Score: -17106508.000000 Penalty: 5834.617676 Iteration 15Q: 3 clusters Score -1.710651e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 127552 members Entering Unmasked Estep Score: -17106538.000000 Penalty: 5834.617676 Iteration 16Q: 3 clusters Score -1.710654e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 127576 members Entering Unmasked Estep Score: -17106570.000000 Penalty: 5834.617676 Iteration 17Q: 3 clusters Score -1.710657e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 127583 members Entering Unmasked Estep Score: -17106590.000000 Penalty: 5834.617676 Iteration 18Q: 3 clusters Score -1.710659e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 127587 members Entering Unmasked Estep Score: -17106630.000000 Penalty: 5834.617676 Iteration 19Q: 3 clusters Score -1.710663e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 127588 members Entering Unmasked Estep Score: -17106648.000000 Penalty: 5834.617676 Iteration 20F: 3 clusters Score -1.710665e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 127587 members Entering Unmasked Estep Score: -17106636.000000 Penalty: 5834.617676 Iteration 21Q: 3 clusters Score -1.710664e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 127588 members Entering Unmasked Estep Score: -17106644.000000 Penalty: 5834.617676 Iteration 22Q: 3 clusters Score -1.710664e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 127590 members Entering Unmasked Estep Score: -17106650.000000 Penalty: 5834.617676 Iteration 23Q: 3 clusters Score -1.710665e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 127593 members Entering Unmasked Estep Score: -17106652.000000 Penalty: 5834.617676 Iteration 24Q: 3 clusters Score -1.710665e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 127595 members Entering Unmasked Estep Score: -17106646.000000 Penalty: 5834.617676 Iteration 25Q: 3 clusters Score -1.710665e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 127596 members Entering Unmasked Estep Score: -17106654.000000 Penalty: 5834.617676 Iteration 26Q: 3 clusters Score -1.710665e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 127594 members Entering Unmasked Estep Score: -17106652.000000 Penalty: 5834.617676 Iteration 27Q: 3 clusters Score -1.710665e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 127592 members Entering Unmasked Estep Score: -17106646.000000 Penalty: 5834.617676 Iteration 28Q: 3 clusters Score -1.710665e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 127587 members Entering Unmasked Estep Score: -17106664.000000 Penalty: 5834.617676 Iteration 29Q: 3 clusters Score -1.710666e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 127587 members Entering Unmasked Estep Score: -17106666.000000 Penalty: 5834.617676 Iteration 30Q: 3 clusters Score -1.710667e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 127584 members Entering Unmasked Estep Score: -17106666.000000 Penalty: 5834.617676 Iteration 31Q: 3 clusters Score -1.710667e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 127586 members Entering Unmasked Estep Score: -17106670.000000 Penalty: 5834.617676 Iteration 32Q: 3 clusters Score -1.710667e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 127586 members Entering Unmasked Estep Score: -17106676.000000 Penalty: 5834.617676 Iteration 33Q: 3 clusters Score -1.710668e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 127585 members Entering Unmasked Estep Score: -17106664.000000 Penalty: 5834.617676 Iteration 34Q: 3 clusters Score -1.710666e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 127585 members Entering Unmasked Estep Score: -17106664.000000 Penalty: 5834.617676 Iteration 35F: 3 clusters Score -1.710666e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (67499 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67499 members Entering Unmasked Estep Score: -8966943.000000 Penalty: 2757.727295 Iteration 0F: 2 clusters Score -8966943 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33712 members Mstep: Class 2 contains 33787 members Entering Unmasked Estep Score: -8921713.000000 Penalty: 5515.454590 Iteration 0F: 3 clusters Score -8921713 nChanged 31440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33462 members Mstep: Class 2 contains 34037 members Entering Unmasked Estep Score: -8940218.000000 Penalty: 5515.454590 Iteration 1F: 3 clusters Score -8940218 nChanged 3377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33649 members Mstep: Class 2 contains 33850 members Entering Unmasked Estep Score: -8941864.000000 Penalty: 5515.454590 Iteration 2F: 3 clusters Score -8941864 nChanged 4200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34243 members Mstep: Class 2 contains 33256 members Entering Unmasked Estep Score: -8944898.000000 Penalty: 5515.454590 Iteration 3F: 3 clusters Score -8944898 nChanged 5476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35385 members Mstep: Class 2 contains 32114 members Entering Unmasked Estep Score: -8950239.000000 Penalty: 5515.454590 Iteration 4F: 3 clusters Score -8950239 nChanged 6322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36839 members Mstep: Class 2 contains 30660 members Entering Unmasked Estep Score: -8957036.000000 Penalty: 5515.454590 Iteration 5F: 3 clusters Score -8957036 nChanged 5969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38032 members Mstep: Class 2 contains 29467 members Entering Unmasked Estep Score: -8963899.000000 Penalty: 5515.454590 Iteration 6F: 3 clusters Score -8963899 nChanged 4651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38739 members Mstep: Class 2 contains 28760 members Entering Unmasked Estep Score: -8969987.000000 Penalty: 5515.454590 Iteration 7F: 3 clusters Score -8969987 nChanged 3215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39286 members Mstep: Class 2 contains 28213 members Entering Unmasked Estep Score: -8973385.000000 Penalty: 5515.454590 Iteration 8Q: 3 clusters Score -8973385 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39679 members Mstep: Class 2 contains 27820 members Entering Unmasked Estep Score: -8974367.000000 Penalty: 5515.454590 Iteration 9Q: 3 clusters Score -8974367 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39841 members Mstep: Class 2 contains 27658 members Entering Unmasked Estep Score: -8974628.000000 Penalty: 5515.454590 Iteration 10Q: 3 clusters Score -8974628 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39908 members Mstep: Class 2 contains 27591 members Entering Unmasked Estep Score: -8974704.000000 Penalty: 5515.454590 Iteration 11Q: 3 clusters Score -8974704 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39910 members Mstep: Class 2 contains 27589 members Entering Unmasked Estep Score: -8974754.000000 Penalty: 5515.454590 Iteration 12Q: 3 clusters Score -8974754 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39887 members Mstep: Class 2 contains 27612 members Entering Unmasked Estep Score: -8974765.000000 Penalty: 5515.454590 Iteration 13Q: 3 clusters Score -8974765 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39835 members Mstep: Class 2 contains 27664 members Entering Unmasked Estep Score: -8974759.000000 Penalty: 5515.454590 Iteration 14Q: 3 clusters Score -8974759 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39771 members Mstep: Class 2 contains 27728 members Entering Unmasked Estep Score: -8974784.000000 Penalty: 5515.454590 Iteration 15Q: 3 clusters Score -8974784 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39728 members Mstep: Class 2 contains 27771 members Entering Unmasked Estep Score: -8974782.000000 Penalty: 5515.454590 Iteration 16Q: 3 clusters Score -8974782 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39700 members Mstep: Class 2 contains 27799 members Entering Unmasked Estep Score: -8974794.000000 Penalty: 5515.454590 Iteration 17Q: 3 clusters Score -8974794 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39674 members Mstep: Class 2 contains 27825 members Entering Unmasked Estep Score: -8974774.000000 Penalty: 5515.454590 Iteration 18Q: 3 clusters Score -8974774 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39654 members Mstep: Class 2 contains 27845 members Entering Unmasked Estep Score: -8974775.000000 Penalty: 5515.454590 Iteration 19Q: 3 clusters Score -8974775 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39645 members Mstep: Class 2 contains 27854 members Entering Unmasked Estep Score: -8974785.000000 Penalty: 5515.454590 Iteration 20F: 3 clusters Score -8974785 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39636 members Mstep: Class 2 contains 27863 members Entering Unmasked Estep Score: -8974778.000000 Penalty: 5515.454590 Iteration 21Q: 3 clusters Score -8974778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39634 members Mstep: Class 2 contains 27865 members Entering Unmasked Estep Score: -8974780.000000 Penalty: 5515.454590 Iteration 22Q: 3 clusters Score -8974780 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39633 members Mstep: Class 2 contains 27866 members Entering Unmasked Estep Score: -8974782.000000 Penalty: 5515.454590 Iteration 23Q: 3 clusters Score -8974782 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39631 members Mstep: Class 2 contains 27868 members Entering Unmasked Estep Score: -8974785.000000 Penalty: 5515.454590 Iteration 24Q: 3 clusters Score -8974785 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39630 members Mstep: Class 2 contains 27869 members Entering Unmasked Estep Score: -8974793.000000 Penalty: 5515.454590 Iteration 25Q: 3 clusters Score -8974793 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39626 members Mstep: Class 2 contains 27873 members Entering Unmasked Estep Score: -8974787.000000 Penalty: 5515.454590 Iteration 26Q: 3 clusters Score -8974787 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39624 members Mstep: Class 2 contains 27875 members Entering Unmasked Estep Score: -8974785.000000 Penalty: 5515.454590 Iteration 27Q: 3 clusters Score -8974785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39623 members Mstep: Class 2 contains 27876 members Entering Unmasked Estep Score: -8974792.000000 Penalty: 5515.454590 Iteration 28Q: 3 clusters Score -8974792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39623 members Mstep: Class 2 contains 27876 members Entering Unmasked Estep Score: -8974792.000000 Penalty: 5515.454590 Iteration 29F: 3 clusters Score -8974792 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 89789 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 168 members Mstep: Class 5 contains 70261 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 146664 members Mstep: Class 8 contains 128456 members Mstep: Class 9 contains 6412 members Mstep: Class 10 contains 39623 members Mstep: Class 11 contains 5866 members Mstep: Class 12 contains 267 members Mstep: Class 13 contains 101006 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 1696 members Mstep: Class 16 contains 7261 members Mstep: Class 17 contains 4959 members Mstep: Class 18 contains 13312 members Mstep: Class 19 contains 3444 members Mstep: Class 20 contains 27876 members Entering Unmasked Estep Score: -85845632.000000 Penalty: 66429.703125 Splitting cluster 10 changes total score from -85818952.000000 to -85845632.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 11 (5866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5866 members Entering Unmasked Estep Score: -777954.250000 Penalty: 2151.878174 Iteration 0F: 2 clusters Score -777954.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -772865.750000 Penalty: 4303.756348 Iteration 0F: 3 clusters Score -772865.8 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -774089.875000 Penalty: 4303.756348 Iteration 1F: 3 clusters Score -774089.9 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -774299.312500 Penalty: 4303.756348 Iteration 2F: 3 clusters Score -774299.3 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -774453.312500 Penalty: 4303.756348 Iteration 3F: 3 clusters Score -774453.3 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -774577.875000 Penalty: 4303.756348 Iteration 4Q: 3 clusters Score -774577.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -774703.125000 Penalty: 4303.756348 Iteration 5Q: 3 clusters Score -774703.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -774794.687500 Penalty: 4303.756348 Iteration 6Q: 3 clusters Score -774794.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -774853.812500 Penalty: 4303.756348 Iteration 7Q: 3 clusters Score -774853.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -774901.250000 Penalty: 4303.756348 Iteration 8Q: 3 clusters Score -774901.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -774944.875000 Penalty: 4303.756348 Iteration 9Q: 3 clusters Score -774944.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -774993.375000 Penalty: 4303.756348 Iteration 10Q: 3 clusters Score -774993.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -775033.625000 Penalty: 4303.756348 Iteration 11Q: 3 clusters Score -775033.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -775066.500000 Penalty: 4303.756348 Iteration 12Q: 3 clusters Score -775066.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -775099.062500 Penalty: 4303.756348 Iteration 13Q: 3 clusters Score -775099.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -775132.437500 Penalty: 4303.756348 Iteration 14Q: 3 clusters Score -775132.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -775167.812500 Penalty: 4303.756348 Iteration 15Q: 3 clusters Score -775167.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -775194.562500 Penalty: 4303.756348 Iteration 16Q: 3 clusters Score -775194.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -775226.750000 Penalty: 4303.756348 Iteration 17Q: 3 clusters Score -775226.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -775257.062500 Penalty: 4303.756348 Iteration 18Q: 3 clusters Score -775257.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -775298.625000 Penalty: 4303.756348 Iteration 19Q: 3 clusters Score -775298.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -775354.937500 Penalty: 4303.756348 Iteration 20F: 3 clusters Score -775354.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -775417.562500 Penalty: 4303.756348 Iteration 21Q: 3 clusters Score -775417.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -775475.062500 Penalty: 4303.756348 Iteration 22Q: 3 clusters Score -775475.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -775547.625000 Penalty: 4303.756348 Iteration 23Q: 3 clusters Score -775547.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -775625.500000 Penalty: 4303.756348 Iteration 24Q: 3 clusters Score -775625.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -775728.937500 Penalty: 4303.756348 Iteration 25Q: 3 clusters Score -775728.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -775852.437500 Penalty: 4303.756348 Iteration 26Q: 3 clusters Score -775852.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -775996.437500 Penalty: 4303.756348 Iteration 27Q: 3 clusters Score -775996.4 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 4868 members Entering Unmasked Estep Score: -776117.625000 Penalty: 4303.756348 Iteration 28Q: 3 clusters Score -776117.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -776217.750000 Penalty: 4303.756348 Iteration 29Q: 3 clusters Score -776217.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -776310.687500 Penalty: 4303.756348 Iteration 30Q: 3 clusters Score -776310.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -776392.625000 Penalty: 4303.756348 Iteration 31Q: 3 clusters Score -776392.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -776449.000000 Penalty: 4303.756348 Iteration 32Q: 3 clusters Score -776449 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 5339 members Entering Unmasked Estep Score: -776504.125000 Penalty: 4303.756348 Iteration 33Q: 3 clusters Score -776504.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -776545.750000 Penalty: 4303.756348 Iteration 34Q: 3 clusters Score -776545.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 5419 members Entering Unmasked Estep Score: -776586.437500 Penalty: 4303.756348 Iteration 35Q: 3 clusters Score -776586.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -776613.750000 Penalty: 4303.756348 Iteration 36Q: 3 clusters Score -776613.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -776632.625000 Penalty: 4303.756348 Iteration 37Q: 3 clusters Score -776632.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 5474 members Entering Unmasked Estep Score: -776651.687500 Penalty: 4303.756348 Iteration 38Q: 3 clusters Score -776651.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -776661.687500 Penalty: 4303.756348 Iteration 39Q: 3 clusters Score -776661.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -776672.562500 Penalty: 4303.756348 Iteration 40F: 3 clusters Score -776672.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 5506 members Entering Unmasked Estep Score: -776677.312500 Penalty: 4303.756348 Iteration 41Q: 3 clusters Score -776677.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 5510 members Entering Unmasked Estep Score: -776681.125000 Penalty: 4303.756348 Iteration 42Q: 3 clusters Score -776681.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -776680.375000 Penalty: 4303.756348 Iteration 43Q: 3 clusters Score -776680.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -776681.625000 Penalty: 4303.756348 Iteration 44Q: 3 clusters Score -776681.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -776683.687500 Penalty: 4303.756348 Iteration 45Q: 3 clusters Score -776683.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -776684.687500 Penalty: 4303.756348 Iteration 46Q: 3 clusters Score -776684.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -776684.687500 Penalty: 4303.756348 Iteration 47F: 3 clusters Score -776684.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (101006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101006 members Entering Unmasked Estep Score: -13479628.000000 Penalty: 2857.687744 Iteration 0F: 2 clusters Score -1.347963e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50660 members Mstep: Class 2 contains 50346 members Entering Unmasked Estep Score: -13412417.000000 Penalty: 5715.375488 Iteration 0F: 3 clusters Score -1.341242e+07 nChanged 47868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53124 members Mstep: Class 2 contains 47882 members Entering Unmasked Estep Score: -13440073.000000 Penalty: 5715.375488 Iteration 1F: 3 clusters Score -1.344007e+07 nChanged 3833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54761 members Mstep: Class 2 contains 46245 members Entering Unmasked Estep Score: -13441192.000000 Penalty: 5715.375488 Iteration 2Q: 3 clusters Score -1.344119e+07 nChanged 4059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57056 members Mstep: Class 2 contains 43950 members Entering Unmasked Estep Score: -13442589.000000 Penalty: 5715.375488 Iteration 3Q: 3 clusters Score -1.344259e+07 nChanged 4517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60313 members Mstep: Class 2 contains 40693 members Entering Unmasked Estep Score: -13444569.000000 Penalty: 5715.375488 Iteration 4Q: 3 clusters Score -1.344457e+07 nChanged 5262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64697 members Mstep: Class 2 contains 36309 members Entering Unmasked Estep Score: -13447467.000000 Penalty: 5715.375488 Iteration 5F: 3 clusters Score -1.344747e+07 nChanged 6031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70228 members Mstep: Class 2 contains 30778 members Entering Unmasked Estep Score: -13451447.000000 Penalty: 5715.375488 Iteration 6F: 3 clusters Score -1.345145e+07 nChanged 6757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76715 members Mstep: Class 2 contains 24291 members Entering Unmasked Estep Score: -13456549.000000 Penalty: 5715.375488 Iteration 7F: 3 clusters Score -1.345655e+07 nChanged 6840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83407 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -13462408.000000 Penalty: 5715.375488 Iteration 8F: 3 clusters Score -1.346241e+07 nChanged 6075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89430 members Mstep: Class 2 contains 11576 members Entering Unmasked Estep Score: -13467933.000000 Penalty: 5715.375488 Iteration 9F: 3 clusters Score -1.346793e+07 nChanged 4499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93911 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -13471918.000000 Penalty: 5715.375488 Iteration 10Q: 3 clusters Score -1.347192e+07 nChanged 2833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96734 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -13474461.000000 Penalty: 5715.375488 Iteration 11Q: 3 clusters Score -1.347446e+07 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98302 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -13475726.000000 Penalty: 5715.375488 Iteration 12Q: 3 clusters Score -1.347573e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99137 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -13476406.000000 Penalty: 5715.375488 Iteration 13Q: 3 clusters Score -1.347641e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99552 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -13476701.000000 Penalty: 5715.375488 Iteration 14Q: 3 clusters Score -1.34767e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99761 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -13476857.000000 Penalty: 5715.375488 Iteration 15Q: 3 clusters Score -1.347686e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99904 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -13476960.000000 Penalty: 5715.375488 Iteration 16Q: 3 clusters Score -1.347696e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99990 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -13477033.000000 Penalty: 5715.375488 Iteration 17Q: 3 clusters Score -1.347703e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100051 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -13477070.000000 Penalty: 5715.375488 Iteration 18Q: 3 clusters Score -1.347707e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100101 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -13477105.000000 Penalty: 5715.375488 Iteration 19Q: 3 clusters Score -1.34771e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100130 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -13477145.000000 Penalty: 5715.375488 Iteration 20F: 3 clusters Score -1.347714e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100160 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -13477174.000000 Penalty: 5715.375488 Iteration 21Q: 3 clusters Score -1.347717e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100189 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -13477196.000000 Penalty: 5715.375488 Iteration 22Q: 3 clusters Score -1.34772e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100204 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -13477197.000000 Penalty: 5715.375488 Iteration 23Q: 3 clusters Score -1.34772e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100219 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -13477203.000000 Penalty: 5715.375488 Iteration 24Q: 3 clusters Score -1.34772e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100226 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -13477218.000000 Penalty: 5715.375488 Iteration 25Q: 3 clusters Score -1.347722e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100236 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -13477227.000000 Penalty: 5715.375488 Iteration 26Q: 3 clusters Score -1.347723e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100246 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -13477238.000000 Penalty: 5715.375488 Iteration 27Q: 3 clusters Score -1.347724e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100252 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -13477261.000000 Penalty: 5715.375488 Iteration 28Q: 3 clusters Score -1.347726e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100257 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -13477262.000000 Penalty: 5715.375488 Iteration 29Q: 3 clusters Score -1.347726e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100259 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -13477280.000000 Penalty: 5715.375488 Iteration 30Q: 3 clusters Score -1.347728e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100260 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -13477269.000000 Penalty: 5715.375488 Iteration 31Q: 3 clusters Score -1.347727e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100263 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -13477283.000000 Penalty: 5715.375488 Iteration 32Q: 3 clusters Score -1.347728e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100268 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -13477290.000000 Penalty: 5715.375488 Iteration 33Q: 3 clusters Score -1.347729e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100279 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -13477295.000000 Penalty: 5715.375488 Iteration 34Q: 3 clusters Score -1.34773e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100279 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -13477293.000000 Penalty: 5715.375488 Iteration 35Q: 3 clusters Score -1.347729e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100281 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -13477304.000000 Penalty: 5715.375488 Iteration 36Q: 3 clusters Score -1.34773e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100286 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -13477309.000000 Penalty: 5715.375488 Iteration 37Q: 3 clusters Score -1.347731e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100286 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -13477308.000000 Penalty: 5715.375488 Iteration 38Q: 3 clusters Score -1.347731e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100287 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -13477323.000000 Penalty: 5715.375488 Iteration 39Q: 3 clusters Score -1.347732e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100286 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -13477328.000000 Penalty: 5715.375488 Iteration 40F: 3 clusters Score -1.347733e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100285 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -13477322.000000 Penalty: 5715.375488 Iteration 41Q: 3 clusters Score -1.347732e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100286 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -13477322.000000 Penalty: 5715.375488 Iteration 42Q: 3 clusters Score -1.347732e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100286 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -13477318.000000 Penalty: 5715.375488 Iteration 43Q: 3 clusters Score -1.347732e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100289 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -13477317.000000 Penalty: 5715.375488 Iteration 44Q: 3 clusters Score -1.347732e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100287 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -13477311.000000 Penalty: 5715.375488 Iteration 45Q: 3 clusters Score -1.347731e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100287 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -13477311.000000 Penalty: 5715.375488 Iteration 46F: 3 clusters Score -1.347731e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Entering Unmasked Estep Score: -215429.734375 Penalty: 1844.134888 Iteration 0F: 2 clusters Score -215429.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -213092.984375 Penalty: 3688.269775 Iteration 0F: 3 clusters Score -213093 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -213522.234375 Penalty: 3688.269775 Iteration 1F: 3 clusters Score -213522.2 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -213733.125000 Penalty: 3688.269775 Iteration 2F: 3 clusters Score -213733.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -214038.718750 Penalty: 3688.269775 Iteration 3F: 3 clusters Score -214038.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -214460.156250 Penalty: 3688.269775 Iteration 4F: 3 clusters Score -214460.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -215075.750000 Penalty: 3688.269775 Iteration 5F: 3 clusters Score -215075.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -215700.328125 Penalty: 3688.269775 Iteration 6F: 3 clusters Score -215700.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -215948.046875 Penalty: 3688.269775 Iteration 7F: 3 clusters Score -215948 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -216016.921875 Penalty: 3688.269775 Iteration 8Q: 3 clusters Score -216016.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -216048.906250 Penalty: 3688.269775 Iteration 9Q: 3 clusters Score -216048.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -216056.531250 Penalty: 3688.269775 Iteration 10Q: 3 clusters Score -216056.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -216057.687500 Penalty: 3688.269775 Iteration 11Q: 3 clusters Score -216057.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -216058.515625 Penalty: 3688.269775 Iteration 12Q: 3 clusters Score -216058.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -216059.796875 Penalty: 3688.269775 Iteration 13Q: 3 clusters Score -216059.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -216059.796875 Penalty: 3688.269775 Iteration 14F: 3 clusters Score -216059.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 89789 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 168 members Mstep: Class 5 contains 70261 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 146664 members Mstep: Class 8 contains 128456 members Mstep: Class 9 contains 6412 members Mstep: Class 10 contains 39623 members Mstep: Class 11 contains 5866 members Mstep: Class 12 contains 267 members Mstep: Class 13 contains 101006 members Mstep: Class 14 contains 1213 members Mstep: Class 15 contains 591 members Mstep: Class 16 contains 7261 members Mstep: Class 17 contains 4959 members Mstep: Class 18 contains 13312 members Mstep: Class 19 contains 3444 members Mstep: Class 20 contains 27876 members Mstep: Class 21 contains 1105 members Entering Unmasked Estep Score: -85844592.000000 Penalty: 69751.187500 Splitting cluster 15 changes total score from -85818952.000000 to -85844592.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 16 (7261 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Entering Unmasked Estep Score: -963512.375000 Penalty: 2204.787842 Iteration 0F: 2 clusters Score -963512.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -957603.562500 Penalty: 4409.575684 Iteration 0F: 3 clusters Score -957603.6 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -959100.750000 Penalty: 4409.575684 Iteration 1F: 3 clusters Score -959100.8 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -959374.750000 Penalty: 4409.575684 Iteration 2F: 3 clusters Score -959374.8 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -959569.250000 Penalty: 4409.575684 Iteration 3Q: 3 clusters Score -959569.2 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -959756.562500 Penalty: 4409.575684 Iteration 4Q: 3 clusters Score -959756.6 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -959923.562500 Penalty: 4409.575684 Iteration 5Q: 3 clusters Score -959923.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -960086.312500 Penalty: 4409.575684 Iteration 6Q: 3 clusters Score -960086.3 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -960272.562500 Penalty: 4409.575684 Iteration 7Q: 3 clusters Score -960272.6 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -960491.437500 Penalty: 4409.575684 Iteration 8Q: 3 clusters Score -960491.4 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -960705.437500 Penalty: 4409.575684 Iteration 9Q: 3 clusters Score -960705.4 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -960917.875000 Penalty: 4409.575684 Iteration 10Q: 3 clusters Score -960917.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -961138.125000 Penalty: 4409.575684 Iteration 11Q: 3 clusters Score -961138.1 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -961380.937500 Penalty: 4409.575684 Iteration 12Q: 3 clusters Score -961380.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -961578.437500 Penalty: 4409.575684 Iteration 13Q: 3 clusters Score -961578.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -961707.875000 Penalty: 4409.575684 Iteration 14Q: 3 clusters Score -961707.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -961828.375000 Penalty: 4409.575684 Iteration 15Q: 3 clusters Score -961828.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -961909.687500 Penalty: 4409.575684 Iteration 16Q: 3 clusters Score -961909.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 6267 members Entering Unmasked Estep Score: -961964.312500 Penalty: 4409.575684 Iteration 17Q: 3 clusters Score -961964.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -962009.375000 Penalty: 4409.575684 Iteration 18Q: 3 clusters Score -962009.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -962037.625000 Penalty: 4409.575684 Iteration 19Q: 3 clusters Score -962037.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -962067.312500 Penalty: 4409.575684 Iteration 20F: 3 clusters Score -962067.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -962082.687500 Penalty: 4409.575684 Iteration 21Q: 3 clusters Score -962082.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -962092.625000 Penalty: 4409.575684 Iteration 22Q: 3 clusters Score -962092.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -962097.875000 Penalty: 4409.575684 Iteration 23Q: 3 clusters Score -962097.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -962105.625000 Penalty: 4409.575684 Iteration 24Q: 3 clusters Score -962105.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -962106.562500 Penalty: 4409.575684 Iteration 25Q: 3 clusters Score -962106.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -962111.187500 Penalty: 4409.575684 Iteration 26Q: 3 clusters Score -962111.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 6432 members Entering Unmasked Estep Score: -962114.625000 Penalty: 4409.575684 Iteration 27Q: 3 clusters Score -962114.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -962121.125000 Penalty: 4409.575684 Iteration 28Q: 3 clusters Score -962121.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -962127.437500 Penalty: 4409.575684 Iteration 29Q: 3 clusters Score -962127.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -962131.125000 Penalty: 4409.575684 Iteration 30Q: 3 clusters Score -962131.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -962131.437500 Penalty: 4409.575684 Iteration 31Q: 3 clusters Score -962131.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 6467 members Entering Unmasked Estep Score: -962140.125000 Penalty: 4409.575684 Iteration 32Q: 3 clusters Score -962140.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -962144.687500 Penalty: 4409.575684 Iteration 33Q: 3 clusters Score -962144.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -962146.625000 Penalty: 4409.575684 Iteration 34Q: 3 clusters Score -962146.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -962149.937500 Penalty: 4409.575684 Iteration 35Q: 3 clusters Score -962149.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -962150.187500 Penalty: 4409.575684 Iteration 36Q: 3 clusters Score -962150.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -962150.187500 Penalty: 4409.575684 Iteration 37F: 3 clusters Score -962150.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13312 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13312 members Entering Unmasked Estep Score: -1644009.500000 Penalty: 2355.112305 Iteration 0F: 2 clusters Score -1644010 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -1634240.000000 Penalty: 4710.224609 Iteration 0F: 3 clusters Score -1634240 nChanged 5661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -1637447.625000 Penalty: 4710.224609 Iteration 1F: 3 clusters Score -1637448 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -1638069.000000 Penalty: 4710.224609 Iteration 2F: 3 clusters Score -1638069 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6228 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1638729.375000 Penalty: 4710.224609 Iteration 3F: 3 clusters Score -1638729 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6157 members Mstep: Class 2 contains 7155 members Entering Unmasked Estep Score: -1639299.250000 Penalty: 4710.224609 Iteration 4F: 3 clusters Score -1639299 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -1639760.250000 Penalty: 4710.224609 Iteration 5F: 3 clusters Score -1639760 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -1640110.250000 Penalty: 4710.224609 Iteration 6F: 3 clusters Score -1640110 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 7504 members Entering Unmasked Estep Score: -1640361.500000 Penalty: 4710.224609 Iteration 7Q: 3 clusters Score -1640362 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5660 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -1640541.000000 Penalty: 4710.224609 Iteration 8Q: 3 clusters Score -1640541 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5487 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -1640697.000000 Penalty: 4710.224609 Iteration 9Q: 3 clusters Score -1640697 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -1640821.625000 Penalty: 4710.224609 Iteration 10Q: 3 clusters Score -1640822 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 8199 members Entering Unmasked Estep Score: -1640925.000000 Penalty: 4710.224609 Iteration 11Q: 3 clusters Score -1640925 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -1641016.250000 Penalty: 4710.224609 Iteration 12Q: 3 clusters Score -1641016 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 8576 members Entering Unmasked Estep Score: -1641106.000000 Penalty: 4710.224609 Iteration 13Q: 3 clusters Score -1641106 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -1641190.250000 Penalty: 4710.224609 Iteration 14Q: 3 clusters Score -1641190 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -1641284.500000 Penalty: 4710.224609 Iteration 15Q: 3 clusters Score -1641284 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -1641365.250000 Penalty: 4710.224609 Iteration 16Q: 3 clusters Score -1641365 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 9241 members Entering Unmasked Estep Score: -1641436.875000 Penalty: 4710.224609 Iteration 17Q: 3 clusters Score -1641437 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -1641512.500000 Penalty: 4710.224609 Iteration 18Q: 3 clusters Score -1641512 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3753 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -1641595.750000 Penalty: 4710.224609 Iteration 19Q: 3 clusters Score -1641596 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -1641666.000000 Penalty: 4710.224609 Iteration 20F: 3 clusters Score -1641666 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 9794 members Entering Unmasked Estep Score: -1641719.000000 Penalty: 4710.224609 Iteration 21Q: 3 clusters Score -1641719 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -1641777.875000 Penalty: 4710.224609 Iteration 22Q: 3 clusters Score -1641778 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -1641826.250000 Penalty: 4710.224609 Iteration 23Q: 3 clusters Score -1641826 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 10081 members Entering Unmasked Estep Score: -1641872.625000 Penalty: 4710.224609 Iteration 24Q: 3 clusters Score -1641873 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 10190 members Entering Unmasked Estep Score: -1641914.625000 Penalty: 4710.224609 Iteration 25Q: 3 clusters Score -1641915 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -1641970.875000 Penalty: 4710.224609 Iteration 26Q: 3 clusters Score -1641971 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -1642019.000000 Penalty: 4710.224609 Iteration 27Q: 3 clusters Score -1642019 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 10491 members Entering Unmasked Estep Score: -1642070.875000 Penalty: 4710.224609 Iteration 28Q: 3 clusters Score -1642071 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -1642106.250000 Penalty: 4710.224609 Iteration 29Q: 3 clusters Score -1642106 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -1642135.375000 Penalty: 4710.224609 Iteration 30Q: 3 clusters Score -1642135 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -1642157.750000 Penalty: 4710.224609 Iteration 31Q: 3 clusters Score -1642158 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 10812 members Entering Unmasked Estep Score: -1642180.125000 Penalty: 4710.224609 Iteration 32Q: 3 clusters Score -1642180 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 10875 members Entering Unmasked Estep Score: -1642201.250000 Penalty: 4710.224609 Iteration 33Q: 3 clusters Score -1642201 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -1642215.500000 Penalty: 4710.224609 Iteration 34Q: 3 clusters Score -1642216 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 10969 members Entering Unmasked Estep Score: -1642238.875000 Penalty: 4710.224609 Iteration 35Q: 3 clusters Score -1642239 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -1642252.875000 Penalty: 4710.224609 Iteration 36Q: 3 clusters Score -1642253 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 11056 members Entering Unmasked Estep Score: -1642261.500000 Penalty: 4710.224609 Iteration 37Q: 3 clusters Score -1642262 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 11096 members Entering Unmasked Estep Score: -1642276.500000 Penalty: 4710.224609 Iteration 38Q: 3 clusters Score -1642276 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 11133 members Entering Unmasked Estep Score: -1642285.750000 Penalty: 4710.224609 Iteration 39Q: 3 clusters Score -1642286 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 11160 members Entering Unmasked Estep Score: -1642299.250000 Penalty: 4710.224609 Iteration 40F: 3 clusters Score -1642299 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 11193 members Entering Unmasked Estep Score: -1642310.875000 Penalty: 4710.224609 Iteration 41Q: 3 clusters Score -1642311 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 11224 members Entering Unmasked Estep Score: -1642322.500000 Penalty: 4710.224609 Iteration 42Q: 3 clusters Score -1642322 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 11255 members Entering Unmasked Estep Score: -1642326.000000 Penalty: 4710.224609 Iteration 43Q: 3 clusters Score -1642326 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 11286 members Entering Unmasked Estep Score: -1642341.375000 Penalty: 4710.224609 Iteration 44Q: 3 clusters Score -1642341 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 11311 members Entering Unmasked Estep Score: -1642343.000000 Penalty: 4710.224609 Iteration 45Q: 3 clusters Score -1642343 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 11331 members Entering Unmasked Estep Score: -1642356.000000 Penalty: 4710.224609 Iteration 46Q: 3 clusters Score -1642356 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -1642358.375000 Penalty: 4710.224609 Iteration 47Q: 3 clusters Score -1642358 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -1642366.000000 Penalty: 4710.224609 Iteration 48Q: 3 clusters Score -1642366 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -1642366.500000 Penalty: 4710.224609 Iteration 49Q: 3 clusters Score -1642366 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 11389 members Entering Unmasked Estep Score: -1642366.125000 Penalty: 4710.224609 Iteration 50Q: 3 clusters Score -1642366 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -1642371.375000 Penalty: 4710.224609 Iteration 51Q: 3 clusters Score -1642371 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 11405 members Entering Unmasked Estep Score: -1642370.250000 Penalty: 4710.224609 Iteration 52Q: 3 clusters Score -1642370 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 11417 members Entering Unmasked Estep Score: -1642375.500000 Penalty: 4710.224609 Iteration 53Q: 3 clusters Score -1642376 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -1642383.750000 Penalty: 4710.224609 Iteration 54Q: 3 clusters Score -1642384 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 11445 members Entering Unmasked Estep Score: -1642389.000000 Penalty: 4710.224609 Iteration 55Q: 3 clusters Score -1642389 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -1642395.875000 Penalty: 4710.224609 Iteration 56Q: 3 clusters Score -1642396 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -1642401.250000 Penalty: 4710.224609 Iteration 57Q: 3 clusters Score -1642401 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 11484 members Entering Unmasked Estep Score: -1642407.375000 Penalty: 4710.224609 Iteration 58Q: 3 clusters Score -1642407 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 11494 members Entering Unmasked Estep Score: -1642411.125000 Penalty: 4710.224609 Iteration 59Q: 3 clusters Score -1642411 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -1642416.625000 Penalty: 4710.224609 Iteration 60F: 3 clusters Score -1642417 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -1642426.750000 Penalty: 4710.224609 Iteration 61Q: 3 clusters Score -1642427 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 11554 members Entering Unmasked Estep Score: -1642438.125000 Penalty: 4710.224609 Iteration 62Q: 3 clusters Score -1642438 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 11582 members Entering Unmasked Estep Score: -1642451.250000 Penalty: 4710.224609 Iteration 63Q: 3 clusters Score -1642451 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 11609 members Entering Unmasked Estep Score: -1642461.750000 Penalty: 4710.224609 Iteration 64Q: 3 clusters Score -1642462 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 11631 members Entering Unmasked Estep Score: -1642471.750000 Penalty: 4710.224609 Iteration 65Q: 3 clusters Score -1642472 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 11654 members Entering Unmasked Estep Score: -1642476.500000 Penalty: 4710.224609 Iteration 66Q: 3 clusters Score -1642476 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 11680 members Entering Unmasked Estep Score: -1642498.875000 Penalty: 4710.224609 Iteration 67Q: 3 clusters Score -1642499 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 11711 members Entering Unmasked Estep Score: -1642509.375000 Penalty: 4710.224609 Iteration 68Q: 3 clusters Score -1642509 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 11740 members Entering Unmasked Estep Score: -1642518.125000 Penalty: 4710.224609 Iteration 69Q: 3 clusters Score -1642518 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -1642538.375000 Penalty: 4710.224609 Iteration 70Q: 3 clusters Score -1642538 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 11804 members Entering Unmasked Estep Score: -1642556.500000 Penalty: 4710.224609 Iteration 71Q: 3 clusters Score -1642556 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 11835 members Entering Unmasked Estep Score: -1642575.000000 Penalty: 4710.224609 Iteration 72Q: 3 clusters Score -1642575 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 11864 members Entering Unmasked Estep Score: -1642588.750000 Penalty: 4710.224609 Iteration 73Q: 3 clusters Score -1642589 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 11888 members Entering Unmasked Estep Score: -1642600.625000 Penalty: 4710.224609 Iteration 74Q: 3 clusters Score -1642601 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -1642610.750000 Penalty: 4710.224609 Iteration 75Q: 3 clusters Score -1642611 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -1642614.625000 Penalty: 4710.224609 Iteration 76Q: 3 clusters Score -1642615 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 11928 members Entering Unmasked Estep Score: -1642621.875000 Penalty: 4710.224609 Iteration 77Q: 3 clusters Score -1642622 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -1642625.625000 Penalty: 4710.224609 Iteration 78Q: 3 clusters Score -1642626 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 11954 members Entering Unmasked Estep Score: -1642629.625000 Penalty: 4710.224609 Iteration 79Q: 3 clusters Score -1642630 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 11965 members Entering Unmasked Estep Score: -1642633.125000 Penalty: 4710.224609 Iteration 80F: 3 clusters Score -1642633 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -1642640.875000 Penalty: 4710.224609 Iteration 81Q: 3 clusters Score -1642641 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 11994 members Entering Unmasked Estep Score: -1642643.750000 Penalty: 4710.224609 Iteration 82Q: 3 clusters Score -1642644 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -1642647.875000 Penalty: 4710.224609 Iteration 83Q: 3 clusters Score -1642648 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 12009 members Entering Unmasked Estep Score: -1642653.500000 Penalty: 4710.224609 Iteration 84Q: 3 clusters Score -1642654 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 12014 members Entering Unmasked Estep Score: -1642658.375000 Penalty: 4710.224609 Iteration 85Q: 3 clusters Score -1642658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -1642658.375000 Penalty: 4710.224609 Iteration 86Q: 3 clusters Score -1642658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -1642659.125000 Penalty: 4710.224609 Iteration 87Q: 3 clusters Score -1642659 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 12023 members Entering Unmasked Estep Score: -1642662.250000 Penalty: 4710.224609 Iteration 88Q: 3 clusters Score -1642662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -1642665.750000 Penalty: 4710.224609 Iteration 89Q: 3 clusters Score -1642666 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 12027 members Entering Unmasked Estep Score: -1642663.750000 Penalty: 4710.224609 Iteration 90Q: 3 clusters Score -1642664 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 12027 members Entering Unmasked Estep Score: -1642663.750000 Penalty: 4710.224609 Iteration 91F: 3 clusters Score -1642664 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3444 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Entering Unmasked Estep Score: -426050.250000 Penalty: 2019.808472 Iteration 0F: 2 clusters Score -426050.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -422575.156250 Penalty: 4039.616943 Iteration 0F: 3 clusters Score -422575.2 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -423380.156250 Penalty: 4039.616943 Iteration 1F: 3 clusters Score -423380.2 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -423581.500000 Penalty: 4039.616943 Iteration 2F: 3 clusters Score -423581.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -423745.812500 Penalty: 4039.616943 Iteration 3F: 3 clusters Score -423745.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -423946.718750 Penalty: 4039.616943 Iteration 4F: 3 clusters Score -423946.7 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -424242.656250 Penalty: 4039.616943 Iteration 5F: 3 clusters Score -424242.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -424569.531250 Penalty: 4039.616943 Iteration 6F: 3 clusters Score -424569.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -424869.906250 Penalty: 4039.616943 Iteration 7F: 3 clusters Score -424869.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -425051.500000 Penalty: 4039.616943 Iteration 8F: 3 clusters Score -425051.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -425146.250000 Penalty: 4039.616943 Iteration 9Q: 3 clusters Score -425146.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -425211.125000 Penalty: 4039.616943 Iteration 10Q: 3 clusters Score -425211.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -425288.093750 Penalty: 4039.616943 Iteration 11Q: 3 clusters Score -425288.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -425348.812500 Penalty: 4039.616943 Iteration 12Q: 3 clusters Score -425348.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -425403.125000 Penalty: 4039.616943 Iteration 13Q: 3 clusters Score -425403.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -425434.093750 Penalty: 4039.616943 Iteration 14Q: 3 clusters Score -425434.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -425454.531250 Penalty: 4039.616943 Iteration 15Q: 3 clusters Score -425454.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -425471.656250 Penalty: 4039.616943 Iteration 16Q: 3 clusters Score -425471.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -425490.468750 Penalty: 4039.616943 Iteration 17Q: 3 clusters Score -425490.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -425520.281250 Penalty: 4039.616943 Iteration 18Q: 3 clusters Score -425520.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -425547.406250 Penalty: 4039.616943 Iteration 19Q: 3 clusters Score -425547.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -425574.718750 Penalty: 4039.616943 Iteration 20F: 3 clusters Score -425574.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -425601.437500 Penalty: 4039.616943 Iteration 21Q: 3 clusters Score -425601.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -425618.093750 Penalty: 4039.616943 Iteration 22Q: 3 clusters Score -425618.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -425626.750000 Penalty: 4039.616943 Iteration 23Q: 3 clusters Score -425626.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -425631.156250 Penalty: 4039.616943 Iteration 24Q: 3 clusters Score -425631.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -425631.906250 Penalty: 4039.616943 Iteration 25Q: 3 clusters Score -425631.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -425632.750000 Penalty: 4039.616943 Iteration 26Q: 3 clusters Score -425632.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -425632.750000 Penalty: 4039.616943 Iteration 27F: 3 clusters Score -425632.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 89789 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 168 members Mstep: Class 5 contains 70261 members Mstep: Class 7 contains 146664 members Mstep: Class 8 contains 128456 members Mstep: Class 10 contains 39623 members Mstep: Class 11 contains 5866 members Mstep: Class 13 contains 101006 members Mstep: Class 15 contains 591 members Mstep: Class 16 contains 7261 members Mstep: Class 18 contains 13312 members Mstep: Class 19 contains 3444 members Entering Unmasked Estep ConsiderDeletion Score: -85848408.000000 Penalty: 69751.187500 Iteration 39Q: 22 clusters Score -8.584841e+07 nChanged 8807 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 93491 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 169 members Mstep: Class 5 contains 69514 members Mstep: Class 6 contains 941 members Mstep: Class 7 contains 146116 members Mstep: Class 8 contains 127528 members Mstep: Class 9 contains 6403 members Mstep: Class 10 contains 39256 members Mstep: Class 11 contains 5926 members Mstep: Class 12 contains 253 members Mstep: Class 13 contains 101192 members Mstep: Class 14 contains 1212 members Mstep: Class 15 contains 610 members Mstep: Class 16 contains 6973 members Mstep: Class 17 contains 5254 members Mstep: Class 18 contains 13431 members Mstep: Class 19 contains 3470 members Mstep: Class 20 contains 26075 members Mstep: Class 21 contains 1078 members Entering Unmasked Estep ConsiderDeletion Score: -85853968.000000 Penalty: 69751.187500 Iteration 40F: 22 clusters Score -8.585397e+07 nChanged 6745 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 95164 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 189 members Mstep: Class 5 contains 68693 members Mstep: Class 6 contains 957 members Mstep: Class 7 contains 145787 members Mstep: Class 8 contains 126890 members Mstep: Class 9 contains 6596 members Mstep: Class 10 contains 39190 members Mstep: Class 11 contains 5713 members Mstep: Class 12 contains 273 members Mstep: Class 13 contains 100931 members Mstep: Class 14 contains 1211 members Mstep: Class 15 contains 628 members Mstep: Class 16 contains 6742 members Mstep: Class 17 contains 5836 members Mstep: Class 18 contains 13180 members Mstep: Class 19 contains 3107 members Mstep: Class 20 contains 26674 members Mstep: Class 21 contains 1124 members Entering Unmasked Estep ConsiderDeletion Score: -85857256.000000 Penalty: 69751.187500 Iteration 41Q: 22 clusters Score -8.585726e+07 nChanged 4239 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 96232 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 68146 members Mstep: Class 6 contains 933 members Mstep: Class 7 contains 145595 members Mstep: Class 8 contains 126450 members Mstep: Class 9 contains 6872 members Mstep: Class 10 contains 39269 members Mstep: Class 11 contains 5568 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 100752 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 616 members Mstep: Class 16 contains 6580 members Mstep: Class 17 contains 6161 members Mstep: Class 18 contains 13030 members Mstep: Class 19 contains 2970 members Mstep: Class 20 contains 26879 members Mstep: Class 21 contains 1136 members Entering Unmasked Estep ConsiderDeletion Score: -85858256.000000 Penalty: 69751.187500 Iteration 42Q: 22 clusters Score -8.585826e+07 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 96875 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 67748 members Mstep: Class 6 contains 918 members Mstep: Class 7 contains 145480 members Mstep: Class 8 contains 126196 members Mstep: Class 9 contains 7163 members Mstep: Class 10 contains 39360 members Mstep: Class 11 contains 5471 members Mstep: Class 12 contains 279 members Mstep: Class 13 contains 100617 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 612 members Mstep: Class 16 contains 6418 members Mstep: Class 17 contains 6409 members Mstep: Class 18 contains 12933 members Mstep: Class 19 contains 2877 members Mstep: Class 20 contains 26970 members Mstep: Class 21 contains 1139 members Entering Unmasked Estep ConsiderDeletion Score: -85858792.000000 Penalty: 69751.187500 Iteration 43Q: 22 clusters Score -8.585879e+07 nChanged 2362 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 97365 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 67423 members Mstep: Class 6 contains 906 members Mstep: Class 7 contains 145391 members Mstep: Class 8 contains 125979 members Mstep: Class 9 contains 7432 members Mstep: Class 10 contains 39425 members Mstep: Class 11 contains 5402 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 100520 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 608 members Mstep: Class 16 contains 6291 members Mstep: Class 17 contains 6610 members Mstep: Class 18 contains 12868 members Mstep: Class 19 contains 2789 members Mstep: Class 20 contains 27020 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85859576.000000 Penalty: 69751.187500 Iteration 44Q: 22 clusters Score -8.585958e+07 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 97796 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 67165 members Mstep: Class 6 contains 896 members Mstep: Class 7 contains 145341 members Mstep: Class 8 contains 125781 members Mstep: Class 9 contains 7646 members Mstep: Class 10 contains 39468 members Mstep: Class 11 contains 5351 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 100422 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 613 members Mstep: Class 16 contains 6176 members Mstep: Class 17 contains 6767 members Mstep: Class 18 contains 12838 members Mstep: Class 19 contains 2743 members Mstep: Class 20 contains 27017 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85859584.000000 Penalty: 69751.187500 Iteration 45Q: 22 clusters Score -8.585958e+07 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 98126 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66937 members Mstep: Class 6 contains 889 members Mstep: Class 7 contains 145299 members Mstep: Class 8 contains 125641 members Mstep: Class 9 contains 7825 members Mstep: Class 10 contains 39511 members Mstep: Class 11 contains 5323 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 100326 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 618 members Mstep: Class 16 contains 6092 members Mstep: Class 17 contains 6884 members Mstep: Class 18 contains 12820 members Mstep: Class 19 contains 2718 members Mstep: Class 20 contains 27004 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85859848.000000 Penalty: 69751.187500 Iteration 46Q: 22 clusters Score -8.585985e+07 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 98408 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66742 members Mstep: Class 6 contains 887 members Mstep: Class 7 contains 145265 members Mstep: Class 8 contains 125540 members Mstep: Class 9 contains 7977 members Mstep: Class 10 contains 39559 members Mstep: Class 11 contains 5301 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 100278 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 618 members Mstep: Class 16 contains 6004 members Mstep: Class 17 contains 6969 members Mstep: Class 18 contains 12791 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 26964 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85859648.000000 Penalty: 69751.187500 Iteration 47Q: 22 clusters Score -8.585965e+07 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 98624 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66602 members Mstep: Class 6 contains 883 members Mstep: Class 7 contains 145241 members Mstep: Class 8 contains 125447 members Mstep: Class 9 contains 8100 members Mstep: Class 10 contains 39592 members Mstep: Class 11 contains 5293 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 100220 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 622 members Mstep: Class 16 contains 5938 members Mstep: Class 17 contains 7043 members Mstep: Class 18 contains 12746 members Mstep: Class 19 contains 2716 members Mstep: Class 20 contains 26941 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85859904.000000 Penalty: 69751.187500 Iteration 48Q: 22 clusters Score -8.58599e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 98773 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66487 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 145208 members Mstep: Class 8 contains 125369 members Mstep: Class 9 contains 8223 members Mstep: Class 10 contains 39635 members Mstep: Class 11 contains 5287 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 100163 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 623 members Mstep: Class 16 contains 5889 members Mstep: Class 17 contains 7091 members Mstep: Class 18 contains 12722 members Mstep: Class 19 contains 2733 members Mstep: Class 20 contains 26921 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85859952.000000 Penalty: 69751.187500 Iteration 49Q: 22 clusters Score -8.585995e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 98928 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66395 members Mstep: Class 6 contains 880 members Mstep: Class 7 contains 145173 members Mstep: Class 8 contains 125315 members Mstep: Class 9 contains 8333 members Mstep: Class 10 contains 39676 members Mstep: Class 11 contains 5280 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 100103 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 625 members Mstep: Class 16 contains 5851 members Mstep: Class 17 contains 7126 members Mstep: Class 18 contains 12704 members Mstep: Class 19 contains 2738 members Mstep: Class 20 contains 26880 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85859712.000000 Penalty: 69751.187500 Iteration 50Q: 22 clusters Score -8.585971e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 99086 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66322 members Mstep: Class 6 contains 879 members Mstep: Class 7 contains 145145 members Mstep: Class 8 contains 125263 members Mstep: Class 9 contains 8421 members Mstep: Class 10 contains 39704 members Mstep: Class 11 contains 5275 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 100060 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 626 members Mstep: Class 16 contains 5818 members Mstep: Class 17 contains 7165 members Mstep: Class 18 contains 12679 members Mstep: Class 19 contains 2750 members Mstep: Class 20 contains 26815 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85859576.000000 Penalty: 69751.187500 Iteration 51Q: 22 clusters Score -8.585958e+07 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 99188 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66249 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 145124 members Mstep: Class 8 contains 125215 members Mstep: Class 9 contains 8507 members Mstep: Class 10 contains 39724 members Mstep: Class 11 contains 5272 members Mstep: Class 12 contains 282 members Mstep: Class 13 contains 100042 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 627 members Mstep: Class 16 contains 5798 members Mstep: Class 17 contains 7196 members Mstep: Class 18 contains 12663 members Mstep: Class 19 contains 2766 members Mstep: Class 20 contains 26756 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85859720.000000 Penalty: 69751.187500 Iteration 52Q: 22 clusters Score -8.585972e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 99287 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66186 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 145113 members Mstep: Class 8 contains 125171 members Mstep: Class 9 contains 8586 members Mstep: Class 10 contains 39745 members Mstep: Class 11 contains 5268 members Mstep: Class 12 contains 282 members Mstep: Class 13 contains 100030 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 626 members Mstep: Class 16 contains 5777 members Mstep: Class 17 contains 7221 members Mstep: Class 18 contains 12650 members Mstep: Class 19 contains 2798 members Mstep: Class 20 contains 26669 members Mstep: Class 21 contains 1144 members Entering Unmasked Estep ConsiderDeletion Score: -85859784.000000 Penalty: 69751.187500 Iteration 53Q: 22 clusters Score -8.585978e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 99389 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66133 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 145101 members Mstep: Class 8 contains 125131 members Mstep: Class 9 contains 8651 members Mstep: Class 10 contains 39779 members Mstep: Class 11 contains 5264 members Mstep: Class 12 contains 282 members Mstep: Class 13 contains 100016 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 626 members Mstep: Class 16 contains 5760 members Mstep: Class 17 contains 7250 members Mstep: Class 18 contains 12638 members Mstep: Class 19 contains 2822 members Mstep: Class 20 contains 26568 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85859976.000000 Penalty: 69751.187500 Iteration 54Q: 22 clusters Score -8.585998e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 99472 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66077 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 145091 members Mstep: Class 8 contains 125102 members Mstep: Class 9 contains 8709 members Mstep: Class 10 contains 39816 members Mstep: Class 11 contains 5263 members Mstep: Class 12 contains 282 members Mstep: Class 13 contains 100010 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 627 members Mstep: Class 16 contains 5745 members Mstep: Class 17 contains 7282 members Mstep: Class 18 contains 12616 members Mstep: Class 19 contains 2846 members Mstep: Class 20 contains 26472 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85859808.000000 Penalty: 69751.187500 Iteration 55Q: 22 clusters Score -8.585981e+07 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 99569 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 66021 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 145081 members Mstep: Class 8 contains 125071 members Mstep: Class 9 contains 8757 members Mstep: Class 10 contains 39835 members Mstep: Class 11 contains 5263 members Mstep: Class 12 contains 282 members Mstep: Class 13 contains 99988 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 626 members Mstep: Class 16 contains 5726 members Mstep: Class 17 contains 7309 members Mstep: Class 18 contains 12595 members Mstep: Class 19 contains 2864 members Mstep: Class 20 contains 26424 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85859872.000000 Penalty: 69751.187500 Iteration 56Q: 22 clusters Score -8.585987e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 99661 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 65989 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 145072 members Mstep: Class 8 contains 125040 members Mstep: Class 9 contains 8796 members Mstep: Class 10 contains 39851 members Mstep: Class 11 contains 5263 members Mstep: Class 12 contains 282 members Mstep: Class 13 contains 99976 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 628 members Mstep: Class 16 contains 5710 members Mstep: Class 17 contains 7328 members Mstep: Class 18 contains 12560 members Mstep: Class 19 contains 2881 members Mstep: Class 20 contains 26374 members Mstep: Class 21 contains 1141 members Entering Unmasked Estep ConsiderDeletion Score: -85859688.000000 Penalty: 69751.187500 Iteration 57Q: 22 clusters Score -8.585969e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5380 members Mstep: Class 2 contains 99761 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 65941 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 145064 members Mstep: Class 8 contains 125013 members Mstep: Class 9 contains 8827 members Mstep: Class 10 contains 39869 members Mstep: Class 11 contains 5263 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 99962 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 627 members Mstep: Class 16 contains 5691 members Mstep: Class 17 contains 7349 members Mstep: Class 18 contains 12541 members Mstep: Class 19 contains 2900 members Mstep: Class 20 contains 26321 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85859680.000000 Penalty: 69751.187500 Iteration 58Q: 22 clusters Score -8.585968e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 99853 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 65892 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 145063 members Mstep: Class 8 contains 124994 members Mstep: Class 9 contains 8854 members Mstep: Class 10 contains 39890 members Mstep: Class 11 contains 5262 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 99944 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 628 members Mstep: Class 16 contains 5677 members Mstep: Class 17 contains 7368 members Mstep: Class 18 contains 12526 members Mstep: Class 19 contains 2901 members Mstep: Class 20 contains 26275 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85859800.000000 Penalty: 69751.187500 Iteration 59Q: 22 clusters Score -8.58598e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 67 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 99921 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 186 members Mstep: Class 5 contains 65865 members Mstep: Class 6 contains 876 members Mstep: Class 7 contains 145053 members Mstep: Class 8 contains 124981 members Mstep: Class 9 contains 8882 members Mstep: Class 10 contains 39913 members Mstep: Class 11 contains 5262 members Mstep: Class 12 contains 281 members Mstep: Class 13 contains 99922 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 630 members Mstep: Class 16 contains 5661 members Mstep: Class 17 contains 7381 members Mstep: Class 18 contains 12515 members Mstep: Class 19 contains 2903 members Mstep: Class 20 contains 26237 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85860584.000000 Penalty: 69751.187500 Iteration 60F: 22 clusters Score -8.586058e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 49 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 99972 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 197 members Mstep: Class 5 contains 65846 members Mstep: Class 6 contains 878 members Mstep: Class 7 contains 145052 members Mstep: Class 8 contains 124969 members Mstep: Class 9 contains 8911 members Mstep: Class 10 contains 39932 members Mstep: Class 11 contains 5262 members Mstep: Class 12 contains 286 members Mstep: Class 13 contains 99892 members Mstep: Class 14 contains 1215 members Mstep: Class 15 contains 628 members Mstep: Class 16 contains 5653 members Mstep: Class 17 contains 7395 members Mstep: Class 18 contains 12498 members Mstep: Class 19 contains 2916 members Mstep: Class 20 contains 26200 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85861176.000000 Penalty: 69751.187500 Iteration 61Q: 22 clusters Score -8.586118e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 100016 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 196 members Mstep: Class 5 contains 65821 members Mstep: Class 6 contains 869 members Mstep: Class 7 contains 145044 members Mstep: Class 8 contains 124960 members Mstep: Class 9 contains 8933 members Mstep: Class 10 contains 39943 members Mstep: Class 11 contains 5261 members Mstep: Class 12 contains 289 members Mstep: Class 13 contains 99880 members Mstep: Class 14 contains 1217 members Mstep: Class 15 contains 628 members Mstep: Class 16 contains 5640 members Mstep: Class 17 contains 7412 members Mstep: Class 18 contains 12484 members Mstep: Class 19 contains 2930 members Mstep: Class 20 contains 26172 members Mstep: Class 21 contains 1144 members Entering Unmasked Estep ConsiderDeletion Score: -85861392.000000 Penalty: 69751.187500 Iteration 62Q: 22 clusters Score -8.586139e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 100062 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 193 members Mstep: Class 5 contains 65792 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 145040 members Mstep: Class 8 contains 124951 members Mstep: Class 9 contains 8954 members Mstep: Class 10 contains 39953 members Mstep: Class 11 contains 5261 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99866 members Mstep: Class 14 contains 1220 members Mstep: Class 15 contains 629 members Mstep: Class 16 contains 5630 members Mstep: Class 17 contains 7422 members Mstep: Class 18 contains 12463 members Mstep: Class 19 contains 2943 members Mstep: Class 20 contains 26162 members Mstep: Class 21 contains 1143 members Entering Unmasked Estep ConsiderDeletion Score: -85861408.000000 Penalty: 69751.187500 Iteration 63Q: 22 clusters Score -8.586141e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100078 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 191 members Mstep: Class 5 contains 65769 members Mstep: Class 6 contains 861 members Mstep: Class 7 contains 145035 members Mstep: Class 8 contains 124953 members Mstep: Class 9 contains 8984 members Mstep: Class 10 contains 39960 members Mstep: Class 11 contains 5261 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99863 members Mstep: Class 14 contains 1222 members Mstep: Class 15 contains 630 members Mstep: Class 16 contains 5621 members Mstep: Class 17 contains 7427 members Mstep: Class 18 contains 12433 members Mstep: Class 19 contains 2978 members Mstep: Class 20 contains 26138 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85861472.000000 Penalty: 69751.187500 Iteration 64Q: 22 clusters Score -8.586147e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100102 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 190 members Mstep: Class 5 contains 65744 members Mstep: Class 6 contains 858 members Mstep: Class 7 contains 145026 members Mstep: Class 8 contains 124945 members Mstep: Class 9 contains 9011 members Mstep: Class 10 contains 39969 members Mstep: Class 11 contains 5260 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99861 members Mstep: Class 14 contains 1223 members Mstep: Class 15 contains 630 members Mstep: Class 16 contains 5609 members Mstep: Class 17 contains 7429 members Mstep: Class 18 contains 12411 members Mstep: Class 19 contains 3019 members Mstep: Class 20 contains 26117 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85861544.000000 Penalty: 69751.187500 Iteration 65Q: 22 clusters Score -8.586154e+07 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 100148 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 189 members Mstep: Class 5 contains 65713 members Mstep: Class 6 contains 854 members Mstep: Class 7 contains 145013 members Mstep: Class 8 contains 124938 members Mstep: Class 9 contains 9026 members Mstep: Class 10 contains 39976 members Mstep: Class 11 contains 5260 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99848 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 630 members Mstep: Class 16 contains 5602 members Mstep: Class 17 contains 7436 members Mstep: Class 18 contains 12373 members Mstep: Class 19 contains 3082 members Mstep: Class 20 contains 26091 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85861680.000000 Penalty: 69751.187500 Iteration 66Q: 22 clusters Score -8.586168e+07 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 100185 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 190 members Mstep: Class 5 contains 65681 members Mstep: Class 6 contains 850 members Mstep: Class 7 contains 144988 members Mstep: Class 8 contains 124923 members Mstep: Class 9 contains 9051 members Mstep: Class 10 contains 39986 members Mstep: Class 11 contains 5260 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99834 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 631 members Mstep: Class 16 contains 5601 members Mstep: Class 17 contains 7435 members Mstep: Class 18 contains 12322 members Mstep: Class 19 contains 3165 members Mstep: Class 20 contains 26076 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85861936.000000 Penalty: 69751.187500 Iteration 67Q: 22 clusters Score -8.586194e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 100231 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 190 members Mstep: Class 5 contains 65625 members Mstep: Class 6 contains 849 members Mstep: Class 7 contains 144949 members Mstep: Class 8 contains 124900 members Mstep: Class 9 contains 9063 members Mstep: Class 10 contains 40002 members Mstep: Class 11 contains 5259 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99829 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 630 members Mstep: Class 16 contains 5597 members Mstep: Class 17 contains 7447 members Mstep: Class 18 contains 12287 members Mstep: Class 19 contains 3254 members Mstep: Class 20 contains 26065 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85861904.000000 Penalty: 69751.187500 Iteration 68Q: 22 clusters Score -8.58619e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 100291 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 190 members Mstep: Class 5 contains 65573 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144906 members Mstep: Class 8 contains 124878 members Mstep: Class 9 contains 9077 members Mstep: Class 10 contains 40013 members Mstep: Class 11 contains 5257 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99846 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 630 members Mstep: Class 16 contains 5587 members Mstep: Class 17 contains 7458 members Mstep: Class 18 contains 12262 members Mstep: Class 19 contains 3313 members Mstep: Class 20 contains 26044 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85862104.000000 Penalty: 69751.187500 Iteration 69Q: 22 clusters Score -8.58621e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 100362 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 190 members Mstep: Class 5 contains 65526 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144863 members Mstep: Class 8 contains 124856 members Mstep: Class 9 contains 9092 members Mstep: Class 10 contains 40022 members Mstep: Class 11 contains 5256 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99861 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 632 members Mstep: Class 16 contains 5577 members Mstep: Class 17 contains 7467 members Mstep: Class 18 contains 12248 members Mstep: Class 19 contains 3352 members Mstep: Class 20 contains 26019 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85862128.000000 Penalty: 69751.187500 Iteration 70Q: 22 clusters Score -8.586213e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 100431 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 190 members Mstep: Class 5 contains 65470 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144828 members Mstep: Class 8 contains 124832 members Mstep: Class 9 contains 9116 members Mstep: Class 10 contains 40020 members Mstep: Class 11 contains 5255 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99894 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 637 members Mstep: Class 16 contains 5565 members Mstep: Class 17 contains 7476 members Mstep: Class 18 contains 12233 members Mstep: Class 19 contains 3374 members Mstep: Class 20 contains 26000 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85862232.000000 Penalty: 69751.187500 Iteration 71Q: 22 clusters Score -8.586223e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 100496 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 191 members Mstep: Class 5 contains 65427 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144795 members Mstep: Class 8 contains 124810 members Mstep: Class 9 contains 9135 members Mstep: Class 10 contains 40027 members Mstep: Class 11 contains 5253 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99916 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 645 members Mstep: Class 16 contains 5546 members Mstep: Class 17 contains 7486 members Mstep: Class 18 contains 12224 members Mstep: Class 19 contains 3386 members Mstep: Class 20 contains 25981 members Mstep: Class 21 contains 1142 members Entering Unmasked Estep ConsiderDeletion Score: -85862480.000000 Penalty: 69751.187500 Iteration 72Q: 22 clusters Score -8.586248e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 100572 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 191 members Mstep: Class 5 contains 65398 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144764 members Mstep: Class 8 contains 124781 members Mstep: Class 9 contains 9152 members Mstep: Class 10 contains 40030 members Mstep: Class 11 contains 5252 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99933 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 653 members Mstep: Class 16 contains 5520 members Mstep: Class 17 contains 7495 members Mstep: Class 18 contains 12224 members Mstep: Class 19 contains 3396 members Mstep: Class 20 contains 25958 members Mstep: Class 21 contains 1141 members Entering Unmasked Estep ConsiderDeletion Score: -85862520.000000 Penalty: 69751.187500 Iteration 73Q: 22 clusters Score -8.586252e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 100634 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 192 members Mstep: Class 5 contains 65363 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144741 members Mstep: Class 8 contains 124760 members Mstep: Class 9 contains 9166 members Mstep: Class 10 contains 40035 members Mstep: Class 11 contains 5250 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99948 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 657 members Mstep: Class 16 contains 5498 members Mstep: Class 17 contains 7504 members Mstep: Class 18 contains 12228 members Mstep: Class 19 contains 3410 members Mstep: Class 20 contains 25930 members Mstep: Class 21 contains 1141 members Entering Unmasked Estep ConsiderDeletion Score: -85862584.000000 Penalty: 69751.187500 Iteration 74Q: 22 clusters Score -8.586258e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 100701 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 192 members Mstep: Class 5 contains 65324 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144723 members Mstep: Class 8 contains 124733 members Mstep: Class 9 contains 9182 members Mstep: Class 10 contains 40040 members Mstep: Class 11 contains 5248 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99956 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 666 members Mstep: Class 16 contains 5485 members Mstep: Class 17 contains 7512 members Mstep: Class 18 contains 12234 members Mstep: Class 19 contains 3417 members Mstep: Class 20 contains 25903 members Mstep: Class 21 contains 1141 members Entering Unmasked Estep ConsiderDeletion Score: -85862792.000000 Penalty: 69751.187500 Iteration 75Q: 22 clusters Score -8.586279e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 100757 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 192 members Mstep: Class 5 contains 65304 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144705 members Mstep: Class 8 contains 124715 members Mstep: Class 9 contains 9202 members Mstep: Class 10 contains 40045 members Mstep: Class 11 contains 5248 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99967 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 671 members Mstep: Class 16 contains 5470 members Mstep: Class 17 contains 7513 members Mstep: Class 18 contains 12227 members Mstep: Class 19 contains 3431 members Mstep: Class 20 contains 25872 members Mstep: Class 21 contains 1141 members Entering Unmasked Estep ConsiderDeletion Score: -85862744.000000 Penalty: 69751.187500 Iteration 76Q: 22 clusters Score -8.586274e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 100820 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 192 members Mstep: Class 5 contains 65280 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144695 members Mstep: Class 8 contains 124689 members Mstep: Class 9 contains 9223 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5248 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99965 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 677 members Mstep: Class 16 contains 5449 members Mstep: Class 17 contains 7522 members Mstep: Class 18 contains 12238 members Mstep: Class 19 contains 3434 members Mstep: Class 20 contains 25837 members Mstep: Class 21 contains 1141 members Entering Unmasked Estep ConsiderDeletion Score: -85862848.000000 Penalty: 69751.187500 Iteration 77Q: 22 clusters Score -8.586285e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 100874 members Mstep: Class 3 contains 1179 members Mstep: Class 4 contains 192 members Mstep: Class 5 contains 65255 members Mstep: Class 6 contains 846 members Mstep: Class 7 contains 144685 members Mstep: Class 8 contains 124667 members Mstep: Class 9 contains 9245 members Mstep: Class 10 contains 40046 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99967 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 686 members Mstep: Class 16 contains 5431 members Mstep: Class 17 contains 7530 members Mstep: Class 18 contains 12235 members Mstep: Class 19 contains 3457 members Mstep: Class 20 contains 25804 members Mstep: Class 21 contains 1141 members Entering Unmasked Estep ConsiderDeletion Score: -85862880.000000 Penalty: 69751.187500 Iteration 78Q: 22 clusters Score -8.586288e+07 nChanged 222 Entering ConstructFrom: Score: -85862880.000000 Penalty: 69751.187500 Entering ConstructFrom: Trying to split cluster 1 (5409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Entering Unmasked Estep Score: -683406.250000 Penalty: 2131.763184 Iteration 0F: 2 clusters Score -683406.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -678680.812500 Penalty: 4263.526367 Iteration 0F: 3 clusters Score -678680.8 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -679908.312500 Penalty: 4263.526367 Iteration 1F: 3 clusters Score -679908.3 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -680252.875000 Penalty: 4263.526367 Iteration 2F: 3 clusters Score -680252.9 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -680537.562500 Penalty: 4263.526367 Iteration 3F: 3 clusters Score -680537.6 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -680810.062500 Penalty: 4263.526367 Iteration 4F: 3 clusters Score -680810.1 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -681076.000000 Penalty: 4263.526367 Iteration 5F: 3 clusters Score -681076 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -681270.437500 Penalty: 4263.526367 Iteration 6F: 3 clusters Score -681270.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -681401.312500 Penalty: 4263.526367 Iteration 7Q: 3 clusters Score -681401.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -681498.000000 Penalty: 4263.526367 Iteration 8Q: 3 clusters Score -681498 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -681563.187500 Penalty: 4263.526367 Iteration 9Q: 3 clusters Score -681563.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -681607.125000 Penalty: 4263.526367 Iteration 10Q: 3 clusters Score -681607.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -681652.000000 Penalty: 4263.526367 Iteration 11Q: 3 clusters Score -681652 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -681683.437500 Penalty: 4263.526367 Iteration 12Q: 3 clusters Score -681683.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -681701.375000 Penalty: 4263.526367 Iteration 13Q: 3 clusters Score -681701.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -681719.562500 Penalty: 4263.526367 Iteration 14Q: 3 clusters Score -681719.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -681729.500000 Penalty: 4263.526367 Iteration 15Q: 3 clusters Score -681729.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -681738.812500 Penalty: 4263.526367 Iteration 16Q: 3 clusters Score -681738.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -681739.187500 Penalty: 4263.526367 Iteration 17Q: 3 clusters Score -681739.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -681744.500000 Penalty: 4263.526367 Iteration 18Q: 3 clusters Score -681744.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -681745.937500 Penalty: 4263.526367 Iteration 19Q: 3 clusters Score -681745.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -681750.187500 Penalty: 4263.526367 Iteration 20F: 3 clusters Score -681750.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -681752.500000 Penalty: 4263.526367 Iteration 21Q: 3 clusters Score -681752.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -681752.312500 Penalty: 4263.526367 Iteration 22Q: 3 clusters Score -681752.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -681754.437500 Penalty: 4263.526367 Iteration 23Q: 3 clusters Score -681754.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -681755.562500 Penalty: 4263.526367 Iteration 24Q: 3 clusters Score -681755.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -681755.750000 Penalty: 4263.526367 Iteration 25Q: 3 clusters Score -681755.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -681755.750000 Penalty: 4263.526367 Iteration 26F: 3 clusters Score -681755.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (100942 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100942 members Entering Unmasked Estep Score: -13344611.000000 Penalty: 2857.530762 Iteration 0F: 2 clusters Score -1.334461e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50333 members Mstep: Class 2 contains 50609 members Entering Unmasked Estep Score: -13277289.000000 Penalty: 5715.061523 Iteration 0F: 3 clusters Score -1.327729e+07 nChanged 47795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49210 members Mstep: Class 2 contains 51732 members Entering Unmasked Estep Score: -13304251.000000 Penalty: 5715.061523 Iteration 1F: 3 clusters Score -1.330425e+07 nChanged 3344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48416 members Mstep: Class 2 contains 52526 members Entering Unmasked Estep Score: -13305120.000000 Penalty: 5715.061523 Iteration 2Q: 3 clusters Score -1.330512e+07 nChanged 3251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47241 members Mstep: Class 2 contains 53701 members Entering Unmasked Estep Score: -13306017.000000 Penalty: 5715.061523 Iteration 3Q: 3 clusters Score -1.330602e+07 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45431 members Mstep: Class 2 contains 55511 members Entering Unmasked Estep Score: -13306912.000000 Penalty: 5715.061523 Iteration 4Q: 3 clusters Score -1.330691e+07 nChanged 3713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42664 members Mstep: Class 2 contains 58278 members Entering Unmasked Estep Score: -13308172.000000 Penalty: 5715.061523 Iteration 5Q: 3 clusters Score -1.330817e+07 nChanged 4466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38676 members Mstep: Class 2 contains 62266 members Entering Unmasked Estep Score: -13310164.000000 Penalty: 5715.061523 Iteration 6Q: 3 clusters Score -1.331016e+07 nChanged 5763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33153 members Mstep: Class 2 contains 67789 members Entering Unmasked Estep Score: -13313481.000000 Penalty: 5715.061523 Iteration 7F: 3 clusters Score -1.331348e+07 nChanged 7292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25909 members Mstep: Class 2 contains 75033 members Entering Unmasked Estep Score: -13318836.000000 Penalty: 5715.061523 Iteration 8F: 3 clusters Score -1.331884e+07 nChanged 8348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17573 members Mstep: Class 2 contains 83369 members Entering Unmasked Estep Score: -13325959.000000 Penalty: 5715.061523 Iteration 9F: 3 clusters Score -1.332596e+07 nChanged 7639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9940 members Mstep: Class 2 contains 91002 members Entering Unmasked Estep Score: -13333235.000000 Penalty: 5715.061523 Iteration 10F: 3 clusters Score -1.333324e+07 nChanged 5185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 96187 members Entering Unmasked Estep Score: -13338091.000000 Penalty: 5715.061523 Iteration 11F: 3 clusters Score -1.333809e+07 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 98805 members Entering Unmasked Estep Score: -13340413.000000 Penalty: 5715.061523 Iteration 12Q: 3 clusters Score -1.334041e+07 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 99887 members Entering Unmasked Estep Score: -13341331.000000 Penalty: 5715.061523 Iteration 13Q: 3 clusters Score -1.334133e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 100293 members Entering Unmasked Estep Score: -13341728.000000 Penalty: 5715.061523 Iteration 14Q: 3 clusters Score -1.334173e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 100437 members Entering Unmasked Estep Score: -13341900.000000 Penalty: 5715.061523 Iteration 15Q: 3 clusters Score -1.33419e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 100508 members Entering Unmasked Estep Score: -13341997.000000 Penalty: 5715.061523 Iteration 16Q: 3 clusters Score -1.3342e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 100552 members Entering Unmasked Estep Score: -13342051.000000 Penalty: 5715.061523 Iteration 17Q: 3 clusters Score -1.334205e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 100577 members Entering Unmasked Estep Score: -13342074.000000 Penalty: 5715.061523 Iteration 18Q: 3 clusters Score -1.334207e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 100598 members Entering Unmasked Estep Score: -13342117.000000 Penalty: 5715.061523 Iteration 19Q: 3 clusters Score -1.334212e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 100607 members Entering Unmasked Estep Score: -13342137.000000 Penalty: 5715.061523 Iteration 20F: 3 clusters Score -1.334214e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 100605 members Entering Unmasked Estep Score: -13342149.000000 Penalty: 5715.061523 Iteration 21Q: 3 clusters Score -1.334215e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 100607 members Entering Unmasked Estep Score: -13342155.000000 Penalty: 5715.061523 Iteration 22Q: 3 clusters Score -1.334216e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 100608 members Entering Unmasked Estep Score: -13342168.000000 Penalty: 5715.061523 Iteration 23Q: 3 clusters Score -1.334217e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 100608 members Entering Unmasked Estep Score: -13342169.000000 Penalty: 5715.061523 Iteration 24Q: 3 clusters Score -1.334217e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 100608 members Entering Unmasked Estep Score: -13342164.000000 Penalty: 5715.061523 Iteration 25Q: 3 clusters Score -1.334216e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 100608 members Entering Unmasked Estep Score: -13342165.000000 Penalty: 5715.061523 Iteration 26Q: 3 clusters Score -1.334216e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 100607 members Entering Unmasked Estep Score: -13342165.000000 Penalty: 5715.061523 Iteration 27Q: 3 clusters Score -1.334216e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 100605 members Entering Unmasked Estep Score: -13342166.000000 Penalty: 5715.061523 Iteration 28Q: 3 clusters Score -1.334217e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 100605 members Entering Unmasked Estep Score: -13342173.000000 Penalty: 5715.061523 Iteration 29Q: 3 clusters Score -1.334217e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 100606 members Entering Unmasked Estep Score: -13342178.000000 Penalty: 5715.061523 Iteration 30Q: 3 clusters Score -1.334218e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 100606 members Entering Unmasked Estep Score: -13342178.000000 Penalty: 5715.061523 Iteration 31F: 3 clusters Score -1.334218e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Entering Unmasked Estep Score: -141335.718750 Penalty: 1753.960693 Iteration 0F: 2 clusters Score -141335.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -139355.203125 Penalty: 3507.921387 Iteration 0F: 3 clusters Score -139355.2 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -139993.171875 Penalty: 3507.921387 Iteration 1F: 3 clusters Score -139993.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -140330.859375 Penalty: 3507.921387 Iteration 2F: 3 clusters Score -140330.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -140628.875000 Penalty: 3507.921387 Iteration 3F: 3 clusters Score -140628.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -141013.234375 Penalty: 3507.921387 Iteration 4F: 3 clusters Score -141013.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -141796.109375 Penalty: 3507.921387 Iteration 5F: 3 clusters Score -141796.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -142627.093750 Penalty: 3507.921387 Iteration 6F: 3 clusters Score -142627.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -142835.906250 Penalty: 3507.921387 Iteration 7Q: 3 clusters Score -142835.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -142907.375000 Penalty: 3507.921387 Iteration 8Q: 3 clusters Score -142907.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -142950.906250 Penalty: 3507.921387 Iteration 9Q: 3 clusters Score -142950.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -142998.046875 Penalty: 3507.921387 Iteration 10Q: 3 clusters Score -142998 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -143019.437500 Penalty: 3507.921387 Iteration 11Q: 3 clusters Score -143019.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -143040.140625 Penalty: 3507.921387 Iteration 12Q: 3 clusters Score -143040.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -143045.578125 Penalty: 3507.921387 Iteration 13Q: 3 clusters Score -143045.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -143055.078125 Penalty: 3507.921387 Iteration 14F: 3 clusters Score -143055.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -143066.156250 Penalty: 3507.921387 Iteration 15Q: 3 clusters Score -143066.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -143066.156250 Penalty: 3507.921387 Iteration 16F: 3 clusters Score -143066.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 100942 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 193 members Mstep: Class 5 contains 65230 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144672 members Mstep: Class 8 contains 124654 members Mstep: Class 9 contains 9259 members Mstep: Class 10 contains 40046 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99963 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 691 members Mstep: Class 16 contains 5419 members Mstep: Class 17 contains 7538 members Mstep: Class 18 contains 12234 members Mstep: Class 19 contains 3459 members Mstep: Class 20 contains 25775 members Mstep: Class 21 contains 1141 members Mstep: Class 22 contains 690 members Entering Unmasked Estep Score: -85863032.000000 Penalty: 73072.671875 Splitting cluster 3 changes total score from -85862880.000000 to -85863032.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 4 (193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Entering Unmasked Estep Score: -19392.978516 Penalty: 1305.147095 Iteration 0F: 2 clusters Score -19392.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -18440.271484 Penalty: 2610.294189 Iteration 0F: 3 clusters Score -18440.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -18530.216797 Penalty: 2610.294189 Iteration 1F: 3 clusters Score -18530.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -18570.052734 Penalty: 2610.294189 Iteration 2Q: 3 clusters Score -18570.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -18589.250000 Penalty: 2610.294189 Iteration 3Q: 3 clusters Score -18589.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -18638.337891 Penalty: 2610.294189 Iteration 4Q: 3 clusters Score -18638.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -18689.447266 Penalty: 2610.294189 Iteration 5Q: 3 clusters Score -18689.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -18716.773438 Penalty: 2610.294189 Iteration 6Q: 3 clusters Score -18716.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -18773.179688 Penalty: 2610.294189 Iteration 7Q: 3 clusters Score -18773.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -18807.734375 Penalty: 2610.294189 Iteration 8Q: 3 clusters Score -18807.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -18867.765625 Penalty: 2610.294189 Iteration 9Q: 3 clusters Score -18867.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -18867.765625 Penalty: 2610.294189 Iteration 10F: 3 clusters Score -18867.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (65230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65230 members Entering Unmasked Estep Score: -8831240.000000 Penalty: 2749.247559 Iteration 0F: 2 clusters Score -8831240 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32540 members Mstep: Class 2 contains 32690 members Entering Unmasked Estep Score: -8787455.000000 Penalty: 5498.495117 Iteration 0F: 3 clusters Score -8787455 nChanged 30483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31691 members Mstep: Class 2 contains 33539 members Entering Unmasked Estep Score: -8804993.000000 Penalty: 5498.495117 Iteration 1F: 3 clusters Score -8804993 nChanged 2768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30957 members Mstep: Class 2 contains 34273 members Entering Unmasked Estep Score: -8805920.000000 Penalty: 5498.495117 Iteration 2Q: 3 clusters Score -8805920 nChanged 2921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29762 members Mstep: Class 2 contains 35468 members Entering Unmasked Estep Score: -8807030.000000 Penalty: 5498.495117 Iteration 3Q: 3 clusters Score -8807030 nChanged 3286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27950 members Mstep: Class 2 contains 37280 members Entering Unmasked Estep Score: -8808631.000000 Penalty: 5498.495117 Iteration 4F: 3 clusters Score -8808631 nChanged 4025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25349 members Mstep: Class 2 contains 39881 members Entering Unmasked Estep Score: -8811220.000000 Penalty: 5498.495117 Iteration 5F: 3 clusters Score -8811220 nChanged 4577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22214 members Mstep: Class 2 contains 43016 members Entering Unmasked Estep Score: -8814443.000000 Penalty: 5498.495117 Iteration 6F: 3 clusters Score -8814443 nChanged 4583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19157 members Mstep: Class 2 contains 46073 members Entering Unmasked Estep Score: -8817508.000000 Penalty: 5498.495117 Iteration 7F: 3 clusters Score -8817508 nChanged 3797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16646 members Mstep: Class 2 contains 48584 members Entering Unmasked Estep Score: -8819750.000000 Penalty: 5498.495117 Iteration 8F: 3 clusters Score -8819750 nChanged 2819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14621 members Mstep: Class 2 contains 50609 members Entering Unmasked Estep Score: -8821105.000000 Penalty: 5498.495117 Iteration 9Q: 3 clusters Score -8821105 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12823 members Mstep: Class 2 contains 52407 members Entering Unmasked Estep Score: -8822192.000000 Penalty: 5498.495117 Iteration 10Q: 3 clusters Score -8822192 nChanged 1820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Mstep: Class 2 contains 54109 members Entering Unmasked Estep Score: -8823100.000000 Penalty: 5498.495117 Iteration 11Q: 3 clusters Score -8823100 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 55726 members Entering Unmasked Estep Score: -8823919.000000 Penalty: 5498.495117 Iteration 12Q: 3 clusters Score -8823919 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7910 members Mstep: Class 2 contains 57320 members Entering Unmasked Estep Score: -8824914.000000 Penalty: 5498.495117 Iteration 13Q: 3 clusters Score -8824914 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 58831 members Entering Unmasked Estep Score: -8825851.000000 Penalty: 5498.495117 Iteration 14Q: 3 clusters Score -8825851 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 60165 members Entering Unmasked Estep Score: -8826722.000000 Penalty: 5498.495117 Iteration 15Q: 3 clusters Score -8826722 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 61234 members Entering Unmasked Estep Score: -8827477.000000 Penalty: 5498.495117 Iteration 16Q: 3 clusters Score -8827477 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 62046 members Entering Unmasked Estep Score: -8828064.000000 Penalty: 5498.495117 Iteration 17Q: 3 clusters Score -8828064 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 62626 members Entering Unmasked Estep Score: -8828498.000000 Penalty: 5498.495117 Iteration 18Q: 3 clusters Score -8828498 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 63037 members Entering Unmasked Estep Score: -8828823.000000 Penalty: 5498.495117 Iteration 19Q: 3 clusters Score -8828823 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 63279 members Entering Unmasked Estep Score: -8828986.000000 Penalty: 5498.495117 Iteration 20F: 3 clusters Score -8828986 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 63440 members Entering Unmasked Estep Score: -8829094.000000 Penalty: 5498.495117 Iteration 21Q: 3 clusters Score -8829094 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 63556 members Entering Unmasked Estep Score: -8829179.000000 Penalty: 5498.495117 Iteration 22Q: 3 clusters Score -8829179 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 63647 members Entering Unmasked Estep Score: -8829238.000000 Penalty: 5498.495117 Iteration 23Q: 3 clusters Score -8829238 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 63732 members Entering Unmasked Estep Score: -8829297.000000 Penalty: 5498.495117 Iteration 24Q: 3 clusters Score -8829297 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 63796 members Entering Unmasked Estep Score: -8829362.000000 Penalty: 5498.495117 Iteration 25Q: 3 clusters Score -8829362 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 63842 members Entering Unmasked Estep Score: -8829389.000000 Penalty: 5498.495117 Iteration 26Q: 3 clusters Score -8829389 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 63890 members Entering Unmasked Estep Score: -8829428.000000 Penalty: 5498.495117 Iteration 27Q: 3 clusters Score -8829428 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 63925 members Entering Unmasked Estep Score: -8829469.000000 Penalty: 5498.495117 Iteration 28Q: 3 clusters Score -8829469 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 63951 members Entering Unmasked Estep Score: -8829490.000000 Penalty: 5498.495117 Iteration 29Q: 3 clusters Score -8829490 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 63962 members Entering Unmasked Estep Score: -8829499.000000 Penalty: 5498.495117 Iteration 30Q: 3 clusters Score -8829499 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 63990 members Entering Unmasked Estep Score: -8829509.000000 Penalty: 5498.495117 Iteration 31Q: 3 clusters Score -8829509 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 64007 members Entering Unmasked Estep Score: -8829513.000000 Penalty: 5498.495117 Iteration 32Q: 3 clusters Score -8829513 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 64017 members Entering Unmasked Estep Score: -8829519.000000 Penalty: 5498.495117 Iteration 33Q: 3 clusters Score -8829519 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 64039 members Entering Unmasked Estep Score: -8829538.000000 Penalty: 5498.495117 Iteration 34Q: 3 clusters Score -8829538 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 64054 members Entering Unmasked Estep Score: -8829554.000000 Penalty: 5498.495117 Iteration 35Q: 3 clusters Score -8829554 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 64071 members Entering Unmasked Estep Score: -8829566.000000 Penalty: 5498.495117 Iteration 36Q: 3 clusters Score -8829566 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 64085 members Entering Unmasked Estep Score: -8829586.000000 Penalty: 5498.495117 Iteration 37Q: 3 clusters Score -8829586 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 64100 members Entering Unmasked Estep Score: -8829621.000000 Penalty: 5498.495117 Iteration 38Q: 3 clusters Score -8829621 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 64112 members Entering Unmasked Estep Score: -8829620.000000 Penalty: 5498.495117 Iteration 39Q: 3 clusters Score -8829620 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 64121 members Entering Unmasked Estep Score: -8829623.000000 Penalty: 5498.495117 Iteration 40F: 3 clusters Score -8829623 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 64123 members Entering Unmasked Estep Score: -8829625.000000 Penalty: 5498.495117 Iteration 41Q: 3 clusters Score -8829625 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 64130 members Entering Unmasked Estep Score: -8829626.000000 Penalty: 5498.495117 Iteration 42Q: 3 clusters Score -8829626 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 64135 members Entering Unmasked Estep Score: -8829630.000000 Penalty: 5498.495117 Iteration 43Q: 3 clusters Score -8829630 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 64139 members Entering Unmasked Estep Score: -8829633.000000 Penalty: 5498.495117 Iteration 44Q: 3 clusters Score -8829633 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 64142 members Entering Unmasked Estep Score: -8829635.000000 Penalty: 5498.495117 Iteration 45Q: 3 clusters Score -8829635 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 64142 members Entering Unmasked Estep Score: -8829637.000000 Penalty: 5498.495117 Iteration 46Q: 3 clusters Score -8829637 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 64142 members Entering Unmasked Estep Score: -8829640.000000 Penalty: 5498.495117 Iteration 47Q: 3 clusters Score -8829640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 64143 members Entering Unmasked Estep Score: -8829646.000000 Penalty: 5498.495117 Iteration 48Q: 3 clusters Score -8829646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 64141 members Entering Unmasked Estep Score: -8829641.000000 Penalty: 5498.495117 Iteration 49Q: 3 clusters Score -8829641 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 64143 members Entering Unmasked Estep Score: -8829650.000000 Penalty: 5498.495117 Iteration 50Q: 3 clusters Score -8829650 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 64142 members Entering Unmasked Estep Score: -8829652.000000 Penalty: 5498.495117 Iteration 51Q: 3 clusters Score -8829652 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 64142 members Entering Unmasked Estep Score: -8829652.000000 Penalty: 5498.495117 Iteration 52F: 3 clusters Score -8829652 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Entering Unmasked Estep Score: -95855.828125 Penalty: 1671.941772 Iteration 0F: 2 clusters Score -95855.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -94195.546875 Penalty: 3343.883545 Iteration 0F: 3 clusters Score -94195.55 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -94861.429688 Penalty: 3343.883545 Iteration 1F: 3 clusters Score -94861.43 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -95179.898438 Penalty: 3343.883545 Iteration 2F: 3 clusters Score -95179.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -95452.460938 Penalty: 3343.883545 Iteration 3F: 3 clusters Score -95452.46 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -95664.992188 Penalty: 3343.883545 Iteration 4F: 3 clusters Score -95664.99 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -95772.281250 Penalty: 3343.883545 Iteration 5Q: 3 clusters Score -95772.28 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -95884.203125 Penalty: 3343.883545 Iteration 6Q: 3 clusters Score -95884.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -95929.398438 Penalty: 3343.883545 Iteration 7Q: 3 clusters Score -95929.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -95951.781250 Penalty: 3343.883545 Iteration 8Q: 3 clusters Score -95951.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -95967.000000 Penalty: 3343.883545 Iteration 9Q: 3 clusters Score -95967 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -95969.695312 Penalty: 3343.883545 Iteration 10Q: 3 clusters Score -95969.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -95974.320312 Penalty: 3343.883545 Iteration 11Q: 3 clusters Score -95974.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -95974.320312 Penalty: 3343.883545 Iteration 12F: 3 clusters Score -95974.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 100942 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 193 members Mstep: Class 5 contains 65230 members Mstep: Class 6 contains 297 members Mstep: Class 7 contains 144672 members Mstep: Class 8 contains 124654 members Mstep: Class 9 contains 9259 members Mstep: Class 10 contains 40046 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99963 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 691 members Mstep: Class 16 contains 5419 members Mstep: Class 17 contains 7538 members Mstep: Class 18 contains 12234 members Mstep: Class 19 contains 3459 members Mstep: Class 20 contains 25775 members Mstep: Class 21 contains 1141 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 550 members Entering Unmasked Estep Score: -85861448.000000 Penalty: 76394.156250 Splitting cluster 6 changes total score from -85862880.000000 to -85861448.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (144672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144672 members Entering Unmasked Estep Score: -19461920.000000 Penalty: 2946.791504 Iteration 0F: 2 clusters Score -1.946192e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72405 members Mstep: Class 2 contains 72267 members Entering Unmasked Estep Score: -19369578.000000 Penalty: 5893.583008 Iteration 0F: 3 clusters Score -1.936958e+07 nChanged 69194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72869 members Mstep: Class 2 contains 71803 members Entering Unmasked Estep Score: -19409222.000000 Penalty: 5893.583008 Iteration 1F: 3 clusters Score -1.940922e+07 nChanged 4046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73197 members Mstep: Class 2 contains 71475 members Entering Unmasked Estep Score: -19409890.000000 Penalty: 5893.583008 Iteration 2Q: 3 clusters Score -1.940989e+07 nChanged 4243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73782 members Mstep: Class 2 contains 70890 members Entering Unmasked Estep Score: -19411046.000000 Penalty: 5893.583008 Iteration 3Q: 3 clusters Score -1.941105e+07 nChanged 4881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74923 members Mstep: Class 2 contains 69749 members Entering Unmasked Estep Score: -19412584.000000 Penalty: 5893.583008 Iteration 4Q: 3 clusters Score -1.941258e+07 nChanged 5986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76989 members Mstep: Class 2 contains 67683 members Entering Unmasked Estep Score: -19415124.000000 Penalty: 5893.583008 Iteration 5Q: 3 clusters Score -1.941512e+07 nChanged 7680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80431 members Mstep: Class 2 contains 64241 members Entering Unmasked Estep Score: -19419226.000000 Penalty: 5893.583008 Iteration 6F: 3 clusters Score -1.941923e+07 nChanged 9488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85693 members Mstep: Class 2 contains 58979 members Entering Unmasked Estep Score: -19424710.000000 Penalty: 5893.583008 Iteration 7F: 3 clusters Score -1.942471e+07 nChanged 10374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92179 members Mstep: Class 2 contains 52493 members Entering Unmasked Estep Score: -19430798.000000 Penalty: 5893.583008 Iteration 8F: 3 clusters Score -1.94308e+07 nChanged 9746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99049 members Mstep: Class 2 contains 45623 members Entering Unmasked Estep Score: -19436576.000000 Penalty: 5893.583008 Iteration 9F: 3 clusters Score -1.943658e+07 nChanged 8186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105455 members Mstep: Class 2 contains 39217 members Entering Unmasked Estep Score: -19441440.000000 Penalty: 5893.583008 Iteration 10F: 3 clusters Score -1.944144e+07 nChanged 6558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111067 members Mstep: Class 2 contains 33605 members Entering Unmasked Estep Score: -19446294.000000 Penalty: 5893.583008 Iteration 11Q: 3 clusters Score -1.944629e+07 nChanged 5282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115749 members Mstep: Class 2 contains 28923 members Entering Unmasked Estep Score: -19450982.000000 Penalty: 5893.583008 Iteration 12Q: 3 clusters Score -1.945098e+07 nChanged 4025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119286 members Mstep: Class 2 contains 25386 members Entering Unmasked Estep Score: -19453820.000000 Penalty: 5893.583008 Iteration 13Q: 3 clusters Score -1.945382e+07 nChanged 2984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122086 members Mstep: Class 2 contains 22586 members Entering Unmasked Estep Score: -19455562.000000 Penalty: 5893.583008 Iteration 14Q: 3 clusters Score -1.945556e+07 nChanged 2456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124510 members Mstep: Class 2 contains 20162 members Entering Unmasked Estep Score: -19456798.000000 Penalty: 5893.583008 Iteration 15Q: 3 clusters Score -1.94568e+07 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126558 members Mstep: Class 2 contains 18114 members Entering Unmasked Estep Score: -19457816.000000 Penalty: 5893.583008 Iteration 16Q: 3 clusters Score -1.945782e+07 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128282 members Mstep: Class 2 contains 16390 members Entering Unmasked Estep Score: -19458644.000000 Penalty: 5893.583008 Iteration 17Q: 3 clusters Score -1.945864e+07 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129829 members Mstep: Class 2 contains 14843 members Entering Unmasked Estep Score: -19459208.000000 Penalty: 5893.583008 Iteration 18Q: 3 clusters Score -1.945921e+07 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131231 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -19459690.000000 Penalty: 5893.583008 Iteration 19Q: 3 clusters Score -1.945969e+07 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132437 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -19460192.000000 Penalty: 5893.583008 Iteration 20F: 3 clusters Score -1.946019e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133431 members Mstep: Class 2 contains 11241 members Entering Unmasked Estep Score: -19460454.000000 Penalty: 5893.583008 Iteration 21Q: 3 clusters Score -1.946045e+07 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134348 members Mstep: Class 2 contains 10324 members Entering Unmasked Estep Score: -19460774.000000 Penalty: 5893.583008 Iteration 22Q: 3 clusters Score -1.946077e+07 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135175 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -19461032.000000 Penalty: 5893.583008 Iteration 23Q: 3 clusters Score -1.946103e+07 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135880 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -19461166.000000 Penalty: 5893.583008 Iteration 24Q: 3 clusters Score -1.946117e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136492 members Mstep: Class 2 contains 8180 members Entering Unmasked Estep Score: -19461298.000000 Penalty: 5893.583008 Iteration 25Q: 3 clusters Score -1.94613e+07 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137019 members Mstep: Class 2 contains 7653 members Entering Unmasked Estep Score: -19461376.000000 Penalty: 5893.583008 Iteration 26Q: 3 clusters Score -1.946138e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137458 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -19461466.000000 Penalty: 5893.583008 Iteration 27Q: 3 clusters Score -1.946147e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137825 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -19461504.000000 Penalty: 5893.583008 Iteration 28Q: 3 clusters Score -1.94615e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138139 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -19461572.000000 Penalty: 5893.583008 Iteration 29Q: 3 clusters Score -1.946157e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138421 members Mstep: Class 2 contains 6251 members Entering Unmasked Estep Score: -19461630.000000 Penalty: 5893.583008 Iteration 30Q: 3 clusters Score -1.946163e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138679 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -19461640.000000 Penalty: 5893.583008 Iteration 31Q: 3 clusters Score -1.946164e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138899 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -19461602.000000 Penalty: 5893.583008 Iteration 32Q: 3 clusters Score -1.94616e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139094 members Mstep: Class 2 contains 5578 members Entering Unmasked Estep Score: -19461586.000000 Penalty: 5893.583008 Iteration 33Q: 3 clusters Score -1.946159e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139270 members Mstep: Class 2 contains 5402 members Entering Unmasked Estep Score: -19461620.000000 Penalty: 5893.583008 Iteration 34Q: 3 clusters Score -1.946162e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139418 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -19461612.000000 Penalty: 5893.583008 Iteration 35Q: 3 clusters Score -1.946161e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139565 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -19461626.000000 Penalty: 5893.583008 Iteration 36Q: 3 clusters Score -1.946163e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139705 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -19461650.000000 Penalty: 5893.583008 Iteration 37Q: 3 clusters Score -1.946165e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139823 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -19461674.000000 Penalty: 5893.583008 Iteration 38Q: 3 clusters Score -1.946167e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139927 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -19461664.000000 Penalty: 5893.583008 Iteration 39Q: 3 clusters Score -1.946166e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140021 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -19461666.000000 Penalty: 5893.583008 Iteration 40F: 3 clusters Score -1.946167e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140090 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -19461640.000000 Penalty: 5893.583008 Iteration 41Q: 3 clusters Score -1.946164e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140158 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -19461676.000000 Penalty: 5893.583008 Iteration 42Q: 3 clusters Score -1.946168e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140223 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -19461650.000000 Penalty: 5893.583008 Iteration 43Q: 3 clusters Score -1.946165e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140271 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -19461640.000000 Penalty: 5893.583008 Iteration 44Q: 3 clusters Score -1.946164e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140317 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -19461646.000000 Penalty: 5893.583008 Iteration 45Q: 3 clusters Score -1.946165e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140358 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -19461644.000000 Penalty: 5893.583008 Iteration 46Q: 3 clusters Score -1.946164e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140396 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -19461696.000000 Penalty: 5893.583008 Iteration 47Q: 3 clusters Score -1.94617e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140430 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -19461692.000000 Penalty: 5893.583008 Iteration 48Q: 3 clusters Score -1.946169e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140465 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -19461722.000000 Penalty: 5893.583008 Iteration 49Q: 3 clusters Score -1.946172e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140503 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -19461698.000000 Penalty: 5893.583008 Iteration 50Q: 3 clusters Score -1.94617e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140529 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -19461708.000000 Penalty: 5893.583008 Iteration 51Q: 3 clusters Score -1.946171e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140553 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -19461730.000000 Penalty: 5893.583008 Iteration 52Q: 3 clusters Score -1.946173e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140574 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -19461738.000000 Penalty: 5893.583008 Iteration 53Q: 3 clusters Score -1.946174e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140586 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -19461730.000000 Penalty: 5893.583008 Iteration 54Q: 3 clusters Score -1.946173e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140596 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -19461738.000000 Penalty: 5893.583008 Iteration 55Q: 3 clusters Score -1.946174e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140609 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -19461726.000000 Penalty: 5893.583008 Iteration 56Q: 3 clusters Score -1.946173e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140631 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -19461716.000000 Penalty: 5893.583008 Iteration 57Q: 3 clusters Score -1.946172e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140644 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -19461720.000000 Penalty: 5893.583008 Iteration 58Q: 3 clusters Score -1.946172e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140658 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -19461718.000000 Penalty: 5893.583008 Iteration 59Q: 3 clusters Score -1.946172e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140664 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -19461714.000000 Penalty: 5893.583008 Iteration 60F: 3 clusters Score -1.946171e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140666 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -19461710.000000 Penalty: 5893.583008 Iteration 61Q: 3 clusters Score -1.946171e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140666 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -19461710.000000 Penalty: 5893.583008 Iteration 62Q: 3 clusters Score -1.946171e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140667 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -19461710.000000 Penalty: 5893.583008 Iteration 63Q: 3 clusters Score -1.946171e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140671 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -19461716.000000 Penalty: 5893.583008 Iteration 64Q: 3 clusters Score -1.946172e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140674 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -19461726.000000 Penalty: 5893.583008 Iteration 65Q: 3 clusters Score -1.946173e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140678 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -19461726.000000 Penalty: 5893.583008 Iteration 66Q: 3 clusters Score -1.946173e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140681 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -19461724.000000 Penalty: 5893.583008 Iteration 67Q: 3 clusters Score -1.946172e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140683 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -19461720.000000 Penalty: 5893.583008 Iteration 68Q: 3 clusters Score -1.946172e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140683 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -19461720.000000 Penalty: 5893.583008 Iteration 69F: 3 clusters Score -1.946172e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (124654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124654 members Entering Unmasked Estep Score: -16611188.000000 Penalty: 2909.857666 Iteration 0F: 2 clusters Score -1.661119e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62143 members Mstep: Class 2 contains 62511 members Entering Unmasked Estep Score: -16528778.000000 Penalty: 5819.715332 Iteration 0F: 3 clusters Score -1.652878e+07 nChanged 59080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59535 members Mstep: Class 2 contains 65119 members Entering Unmasked Estep Score: -16562940.000000 Penalty: 5819.715332 Iteration 1F: 3 clusters Score -1.656294e+07 nChanged 4045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57736 members Mstep: Class 2 contains 66918 members Entering Unmasked Estep Score: -16563906.000000 Penalty: 5819.715332 Iteration 2Q: 3 clusters Score -1.656391e+07 nChanged 4273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55011 members Mstep: Class 2 contains 69643 members Entering Unmasked Estep Score: -16565308.000000 Penalty: 5819.715332 Iteration 3Q: 3 clusters Score -1.656531e+07 nChanged 5162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50929 members Mstep: Class 2 contains 73725 members Entering Unmasked Estep Score: -16567588.000000 Penalty: 5819.715332 Iteration 4Q: 3 clusters Score -1.656759e+07 nChanged 6812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44937 members Mstep: Class 2 contains 79717 members Entering Unmasked Estep Score: -16571250.000000 Penalty: 5819.715332 Iteration 5F: 3 clusters Score -1.657125e+07 nChanged 8645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36938 members Mstep: Class 2 contains 87716 members Entering Unmasked Estep Score: -16577296.000000 Penalty: 5819.715332 Iteration 6F: 3 clusters Score -1.65773e+07 nChanged 9893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27475 members Mstep: Class 2 contains 97179 members Entering Unmasked Estep Score: -16585787.000000 Penalty: 5819.715332 Iteration 7F: 3 clusters Score -1.658579e+07 nChanged 9398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18349 members Mstep: Class 2 contains 106305 members Entering Unmasked Estep Score: -16594341.000000 Penalty: 5819.715332 Iteration 8F: 3 clusters Score -1.659434e+07 nChanged 7073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 113192 members Entering Unmasked Estep Score: -16600732.000000 Penalty: 5819.715332 Iteration 9F: 3 clusters Score -1.660073e+07 nChanged 4386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 117486 members Entering Unmasked Estep Score: -16604372.000000 Penalty: 5819.715332 Iteration 10Q: 3 clusters Score -1.660437e+07 nChanged 2591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 119987 members Entering Unmasked Estep Score: -16606335.000000 Penalty: 5819.715332 Iteration 11Q: 3 clusters Score -1.660634e+07 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 121464 members Entering Unmasked Estep Score: -16607355.000000 Penalty: 5819.715332 Iteration 12Q: 3 clusters Score -1.660736e+07 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 122303 members Entering Unmasked Estep Score: -16608046.000000 Penalty: 5819.715332 Iteration 13Q: 3 clusters Score -1.660805e+07 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 122795 members Entering Unmasked Estep Score: -16608444.000000 Penalty: 5819.715332 Iteration 14Q: 3 clusters Score -1.660844e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 123093 members Entering Unmasked Estep Score: -16608748.000000 Penalty: 5819.715332 Iteration 15Q: 3 clusters Score -1.660875e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 123252 members Entering Unmasked Estep Score: -16608903.000000 Penalty: 5819.715332 Iteration 16Q: 3 clusters Score -1.66089e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 123335 members Entering Unmasked Estep Score: -16608988.000000 Penalty: 5819.715332 Iteration 17Q: 3 clusters Score -1.660899e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 123381 members Entering Unmasked Estep Score: -16609059.000000 Penalty: 5819.715332 Iteration 18Q: 3 clusters Score -1.660906e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 123411 members Entering Unmasked Estep Score: -16609099.000000 Penalty: 5819.715332 Iteration 19Q: 3 clusters Score -1.66091e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 123425 members Entering Unmasked Estep Score: -16609110.000000 Penalty: 5819.715332 Iteration 20F: 3 clusters Score -1.660911e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 123432 members Entering Unmasked Estep Score: -16609114.000000 Penalty: 5819.715332 Iteration 21Q: 3 clusters Score -1.660911e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 123445 members Entering Unmasked Estep Score: -16609105.000000 Penalty: 5819.715332 Iteration 22Q: 3 clusters Score -1.66091e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 123454 members Entering Unmasked Estep Score: -16609123.000000 Penalty: 5819.715332 Iteration 23Q: 3 clusters Score -1.660912e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 123456 members Entering Unmasked Estep Score: -16609130.000000 Penalty: 5819.715332 Iteration 24Q: 3 clusters Score -1.660913e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 123451 members Entering Unmasked Estep Score: -16609136.000000 Penalty: 5819.715332 Iteration 25Q: 3 clusters Score -1.660914e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 123452 members Entering Unmasked Estep Score: -16609130.000000 Penalty: 5819.715332 Iteration 26Q: 3 clusters Score -1.660913e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 123458 members Entering Unmasked Estep Score: -16609140.000000 Penalty: 5819.715332 Iteration 27Q: 3 clusters Score -1.660914e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 123454 members Entering Unmasked Estep Score: -16609140.000000 Penalty: 5819.715332 Iteration 28Q: 3 clusters Score -1.660914e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 123455 members Entering Unmasked Estep Score: -16609136.000000 Penalty: 5819.715332 Iteration 29Q: 3 clusters Score -1.660914e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 123461 members Entering Unmasked Estep Score: -16609152.000000 Penalty: 5819.715332 Iteration 30Q: 3 clusters Score -1.660915e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 123464 members Entering Unmasked Estep Score: -16609171.000000 Penalty: 5819.715332 Iteration 31Q: 3 clusters Score -1.660917e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 123461 members Entering Unmasked Estep Score: -16609164.000000 Penalty: 5819.715332 Iteration 32Q: 3 clusters Score -1.660916e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 123463 members Entering Unmasked Estep Score: -16609166.000000 Penalty: 5819.715332 Iteration 33Q: 3 clusters Score -1.660917e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 123467 members Entering Unmasked Estep Score: -16609154.000000 Penalty: 5819.715332 Iteration 34Q: 3 clusters Score -1.660915e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 123468 members Entering Unmasked Estep Score: -16609168.000000 Penalty: 5819.715332 Iteration 35Q: 3 clusters Score -1.660917e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 123469 members Entering Unmasked Estep Score: -16609166.000000 Penalty: 5819.715332 Iteration 36Q: 3 clusters Score -1.660917e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 123469 members Entering Unmasked Estep Score: -16609166.000000 Penalty: 5819.715332 Iteration 37F: 3 clusters Score -1.660917e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9259 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9259 members Entering Unmasked Estep Score: -1202839.750000 Penalty: 2265.071045 Iteration 0F: 2 clusters Score -1202840 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1195675.500000 Penalty: 4530.142090 Iteration 0F: 3 clusters Score -1195676 nChanged 3846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -1198005.625000 Penalty: 4530.142090 Iteration 1F: 3 clusters Score -1198006 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -1198535.750000 Penalty: 4530.142090 Iteration 2F: 3 clusters Score -1198536 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -1199126.000000 Penalty: 4530.142090 Iteration 3F: 3 clusters Score -1199126 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -1199726.875000 Penalty: 4530.142090 Iteration 4F: 3 clusters Score -1199727 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -1200234.500000 Penalty: 4530.142090 Iteration 5F: 3 clusters Score -1200234 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -1200650.125000 Penalty: 4530.142090 Iteration 6F: 3 clusters Score -1200650 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -1200986.500000 Penalty: 4530.142090 Iteration 7Q: 3 clusters Score -1200986 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -1201211.625000 Penalty: 4530.142090 Iteration 8Q: 3 clusters Score -1201212 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 8202 members Entering Unmasked Estep Score: -1201361.000000 Penalty: 4530.142090 Iteration 9Q: 3 clusters Score -1201361 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 8303 members Entering Unmasked Estep Score: -1201459.875000 Penalty: 4530.142090 Iteration 10Q: 3 clusters Score -1201460 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -1201536.000000 Penalty: 4530.142090 Iteration 11Q: 3 clusters Score -1201536 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 8435 members Entering Unmasked Estep Score: -1201578.500000 Penalty: 4530.142090 Iteration 12Q: 3 clusters Score -1201578 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -1201617.500000 Penalty: 4530.142090 Iteration 13Q: 3 clusters Score -1201618 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -1201650.625000 Penalty: 4530.142090 Iteration 14Q: 3 clusters Score -1201651 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -1201678.375000 Penalty: 4530.142090 Iteration 15Q: 3 clusters Score -1201678 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 8569 members Entering Unmasked Estep Score: -1201693.750000 Penalty: 4530.142090 Iteration 16Q: 3 clusters Score -1201694 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 8582 members Entering Unmasked Estep Score: -1201703.000000 Penalty: 4530.142090 Iteration 17Q: 3 clusters Score -1201703 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 8591 members Entering Unmasked Estep Score: -1201708.500000 Penalty: 4530.142090 Iteration 18Q: 3 clusters Score -1201708 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -1201709.250000 Penalty: 4530.142090 Iteration 19Q: 3 clusters Score -1201709 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -1201708.875000 Penalty: 4530.142090 Iteration 20F: 3 clusters Score -1201709 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 8600 members Entering Unmasked Estep Score: -1201713.750000 Penalty: 4530.142090 Iteration 21Q: 3 clusters Score -1201714 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -1201717.375000 Penalty: 4530.142090 Iteration 22Q: 3 clusters Score -1201717 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 8607 members Entering Unmasked Estep Score: -1201716.750000 Penalty: 4530.142090 Iteration 23Q: 3 clusters Score -1201717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -1201717.125000 Penalty: 4530.142090 Iteration 24Q: 3 clusters Score -1201717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -1201719.750000 Penalty: 4530.142090 Iteration 25Q: 3 clusters Score -1201720 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -1201722.250000 Penalty: 4530.142090 Iteration 26Q: 3 clusters Score -1201722 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -1201721.750000 Penalty: 4530.142090 Iteration 27Q: 3 clusters Score -1201722 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -1201722.750000 Penalty: 4530.142090 Iteration 28Q: 3 clusters Score -1201723 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -1201722.750000 Penalty: 4530.142090 Iteration 29F: 3 clusters Score -1201723 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (40046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40046 members Entering Unmasked Estep Score: -5375372.500000 Penalty: 2628.250488 Iteration 0F: 2 clusters Score -5375372 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20123 members Mstep: Class 2 contains 19923 members Entering Unmasked Estep Score: -5348281.500000 Penalty: 5256.500977 Iteration 0F: 3 clusters Score -5348282 nChanged 18359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20114 members Mstep: Class 2 contains 19932 members Entering Unmasked Estep Score: -5358425.500000 Penalty: 5256.500977 Iteration 1F: 3 clusters Score -5358426 nChanged 2050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19856 members Mstep: Class 2 contains 20190 members Entering Unmasked Estep Score: -5359249.500000 Penalty: 5256.500977 Iteration 2F: 3 clusters Score -5359250 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19355 members Mstep: Class 2 contains 20691 members Entering Unmasked Estep Score: -5360163.000000 Penalty: 5256.500977 Iteration 3F: 3 clusters Score -5360163 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18705 members Mstep: Class 2 contains 21341 members Entering Unmasked Estep Score: -5361454.000000 Penalty: 5256.500977 Iteration 4F: 3 clusters Score -5361454 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17879 members Mstep: Class 2 contains 22167 members Entering Unmasked Estep Score: -5362965.500000 Penalty: 5256.500977 Iteration 5F: 3 clusters Score -5362966 nChanged 2607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17026 members Mstep: Class 2 contains 23020 members Entering Unmasked Estep Score: -5364478.000000 Penalty: 5256.500977 Iteration 6F: 3 clusters Score -5364478 nChanged 2394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16224 members Mstep: Class 2 contains 23822 members Entering Unmasked Estep Score: -5365760.000000 Penalty: 5256.500977 Iteration 7F: 3 clusters Score -5365760 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15511 members Mstep: Class 2 contains 24535 members Entering Unmasked Estep Score: -5366629.000000 Penalty: 5256.500977 Iteration 8F: 3 clusters Score -5366629 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14803 members Mstep: Class 2 contains 25243 members Entering Unmasked Estep Score: -5367160.500000 Penalty: 5256.500977 Iteration 9Q: 3 clusters Score -5367160 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14064 members Mstep: Class 2 contains 25982 members Entering Unmasked Estep Score: -5367523.000000 Penalty: 5256.500977 Iteration 10Q: 3 clusters Score -5367523 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13292 members Mstep: Class 2 contains 26754 members Entering Unmasked Estep Score: -5367780.000000 Penalty: 5256.500977 Iteration 11Q: 3 clusters Score -5367780 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 27566 members Entering Unmasked Estep Score: -5368027.000000 Penalty: 5256.500977 Iteration 12Q: 3 clusters Score -5368027 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 28459 members Entering Unmasked Estep Score: -5368334.000000 Penalty: 5256.500977 Iteration 13Q: 3 clusters Score -5368334 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10636 members Mstep: Class 2 contains 29410 members Entering Unmasked Estep Score: -5368687.000000 Penalty: 5256.500977 Iteration 14Q: 3 clusters Score -5368687 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 30399 members Entering Unmasked Estep Score: -5369029.500000 Penalty: 5256.500977 Iteration 15Q: 3 clusters Score -5369030 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8623 members Mstep: Class 2 contains 31423 members Entering Unmasked Estep Score: -5369399.000000 Penalty: 5256.500977 Iteration 16Q: 3 clusters Score -5369399 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 32497 members Entering Unmasked Estep Score: -5369890.000000 Penalty: 5256.500977 Iteration 17Q: 3 clusters Score -5369890 nChanged 1099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 33596 members Entering Unmasked Estep Score: -5370387.000000 Penalty: 5256.500977 Iteration 18Q: 3 clusters Score -5370387 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 34654 members Entering Unmasked Estep Score: -5370908.500000 Penalty: 5256.500977 Iteration 19Q: 3 clusters Score -5370908 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 35662 members Entering Unmasked Estep Score: -5371382.500000 Penalty: 5256.500977 Iteration 20F: 3 clusters Score -5371382 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 36485 members Entering Unmasked Estep Score: -5371797.000000 Penalty: 5256.500977 Iteration 21Q: 3 clusters Score -5371797 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 37170 members Entering Unmasked Estep Score: -5372154.000000 Penalty: 5256.500977 Iteration 22Q: 3 clusters Score -5372154 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 37684 members Entering Unmasked Estep Score: -5372417.000000 Penalty: 5256.500977 Iteration 23Q: 3 clusters Score -5372417 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 38080 members Entering Unmasked Estep Score: -5372669.000000 Penalty: 5256.500977 Iteration 24Q: 3 clusters Score -5372669 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1656 members Mstep: Class 2 contains 38390 members Entering Unmasked Estep Score: -5372849.500000 Penalty: 5256.500977 Iteration 25Q: 3 clusters Score -5372850 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 38616 members Entering Unmasked Estep Score: -5372963.500000 Penalty: 5256.500977 Iteration 26Q: 3 clusters Score -5372964 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 38780 members Entering Unmasked Estep Score: -5373043.000000 Penalty: 5256.500977 Iteration 27Q: 3 clusters Score -5373043 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 38892 members Entering Unmasked Estep Score: -5373098.500000 Penalty: 5256.500977 Iteration 28Q: 3 clusters Score -5373098 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 38959 members Entering Unmasked Estep Score: -5373136.000000 Penalty: 5256.500977 Iteration 29Q: 3 clusters Score -5373136 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 39016 members Entering Unmasked Estep Score: -5373147.000000 Penalty: 5256.500977 Iteration 30Q: 3 clusters Score -5373147 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 39064 members Entering Unmasked Estep Score: -5373168.500000 Penalty: 5256.500977 Iteration 31Q: 3 clusters Score -5373168 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 39104 members Entering Unmasked Estep Score: -5373209.000000 Penalty: 5256.500977 Iteration 32Q: 3 clusters Score -5373209 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 39136 members Entering Unmasked Estep Score: -5373228.000000 Penalty: 5256.500977 Iteration 33Q: 3 clusters Score -5373228 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 39160 members Entering Unmasked Estep Score: -5373252.500000 Penalty: 5256.500977 Iteration 34Q: 3 clusters Score -5373252 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 39176 members Entering Unmasked Estep Score: -5373262.000000 Penalty: 5256.500977 Iteration 35Q: 3 clusters Score -5373262 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 39190 members Entering Unmasked Estep Score: -5373260.000000 Penalty: 5256.500977 Iteration 36Q: 3 clusters Score -5373260 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 39203 members Entering Unmasked Estep Score: -5373274.500000 Penalty: 5256.500977 Iteration 37Q: 3 clusters Score -5373274 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 39211 members Entering Unmasked Estep Score: -5373274.000000 Penalty: 5256.500977 Iteration 38Q: 3 clusters Score -5373274 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 39217 members Entering Unmasked Estep Score: -5373277.000000 Penalty: 5256.500977 Iteration 39Q: 3 clusters Score -5373277 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 39220 members Entering Unmasked Estep Score: -5373279.000000 Penalty: 5256.500977 Iteration 40F: 3 clusters Score -5373279 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 39225 members Entering Unmasked Estep Score: -5373280.000000 Penalty: 5256.500977 Iteration 41Q: 3 clusters Score -5373280 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 39226 members Entering Unmasked Estep Score: -5373285.000000 Penalty: 5256.500977 Iteration 42Q: 3 clusters Score -5373285 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 39227 members Entering Unmasked Estep Score: -5373284.500000 Penalty: 5256.500977 Iteration 43Q: 3 clusters Score -5373284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 39229 members Entering Unmasked Estep Score: -5373287.500000 Penalty: 5256.500977 Iteration 44Q: 3 clusters Score -5373288 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 39230 members Entering Unmasked Estep Score: -5373288.500000 Penalty: 5256.500977 Iteration 45Q: 3 clusters Score -5373288 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 39230 members Entering Unmasked Estep Score: -5373288.500000 Penalty: 5256.500977 Iteration 46F: 3 clusters Score -5373288 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Entering Unmasked Estep Score: -697089.562500 Penalty: 2124.222168 Iteration 0F: 2 clusters Score -697089.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -692465.750000 Penalty: 4248.444336 Iteration 0F: 3 clusters Score -692465.8 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -693611.750000 Penalty: 4248.444336 Iteration 1F: 3 clusters Score -693611.8 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -693872.687500 Penalty: 4248.444336 Iteration 2F: 3 clusters Score -693872.7 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -694092.437500 Penalty: 4248.444336 Iteration 3F: 3 clusters Score -694092.4 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -694254.750000 Penalty: 4248.444336 Iteration 4F: 3 clusters Score -694254.8 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -694392.750000 Penalty: 4248.444336 Iteration 5Q: 3 clusters Score -694392.8 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -694552.437500 Penalty: 4248.444336 Iteration 6Q: 3 clusters Score -694552.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -694707.125000 Penalty: 4248.444336 Iteration 7Q: 3 clusters Score -694707.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -694861.062500 Penalty: 4248.444336 Iteration 8Q: 3 clusters Score -694861.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -695029.937500 Penalty: 4248.444336 Iteration 9Q: 3 clusters Score -695029.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -695201.375000 Penalty: 4248.444336 Iteration 10Q: 3 clusters Score -695201.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -695359.687500 Penalty: 4248.444336 Iteration 11Q: 3 clusters Score -695359.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -695490.437500 Penalty: 4248.444336 Iteration 12Q: 3 clusters Score -695490.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -695593.437500 Penalty: 4248.444336 Iteration 13Q: 3 clusters Score -695593.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -695663.250000 Penalty: 4248.444336 Iteration 14Q: 3 clusters Score -695663.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -695723.125000 Penalty: 4248.444336 Iteration 15Q: 3 clusters Score -695723.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -695768.875000 Penalty: 4248.444336 Iteration 16Q: 3 clusters Score -695768.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -695793.062500 Penalty: 4248.444336 Iteration 17Q: 3 clusters Score -695793.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -695815.937500 Penalty: 4248.444336 Iteration 18Q: 3 clusters Score -695815.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -695824.000000 Penalty: 4248.444336 Iteration 19Q: 3 clusters Score -695824 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -695829.750000 Penalty: 4248.444336 Iteration 20F: 3 clusters Score -695829.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -695831.437500 Penalty: 4248.444336 Iteration 21Q: 3 clusters Score -695831.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -695832.625000 Penalty: 4248.444336 Iteration 22Q: 3 clusters Score -695832.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -695832.500000 Penalty: 4248.444336 Iteration 23Q: 3 clusters Score -695832.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -695832.500000 Penalty: 4248.444336 Iteration 24F: 3 clusters Score -695832.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Entering Unmasked Estep Score: -28374.404297 Penalty: 1403.551514 Iteration 0F: 2 clusters Score -28374.4 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 153 members Entering Unmasked Estep Score: -27286.839844 Penalty: 2807.103027 Iteration 0F: 3 clusters Score -27286.84 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -27502.562500 Penalty: 2807.103027 Iteration 1F: 3 clusters Score -27502.56 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -27594.464844 Penalty: 2807.103027 Iteration 2F: 3 clusters Score -27594.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -27627.712891 Penalty: 2807.103027 Iteration 3Q: 3 clusters Score -27627.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -27647.404297 Penalty: 2807.103027 Iteration 4Q: 3 clusters Score -27647.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -27676.062500 Penalty: 2807.103027 Iteration 5Q: 3 clusters Score -27676.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -27705.779297 Penalty: 2807.103027 Iteration 6Q: 3 clusters Score -27705.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -27717.835938 Penalty: 2807.103027 Iteration 7Q: 3 clusters Score -27717.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -27717.835938 Penalty: 2807.103027 Iteration 8F: 3 clusters Score -27717.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (99963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99963 members Entering Unmasked Estep Score: -13338814.000000 Penalty: 2855.113770 Iteration 0F: 2 clusters Score -1.333881e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49809 members Mstep: Class 2 contains 50154 members Entering Unmasked Estep Score: -13272617.000000 Penalty: 5710.227539 Iteration 0F: 3 clusters Score -1.327262e+07 nChanged 47226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48243 members Mstep: Class 2 contains 51720 members Entering Unmasked Estep Score: -13299459.000000 Penalty: 5710.227539 Iteration 1F: 3 clusters Score -1.329946e+07 nChanged 3609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47076 members Mstep: Class 2 contains 52887 members Entering Unmasked Estep Score: -13300370.000000 Penalty: 5710.227539 Iteration 2Q: 3 clusters Score -1.330037e+07 nChanged 3775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45355 members Mstep: Class 2 contains 54608 members Entering Unmasked Estep Score: -13301657.000000 Penalty: 5710.227539 Iteration 3Q: 3 clusters Score -1.330166e+07 nChanged 4271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42776 members Mstep: Class 2 contains 57187 members Entering Unmasked Estep Score: -13303388.000000 Penalty: 5710.227539 Iteration 4Q: 3 clusters Score -1.330339e+07 nChanged 4962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39058 members Mstep: Class 2 contains 60905 members Entering Unmasked Estep Score: -13305756.000000 Penalty: 5710.227539 Iteration 5Q: 3 clusters Score -1.330576e+07 nChanged 5905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33967 members Mstep: Class 2 contains 65996 members Entering Unmasked Estep Score: -13309263.000000 Penalty: 5710.227539 Iteration 6F: 3 clusters Score -1.330926e+07 nChanged 6779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27720 members Mstep: Class 2 contains 72243 members Entering Unmasked Estep Score: -13314344.000000 Penalty: 5710.227539 Iteration 7F: 3 clusters Score -1.331434e+07 nChanged 7043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20971 members Mstep: Class 2 contains 78992 members Entering Unmasked Estep Score: -13320135.000000 Penalty: 5710.227539 Iteration 8F: 3 clusters Score -1.332014e+07 nChanged 6228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14887 members Mstep: Class 2 contains 85076 members Entering Unmasked Estep Score: -13325554.000000 Penalty: 5710.227539 Iteration 9F: 3 clusters Score -1.332555e+07 nChanged 4660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 89660 members Entering Unmasked Estep Score: -13329640.000000 Penalty: 5710.227539 Iteration 10Q: 3 clusters Score -1.332964e+07 nChanged 3154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7205 members Mstep: Class 2 contains 92758 members Entering Unmasked Estep Score: -13332244.000000 Penalty: 5710.227539 Iteration 11Q: 3 clusters Score -1.333224e+07 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 94723 members Entering Unmasked Estep Score: -13333798.000000 Penalty: 5710.227539 Iteration 12Q: 3 clusters Score -1.33338e+07 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 95965 members Entering Unmasked Estep Score: -13334693.000000 Penalty: 5710.227539 Iteration 13Q: 3 clusters Score -1.333469e+07 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 96793 members Entering Unmasked Estep Score: -13335276.000000 Penalty: 5710.227539 Iteration 14Q: 3 clusters Score -1.333528e+07 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 97367 members Entering Unmasked Estep Score: -13335650.000000 Penalty: 5710.227539 Iteration 15Q: 3 clusters Score -1.333565e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2197 members Mstep: Class 2 contains 97766 members Entering Unmasked Estep Score: -13335848.000000 Penalty: 5710.227539 Iteration 16Q: 3 clusters Score -1.333585e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 98063 members Entering Unmasked Estep Score: -13336026.000000 Penalty: 5710.227539 Iteration 17Q: 3 clusters Score -1.333603e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 98265 members Entering Unmasked Estep Score: -13336165.000000 Penalty: 5710.227539 Iteration 18Q: 3 clusters Score -1.333616e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 98413 members Entering Unmasked Estep Score: -13336259.000000 Penalty: 5710.227539 Iteration 19Q: 3 clusters Score -1.333626e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 98535 members Entering Unmasked Estep Score: -13336353.000000 Penalty: 5710.227539 Iteration 20F: 3 clusters Score -1.333635e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 98614 members Entering Unmasked Estep Score: -13336403.000000 Penalty: 5710.227539 Iteration 21Q: 3 clusters Score -1.33364e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 98688 members Entering Unmasked Estep Score: -13336452.000000 Penalty: 5710.227539 Iteration 22Q: 3 clusters Score -1.333645e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 98737 members Entering Unmasked Estep Score: -13336471.000000 Penalty: 5710.227539 Iteration 23Q: 3 clusters Score -1.333647e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 98779 members Entering Unmasked Estep Score: -13336508.000000 Penalty: 5710.227539 Iteration 24Q: 3 clusters Score -1.333651e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 98811 members Entering Unmasked Estep Score: -13336509.000000 Penalty: 5710.227539 Iteration 25Q: 3 clusters Score -1.333651e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 98839 members Entering Unmasked Estep Score: -13336545.000000 Penalty: 5710.227539 Iteration 26Q: 3 clusters Score -1.333654e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 98851 members Entering Unmasked Estep Score: -13336542.000000 Penalty: 5710.227539 Iteration 27Q: 3 clusters Score -1.333654e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 98860 members Entering Unmasked Estep Score: -13336568.000000 Penalty: 5710.227539 Iteration 28Q: 3 clusters Score -1.333657e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 98874 members Entering Unmasked Estep Score: -13336547.000000 Penalty: 5710.227539 Iteration 29Q: 3 clusters Score -1.333655e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 98890 members Entering Unmasked Estep Score: -13336577.000000 Penalty: 5710.227539 Iteration 30Q: 3 clusters Score -1.333658e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 98901 members Entering Unmasked Estep Score: -13336568.000000 Penalty: 5710.227539 Iteration 31Q: 3 clusters Score -1.333657e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 98909 members Entering Unmasked Estep Score: -13336561.000000 Penalty: 5710.227539 Iteration 32Q: 3 clusters Score -1.333656e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 98912 members Entering Unmasked Estep Score: -13336565.000000 Penalty: 5710.227539 Iteration 33Q: 3 clusters Score -1.333656e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 98916 members Entering Unmasked Estep Score: -13336569.000000 Penalty: 5710.227539 Iteration 34Q: 3 clusters Score -1.333657e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 98921 members Entering Unmasked Estep Score: -13336585.000000 Penalty: 5710.227539 Iteration 35Q: 3 clusters Score -1.333658e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 98926 members Entering Unmasked Estep Score: -13336576.000000 Penalty: 5710.227539 Iteration 36Q: 3 clusters Score -1.333658e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 98931 members Entering Unmasked Estep Score: -13336586.000000 Penalty: 5710.227539 Iteration 37Q: 3 clusters Score -1.333659e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 98937 members Entering Unmasked Estep Score: -13336604.000000 Penalty: 5710.227539 Iteration 38Q: 3 clusters Score -1.33366e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 98940 members Entering Unmasked Estep Score: -13336603.000000 Penalty: 5710.227539 Iteration 39Q: 3 clusters Score -1.33366e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 98943 members Entering Unmasked Estep Score: -13336600.000000 Penalty: 5710.227539 Iteration 40F: 3 clusters Score -1.33366e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 98945 members Entering Unmasked Estep Score: -13336603.000000 Penalty: 5710.227539 Iteration 41Q: 3 clusters Score -1.33366e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 98949 members Entering Unmasked Estep Score: -13336606.000000 Penalty: 5710.227539 Iteration 42Q: 3 clusters Score -1.333661e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 98952 members Entering Unmasked Estep Score: -13336592.000000 Penalty: 5710.227539 Iteration 43Q: 3 clusters Score -1.333659e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 98959 members Entering Unmasked Estep Score: -13336597.000000 Penalty: 5710.227539 Iteration 44Q: 3 clusters Score -1.33366e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 98962 members Entering Unmasked Estep Score: -13336609.000000 Penalty: 5710.227539 Iteration 45Q: 3 clusters Score -1.333661e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 98965 members Entering Unmasked Estep Score: -13336605.000000 Penalty: 5710.227539 Iteration 46Q: 3 clusters Score -1.33366e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 98967 members Entering Unmasked Estep Score: -13336604.000000 Penalty: 5710.227539 Iteration 47Q: 3 clusters Score -1.33366e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 98967 members Entering Unmasked Estep Score: -13336604.000000 Penalty: 5710.227539 Iteration 48F: 3 clusters Score -1.33366e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1224 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Entering Unmasked Estep Score: -147760.828125 Penalty: 1763.250122 Iteration 0F: 2 clusters Score -147760.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -145674.640625 Penalty: 3526.500244 Iteration 0F: 3 clusters Score -145674.6 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -146214.953125 Penalty: 3526.500244 Iteration 1F: 3 clusters Score -146215 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -146715.515625 Penalty: 3526.500244 Iteration 2F: 3 clusters Score -146715.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -147238.640625 Penalty: 3526.500244 Iteration 3F: 3 clusters Score -147238.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -147788.171875 Penalty: 3526.500244 Iteration 4F: 3 clusters Score -147788.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -148310.156250 Penalty: 3526.500244 Iteration 5F: 3 clusters Score -148310.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -148558.921875 Penalty: 3526.500244 Iteration 6Q: 3 clusters Score -148558.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -148649.281250 Penalty: 3526.500244 Iteration 7Q: 3 clusters Score -148649.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -148692.015625 Penalty: 3526.500244 Iteration 8Q: 3 clusters Score -148692 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -148709.781250 Penalty: 3526.500244 Iteration 9Q: 3 clusters Score -148709.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -148730.625000 Penalty: 3526.500244 Iteration 10Q: 3 clusters Score -148730.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -148757.046875 Penalty: 3526.500244 Iteration 11Q: 3 clusters Score -148757 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -148803.421875 Penalty: 3526.500244 Iteration 12Q: 3 clusters Score -148803.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -148881.453125 Penalty: 3526.500244 Iteration 13Q: 3 clusters Score -148881.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -148932.640625 Penalty: 3526.500244 Iteration 14Q: 3 clusters Score -148932.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -148946.109375 Penalty: 3526.500244 Iteration 15Q: 3 clusters Score -148946.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -148948.828125 Penalty: 3526.500244 Iteration 16Q: 3 clusters Score -148948.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -148956.484375 Penalty: 3526.500244 Iteration 17Q: 3 clusters Score -148956.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -148968.406250 Penalty: 3526.500244 Iteration 18Q: 3 clusters Score -148968.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -149000.968750 Penalty: 3526.500244 Iteration 19Q: 3 clusters Score -149001 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -149044.218750 Penalty: 3526.500244 Iteration 20F: 3 clusters Score -149044.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -149053.390625 Penalty: 3526.500244 Iteration 21Q: 3 clusters Score -149053.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -149053.390625 Penalty: 3526.500244 Iteration 22F: 3 clusters Score -149053.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 100942 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 193 members Mstep: Class 5 contains 65230 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144672 members Mstep: Class 8 contains 124654 members Mstep: Class 9 contains 9259 members Mstep: Class 10 contains 40046 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99963 members Mstep: Class 14 contains 598 members Mstep: Class 15 contains 691 members Mstep: Class 16 contains 5419 members Mstep: Class 17 contains 7538 members Mstep: Class 18 contains 12234 members Mstep: Class 19 contains 3459 members Mstep: Class 20 contains 25775 members Mstep: Class 21 contains 1141 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 626 members Entering Unmasked Estep Score: -85862648.000000 Penalty: 76394.156250 Splitting cluster 14 changes total score from -85862880.000000 to -85862648.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Entering Unmasked Estep Score: -82772.703125 Penalty: 1621.458618 Iteration 0F: 2 clusters Score -82772.7 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 356 members Entering Unmasked Estep Score: -81110.328125 Penalty: 3242.917236 Iteration 0F: 3 clusters Score -81110.33 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -81367.242188 Penalty: 3242.917236 Iteration 1F: 3 clusters Score -81367.24 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -81440.437500 Penalty: 3242.917236 Iteration 2F: 3 clusters Score -81440.44 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -81470.359375 Penalty: 3242.917236 Iteration 3Q: 3 clusters Score -81470.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -81488.515625 Penalty: 3242.917236 Iteration 4Q: 3 clusters Score -81488.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -81493.625000 Penalty: 3242.917236 Iteration 5Q: 3 clusters Score -81493.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -81499.492188 Penalty: 3242.917236 Iteration 6Q: 3 clusters Score -81499.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -81503.453125 Penalty: 3242.917236 Iteration 7Q: 3 clusters Score -81503.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -81504.945312 Penalty: 3242.917236 Iteration 8Q: 3 clusters Score -81504.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -81504.945312 Penalty: 3242.917236 Iteration 9F: 3 clusters Score -81504.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Entering Unmasked Estep Score: -715837.812500 Penalty: 2132.221436 Iteration 0F: 2 clusters Score -715837.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -711073.187500 Penalty: 4264.442871 Iteration 0F: 3 clusters Score -711073.2 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -712289.500000 Penalty: 4264.442871 Iteration 1F: 3 clusters Score -712289.5 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -712608.875000 Penalty: 4264.442871 Iteration 2F: 3 clusters Score -712608.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -712828.375000 Penalty: 4264.442871 Iteration 3F: 3 clusters Score -712828.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -712994.562500 Penalty: 4264.442871 Iteration 4Q: 3 clusters Score -712994.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -713149.875000 Penalty: 4264.442871 Iteration 5Q: 3 clusters Score -713149.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -713285.562500 Penalty: 4264.442871 Iteration 6Q: 3 clusters Score -713285.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -713394.437500 Penalty: 4264.442871 Iteration 7Q: 3 clusters Score -713394.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -713470.812500 Penalty: 4264.442871 Iteration 8Q: 3 clusters Score -713470.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -713549.000000 Penalty: 4264.442871 Iteration 9Q: 3 clusters Score -713549 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -713608.375000 Penalty: 4264.442871 Iteration 10Q: 3 clusters Score -713608.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -713659.437500 Penalty: 4264.442871 Iteration 11Q: 3 clusters Score -713659.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -713712.312500 Penalty: 4264.442871 Iteration 12Q: 3 clusters Score -713712.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -713766.625000 Penalty: 4264.442871 Iteration 13Q: 3 clusters Score -713766.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -713813.312500 Penalty: 4264.442871 Iteration 14Q: 3 clusters Score -713813.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -713848.750000 Penalty: 4264.442871 Iteration 15Q: 3 clusters Score -713848.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -713888.750000 Penalty: 4264.442871 Iteration 16Q: 3 clusters Score -713888.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -713925.062500 Penalty: 4264.442871 Iteration 17Q: 3 clusters Score -713925.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -713957.937500 Penalty: 4264.442871 Iteration 18Q: 3 clusters Score -713957.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -713996.062500 Penalty: 4264.442871 Iteration 19Q: 3 clusters Score -713996.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -714035.000000 Penalty: 4264.442871 Iteration 20F: 3 clusters Score -714035 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -714067.437500 Penalty: 4264.442871 Iteration 21Q: 3 clusters Score -714067.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -714110.687500 Penalty: 4264.442871 Iteration 22Q: 3 clusters Score -714110.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -714156.437500 Penalty: 4264.442871 Iteration 23Q: 3 clusters Score -714156.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -714212.750000 Penalty: 4264.442871 Iteration 24Q: 3 clusters Score -714212.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -714280.187500 Penalty: 4264.442871 Iteration 25Q: 3 clusters Score -714280.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -714364.500000 Penalty: 4264.442871 Iteration 26Q: 3 clusters Score -714364.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -714456.312500 Penalty: 4264.442871 Iteration 27Q: 3 clusters Score -714456.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -714559.062500 Penalty: 4264.442871 Iteration 28Q: 3 clusters Score -714559.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3308 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -714641.062500 Penalty: 4264.442871 Iteration 29Q: 3 clusters Score -714641.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -714700.687500 Penalty: 4264.442871 Iteration 30Q: 3 clusters Score -714700.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -714747.187500 Penalty: 4264.442871 Iteration 31Q: 3 clusters Score -714747.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -714781.437500 Penalty: 4264.442871 Iteration 32Q: 3 clusters Score -714781.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -714799.625000 Penalty: 4264.442871 Iteration 33Q: 3 clusters Score -714799.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -714811.687500 Penalty: 4264.442871 Iteration 34Q: 3 clusters Score -714811.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -714816.937500 Penalty: 4264.442871 Iteration 35Q: 3 clusters Score -714816.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -714816.625000 Penalty: 4264.442871 Iteration 36Q: 3 clusters Score -714816.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -714822.875000 Penalty: 4264.442871 Iteration 37Q: 3 clusters Score -714822.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -714826.500000 Penalty: 4264.442871 Iteration 38Q: 3 clusters Score -714826.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -714827.687500 Penalty: 4264.442871 Iteration 39Q: 3 clusters Score -714827.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -714827.500000 Penalty: 4264.442871 Iteration 40F: 3 clusters Score -714827.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -714827.625000 Penalty: 4264.442871 Iteration 41Q: 3 clusters Score -714827.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -714828.437500 Penalty: 4264.442871 Iteration 42Q: 3 clusters Score -714828.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -714828.437500 Penalty: 4264.442871 Iteration 43F: 3 clusters Score -714828.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7538 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Entering Unmasked Estep Score: -1001188.250000 Penalty: 2214.072754 Iteration 0F: 2 clusters Score -1001188 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -995058.937500 Penalty: 4428.145508 Iteration 0F: 3 clusters Score -995058.9 nChanged 3070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -996654.187500 Penalty: 4428.145508 Iteration 1F: 3 clusters Score -996654.2 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -996860.437500 Penalty: 4428.145508 Iteration 2F: 3 clusters Score -996860.4 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -996998.437500 Penalty: 4428.145508 Iteration 3Q: 3 clusters Score -996998.4 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -997093.312500 Penalty: 4428.145508 Iteration 4Q: 3 clusters Score -997093.3 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -997180.250000 Penalty: 4428.145508 Iteration 5Q: 3 clusters Score -997180.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -997246.812500 Penalty: 4428.145508 Iteration 6Q: 3 clusters Score -997246.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -997314.937500 Penalty: 4428.145508 Iteration 7Q: 3 clusters Score -997314.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -997379.500000 Penalty: 4428.145508 Iteration 8Q: 3 clusters Score -997379.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -997445.937500 Penalty: 4428.145508 Iteration 9Q: 3 clusters Score -997445.9 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -997527.187500 Penalty: 4428.145508 Iteration 10Q: 3 clusters Score -997527.2 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -997625.000000 Penalty: 4428.145508 Iteration 11Q: 3 clusters Score -997625 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -997741.375000 Penalty: 4428.145508 Iteration 12Q: 3 clusters Score -997741.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5236 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -997891.250000 Penalty: 4428.145508 Iteration 13Q: 3 clusters Score -997891.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -998078.250000 Penalty: 4428.145508 Iteration 14Q: 3 clusters Score -998078.2 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5699 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -998266.812500 Penalty: 4428.145508 Iteration 15Q: 3 clusters Score -998266.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -998466.437500 Penalty: 4428.145508 Iteration 16Q: 3 clusters Score -998466.4 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -998658.125000 Penalty: 4428.145508 Iteration 17Q: 3 clusters Score -998658.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -998804.687500 Penalty: 4428.145508 Iteration 18Q: 3 clusters Score -998804.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -998930.250000 Penalty: 4428.145508 Iteration 19Q: 3 clusters Score -998930.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -999052.875000 Penalty: 4428.145508 Iteration 20F: 3 clusters Score -999052.9 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -999154.187500 Penalty: 4428.145508 Iteration 21Q: 3 clusters Score -999154.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -999265.937500 Penalty: 4428.145508 Iteration 22Q: 3 clusters Score -999265.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -999355.750000 Penalty: 4428.145508 Iteration 23Q: 3 clusters Score -999355.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -999417.750000 Penalty: 4428.145508 Iteration 24Q: 3 clusters Score -999417.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -999466.875000 Penalty: 4428.145508 Iteration 25Q: 3 clusters Score -999466.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6703 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -999501.187500 Penalty: 4428.145508 Iteration 26Q: 3 clusters Score -999501.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -999528.437500 Penalty: 4428.145508 Iteration 27Q: 3 clusters Score -999528.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -999547.937500 Penalty: 4428.145508 Iteration 28Q: 3 clusters Score -999547.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -999557.812500 Penalty: 4428.145508 Iteration 29Q: 3 clusters Score -999557.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -999567.812500 Penalty: 4428.145508 Iteration 30Q: 3 clusters Score -999567.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -999579.062500 Penalty: 4428.145508 Iteration 31Q: 3 clusters Score -999579.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -999591.125000 Penalty: 4428.145508 Iteration 32Q: 3 clusters Score -999591.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6644 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -999597.625000 Penalty: 4428.145508 Iteration 33Q: 3 clusters Score -999597.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -999605.625000 Penalty: 4428.145508 Iteration 34Q: 3 clusters Score -999605.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -999616.937500 Penalty: 4428.145508 Iteration 35Q: 3 clusters Score -999616.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6601 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -999622.000000 Penalty: 4428.145508 Iteration 36Q: 3 clusters Score -999622 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -999624.937500 Penalty: 4428.145508 Iteration 37Q: 3 clusters Score -999624.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -999629.500000 Penalty: 4428.145508 Iteration 38Q: 3 clusters Score -999629.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -999633.625000 Penalty: 4428.145508 Iteration 39Q: 3 clusters Score -999633.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -999637.812500 Penalty: 4428.145508 Iteration 40F: 3 clusters Score -999637.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -999639.750000 Penalty: 4428.145508 Iteration 41Q: 3 clusters Score -999639.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -999643.562500 Penalty: 4428.145508 Iteration 42Q: 3 clusters Score -999643.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6529 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -999648.687500 Penalty: 4428.145508 Iteration 43Q: 3 clusters Score -999648.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -999652.875000 Penalty: 4428.145508 Iteration 44Q: 3 clusters Score -999652.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -999655.500000 Penalty: 4428.145508 Iteration 45Q: 3 clusters Score -999655.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -999657.937500 Penalty: 4428.145508 Iteration 46Q: 3 clusters Score -999657.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -999660.625000 Penalty: 4428.145508 Iteration 47Q: 3 clusters Score -999660.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6499 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -999662.062500 Penalty: 4428.145508 Iteration 48Q: 3 clusters Score -999662.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -999663.625000 Penalty: 4428.145508 Iteration 49Q: 3 clusters Score -999663.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6497 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -999667.125000 Penalty: 4428.145508 Iteration 50Q: 3 clusters Score -999667.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6495 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -999668.312500 Penalty: 4428.145508 Iteration 51Q: 3 clusters Score -999668.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -999670.500000 Penalty: 4428.145508 Iteration 52Q: 3 clusters Score -999670.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -999670.875000 Penalty: 4428.145508 Iteration 53Q: 3 clusters Score -999670.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6490 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -999670.750000 Penalty: 4428.145508 Iteration 54Q: 3 clusters Score -999670.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -999672.875000 Penalty: 4428.145508 Iteration 55Q: 3 clusters Score -999672.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -999674.562500 Penalty: 4428.145508 Iteration 56Q: 3 clusters Score -999674.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -999680.812500 Penalty: 4428.145508 Iteration 57Q: 3 clusters Score -999680.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -999684.937500 Penalty: 4428.145508 Iteration 58Q: 3 clusters Score -999684.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -999690.562500 Penalty: 4428.145508 Iteration 59Q: 3 clusters Score -999690.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -999698.250000 Penalty: 4428.145508 Iteration 60F: 3 clusters Score -999698.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6419 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -999713.875000 Penalty: 4428.145508 Iteration 61Q: 3 clusters Score -999713.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -999725.500000 Penalty: 4428.145508 Iteration 62Q: 3 clusters Score -999725.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6378 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -999736.812500 Penalty: 4428.145508 Iteration 63Q: 3 clusters Score -999736.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -999755.812500 Penalty: 4428.145508 Iteration 64Q: 3 clusters Score -999755.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -999783.125000 Penalty: 4428.145508 Iteration 65Q: 3 clusters Score -999783.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -999823.562500 Penalty: 4428.145508 Iteration 66Q: 3 clusters Score -999823.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -999868.437500 Penalty: 4428.145508 Iteration 67Q: 3 clusters Score -999868.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6138 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -999917.812500 Penalty: 4428.145508 Iteration 68Q: 3 clusters Score -999917.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -999952.000000 Penalty: 4428.145508 Iteration 69Q: 3 clusters Score -999952 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -999995.500000 Penalty: 4428.145508 Iteration 70Q: 3 clusters Score -999995.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1000054.000000 Penalty: 4428.145508 Iteration 71Q: 3 clusters Score -1000054 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -1000130.937500 Penalty: 4428.145508 Iteration 72Q: 3 clusters Score -1000131 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5773 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -1000207.312500 Penalty: 4428.145508 Iteration 73Q: 3 clusters Score -1000207 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -1000315.062500 Penalty: 4428.145508 Iteration 74Q: 3 clusters Score -1000315 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -1000431.875000 Penalty: 4428.145508 Iteration 75Q: 3 clusters Score -1000432 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -1000532.437500 Penalty: 4428.145508 Iteration 76Q: 3 clusters Score -1000532 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -1000620.812500 Penalty: 4428.145508 Iteration 77Q: 3 clusters Score -1000621 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5226 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -1000683.312500 Penalty: 4428.145508 Iteration 78Q: 3 clusters Score -1000683 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -1000734.500000 Penalty: 4428.145508 Iteration 79Q: 3 clusters Score -1000734 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -1000785.437500 Penalty: 4428.145508 Iteration 80F: 3 clusters Score -1000785 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -1000825.125000 Penalty: 4428.145508 Iteration 81Q: 3 clusters Score -1000825 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -1000849.125000 Penalty: 4428.145508 Iteration 82Q: 3 clusters Score -1000849 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -1000857.312500 Penalty: 4428.145508 Iteration 83Q: 3 clusters Score -1000857 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -1000864.625000 Penalty: 4428.145508 Iteration 84Q: 3 clusters Score -1000865 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -1000873.687500 Penalty: 4428.145508 Iteration 85Q: 3 clusters Score -1000874 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -1000880.562500 Penalty: 4428.145508 Iteration 86Q: 3 clusters Score -1000881 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -1000889.750000 Penalty: 4428.145508 Iteration 87Q: 3 clusters Score -1000890 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 2693 members Entering Unmasked Estep Score: -1000892.000000 Penalty: 4428.145508 Iteration 88Q: 3 clusters Score -1000892 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -1000894.250000 Penalty: 4428.145508 Iteration 89Q: 3 clusters Score -1000894 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -1000899.500000 Penalty: 4428.145508 Iteration 90Q: 3 clusters Score -1000900 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -1000903.375000 Penalty: 4428.145508 Iteration 91Q: 3 clusters Score -1000903 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1000905.562500 Penalty: 4428.145508 Iteration 92Q: 3 clusters Score -1000906 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -1000907.062500 Penalty: 4428.145508 Iteration 93Q: 3 clusters Score -1000907 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1000911.687500 Penalty: 4428.145508 Iteration 94Q: 3 clusters Score -1000912 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -1000914.062500 Penalty: 4428.145508 Iteration 95Q: 3 clusters Score -1000914 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -1000913.062500 Penalty: 4428.145508 Iteration 96Q: 3 clusters Score -1000913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -1000916.062500 Penalty: 4428.145508 Iteration 97Q: 3 clusters Score -1000916 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -1000914.687500 Penalty: 4428.145508 Iteration 98Q: 3 clusters Score -1000915 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -1000917.125000 Penalty: 4428.145508 Iteration 99Q: 3 clusters Score -1000917 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -1000915.812500 Penalty: 4428.145508 Iteration 100F: 3 clusters Score -1000916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1000916.687500 Penalty: 4428.145508 Iteration 101Q: 3 clusters Score -1000917 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4762 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -1000916.687500 Penalty: 4428.145508 Iteration 102F: 3 clusters Score -1000917 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12234 members Entering Unmasked Estep Score: -1516408.000000 Penalty: 2334.169434 Iteration 0F: 2 clusters Score -1516408 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -1507354.375000 Penalty: 4668.338867 Iteration 0F: 3 clusters Score -1507354 nChanged 5177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -1510411.125000 Penalty: 4668.338867 Iteration 1F: 3 clusters Score -1510411 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -1510989.500000 Penalty: 4668.338867 Iteration 2F: 3 clusters Score -1510990 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -1511474.500000 Penalty: 4668.338867 Iteration 3F: 3 clusters Score -1511474 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -1511927.625000 Penalty: 4668.338867 Iteration 4F: 3 clusters Score -1511928 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -1512379.375000 Penalty: 4668.338867 Iteration 5F: 3 clusters Score -1512379 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -1512785.375000 Penalty: 4668.338867 Iteration 6F: 3 clusters Score -1512785 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7611 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -1513115.750000 Penalty: 4668.338867 Iteration 7Q: 3 clusters Score -1513116 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -1513359.250000 Penalty: 4668.338867 Iteration 8Q: 3 clusters Score -1513359 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8096 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -1513553.625000 Penalty: 4668.338867 Iteration 9Q: 3 clusters Score -1513554 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -1513708.500000 Penalty: 4668.338867 Iteration 10Q: 3 clusters Score -1513708 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -1513860.750000 Penalty: 4668.338867 Iteration 11Q: 3 clusters Score -1513861 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -1513989.250000 Penalty: 4668.338867 Iteration 12Q: 3 clusters Score -1513989 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -1514108.125000 Penalty: 4668.338867 Iteration 13Q: 3 clusters Score -1514108 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1514199.250000 Penalty: 4668.338867 Iteration 14Q: 3 clusters Score -1514199 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -1514291.625000 Penalty: 4668.338867 Iteration 15Q: 3 clusters Score -1514292 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9519 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -1514377.625000 Penalty: 4668.338867 Iteration 16Q: 3 clusters Score -1514378 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9688 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -1514471.375000 Penalty: 4668.338867 Iteration 17Q: 3 clusters Score -1514471 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9856 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -1514576.250000 Penalty: 4668.338867 Iteration 18Q: 3 clusters Score -1514576 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10041 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -1514702.125000 Penalty: 4668.338867 Iteration 19Q: 3 clusters Score -1514702 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -1514799.875000 Penalty: 4668.338867 Iteration 20F: 3 clusters Score -1514800 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -1514872.625000 Penalty: 4668.338867 Iteration 21Q: 3 clusters Score -1514873 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -1514931.750000 Penalty: 4668.338867 Iteration 22Q: 3 clusters Score -1514932 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10499 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -1514981.875000 Penalty: 4668.338867 Iteration 23Q: 3 clusters Score -1514982 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10580 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1515031.375000 Penalty: 4668.338867 Iteration 24Q: 3 clusters Score -1515031 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -1515080.750000 Penalty: 4668.338867 Iteration 25Q: 3 clusters Score -1515081 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -1515122.250000 Penalty: 4668.338867 Iteration 26Q: 3 clusters Score -1515122 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1515147.125000 Penalty: 4668.338867 Iteration 27Q: 3 clusters Score -1515147 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10811 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1515164.125000 Penalty: 4668.338867 Iteration 28Q: 3 clusters Score -1515164 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10850 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1515184.375000 Penalty: 4668.338867 Iteration 29Q: 3 clusters Score -1515184 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10874 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -1515194.125000 Penalty: 4668.338867 Iteration 30Q: 3 clusters Score -1515194 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10894 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -1515203.375000 Penalty: 4668.338867 Iteration 31Q: 3 clusters Score -1515203 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10913 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -1515209.625000 Penalty: 4668.338867 Iteration 32Q: 3 clusters Score -1515210 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10922 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1515217.375000 Penalty: 4668.338867 Iteration 33Q: 3 clusters Score -1515217 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10937 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1515223.500000 Penalty: 4668.338867 Iteration 34Q: 3 clusters Score -1515224 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10957 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -1515237.375000 Penalty: 4668.338867 Iteration 35Q: 3 clusters Score -1515237 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10980 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1515246.750000 Penalty: 4668.338867 Iteration 36Q: 3 clusters Score -1515247 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -1515253.125000 Penalty: 4668.338867 Iteration 37Q: 3 clusters Score -1515253 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1515263.750000 Penalty: 4668.338867 Iteration 38Q: 3 clusters Score -1515264 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11030 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1515270.500000 Penalty: 4668.338867 Iteration 39Q: 3 clusters Score -1515270 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11037 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -1515270.750000 Penalty: 4668.338867 Iteration 40F: 3 clusters Score -1515271 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1515276.000000 Penalty: 4668.338867 Iteration 41Q: 3 clusters Score -1515276 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11053 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1515282.625000 Penalty: 4668.338867 Iteration 42Q: 3 clusters Score -1515283 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11065 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -1515286.625000 Penalty: 4668.338867 Iteration 43Q: 3 clusters Score -1515287 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11080 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1515297.875000 Penalty: 4668.338867 Iteration 44Q: 3 clusters Score -1515298 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11097 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -1515306.375000 Penalty: 4668.338867 Iteration 45Q: 3 clusters Score -1515306 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -1515320.625000 Penalty: 4668.338867 Iteration 46Q: 3 clusters Score -1515321 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11136 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -1515342.625000 Penalty: 4668.338867 Iteration 47Q: 3 clusters Score -1515343 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -1515369.500000 Penalty: 4668.338867 Iteration 48Q: 3 clusters Score -1515370 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -1515382.625000 Penalty: 4668.338867 Iteration 49Q: 3 clusters Score -1515383 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11191 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -1515391.000000 Penalty: 4668.338867 Iteration 50Q: 3 clusters Score -1515391 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1515397.125000 Penalty: 4668.338867 Iteration 51Q: 3 clusters Score -1515397 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11205 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -1515399.375000 Penalty: 4668.338867 Iteration 52Q: 3 clusters Score -1515399 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11207 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -1515399.875000 Penalty: 4668.338867 Iteration 53Q: 3 clusters Score -1515400 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11211 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -1515404.750000 Penalty: 4668.338867 Iteration 54Q: 3 clusters Score -1515405 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11215 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1515410.250000 Penalty: 4668.338867 Iteration 55Q: 3 clusters Score -1515410 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11220 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -1515411.375000 Penalty: 4668.338867 Iteration 56Q: 3 clusters Score -1515411 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11229 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1515417.375000 Penalty: 4668.338867 Iteration 57Q: 3 clusters Score -1515417 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11234 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -1515416.625000 Penalty: 4668.338867 Iteration 58Q: 3 clusters Score -1515417 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11240 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -1515420.875000 Penalty: 4668.338867 Iteration 59Q: 3 clusters Score -1515421 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11243 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1515420.625000 Penalty: 4668.338867 Iteration 60F: 3 clusters Score -1515421 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1515424.125000 Penalty: 4668.338867 Iteration 61Q: 3 clusters Score -1515424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11247 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -1515424.000000 Penalty: 4668.338867 Iteration 62Q: 3 clusters Score -1515424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11248 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1515424.625000 Penalty: 4668.338867 Iteration 63Q: 3 clusters Score -1515425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11250 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -1515425.000000 Penalty: 4668.338867 Iteration 64Q: 3 clusters Score -1515425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11252 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -1515426.625000 Penalty: 4668.338867 Iteration 65Q: 3 clusters Score -1515427 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11253 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1515427.625000 Penalty: 4668.338867 Iteration 66Q: 3 clusters Score -1515428 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11253 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -1515427.625000 Penalty: 4668.338867 Iteration 67F: 3 clusters Score -1515428 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Entering Unmasked Estep Score: -426589.031250 Penalty: 2020.886230 Iteration 0F: 2 clusters Score -426589 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 1712 members Entering Unmasked Estep Score: -423020.062500 Penalty: 4041.772461 Iteration 0F: 3 clusters Score -423020.1 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -423839.156250 Penalty: 4041.772461 Iteration 1F: 3 clusters Score -423839.2 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -424039.000000 Penalty: 4041.772461 Iteration 2F: 3 clusters Score -424039 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -424142.843750 Penalty: 4041.772461 Iteration 3Q: 3 clusters Score -424142.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -424217.343750 Penalty: 4041.772461 Iteration 4Q: 3 clusters Score -424217.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -424278.593750 Penalty: 4041.772461 Iteration 5Q: 3 clusters Score -424278.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -424322.531250 Penalty: 4041.772461 Iteration 6Q: 3 clusters Score -424322.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -424365.531250 Penalty: 4041.772461 Iteration 7Q: 3 clusters Score -424365.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -424398.937500 Penalty: 4041.772461 Iteration 8Q: 3 clusters Score -424398.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -424424.531250 Penalty: 4041.772461 Iteration 9Q: 3 clusters Score -424424.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -424454.187500 Penalty: 4041.772461 Iteration 10Q: 3 clusters Score -424454.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -424482.718750 Penalty: 4041.772461 Iteration 11Q: 3 clusters Score -424482.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -424506.843750 Penalty: 4041.772461 Iteration 12Q: 3 clusters Score -424506.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -424540.687500 Penalty: 4041.772461 Iteration 13Q: 3 clusters Score -424540.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -424574.468750 Penalty: 4041.772461 Iteration 14Q: 3 clusters Score -424574.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -424603.687500 Penalty: 4041.772461 Iteration 15Q: 3 clusters Score -424603.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -424631.437500 Penalty: 4041.772461 Iteration 16Q: 3 clusters Score -424631.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -424662.437500 Penalty: 4041.772461 Iteration 17Q: 3 clusters Score -424662.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -424691.468750 Penalty: 4041.772461 Iteration 18Q: 3 clusters Score -424691.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -424724.281250 Penalty: 4041.772461 Iteration 19Q: 3 clusters Score -424724.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -424750.187500 Penalty: 4041.772461 Iteration 20F: 3 clusters Score -424750.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -424779.687500 Penalty: 4041.772461 Iteration 21Q: 3 clusters Score -424779.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -424813.812500 Penalty: 4041.772461 Iteration 22Q: 3 clusters Score -424813.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -424838.500000 Penalty: 4041.772461 Iteration 23Q: 3 clusters Score -424838.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -424868.718750 Penalty: 4041.772461 Iteration 24Q: 3 clusters Score -424868.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -424895.500000 Penalty: 4041.772461 Iteration 25Q: 3 clusters Score -424895.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -424914.906250 Penalty: 4041.772461 Iteration 26Q: 3 clusters Score -424914.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -424926.968750 Penalty: 4041.772461 Iteration 27Q: 3 clusters Score -424927 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -424931.531250 Penalty: 4041.772461 Iteration 28Q: 3 clusters Score -424931.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -424933.718750 Penalty: 4041.772461 Iteration 29Q: 3 clusters Score -424933.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -424935.468750 Penalty: 4041.772461 Iteration 30Q: 3 clusters Score -424935.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -424937.812500 Penalty: 4041.772461 Iteration 31Q: 3 clusters Score -424937.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -424939.218750 Penalty: 4041.772461 Iteration 32Q: 3 clusters Score -424939.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -424941.812500 Penalty: 4041.772461 Iteration 33Q: 3 clusters Score -424941.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -424942.187500 Penalty: 4041.772461 Iteration 34Q: 3 clusters Score -424942.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -424942.750000 Penalty: 4041.772461 Iteration 35Q: 3 clusters Score -424942.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -424943.500000 Penalty: 4041.772461 Iteration 36Q: 3 clusters Score -424943.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -424944.125000 Penalty: 4041.772461 Iteration 37Q: 3 clusters Score -424944.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -424945.218750 Penalty: 4041.772461 Iteration 38Q: 3 clusters Score -424945.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -424946.250000 Penalty: 4041.772461 Iteration 39Q: 3 clusters Score -424946.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -424949.656250 Penalty: 4041.772461 Iteration 40F: 3 clusters Score -424949.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -424953.625000 Penalty: 4041.772461 Iteration 41Q: 3 clusters Score -424953.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -424955.187500 Penalty: 4041.772461 Iteration 42Q: 3 clusters Score -424955.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -424956.906250 Penalty: 4041.772461 Iteration 43Q: 3 clusters Score -424956.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -424959.031250 Penalty: 4041.772461 Iteration 44Q: 3 clusters Score -424959 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -424960.718750 Penalty: 4041.772461 Iteration 45Q: 3 clusters Score -424960.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -424963.406250 Penalty: 4041.772461 Iteration 46Q: 3 clusters Score -424963.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -424966.218750 Penalty: 4041.772461 Iteration 47Q: 3 clusters Score -424966.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -424968.281250 Penalty: 4041.772461 Iteration 48Q: 3 clusters Score -424968.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -424975.937500 Penalty: 4041.772461 Iteration 49Q: 3 clusters Score -424975.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -424979.687500 Penalty: 4041.772461 Iteration 50Q: 3 clusters Score -424979.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -424987.843750 Penalty: 4041.772461 Iteration 51Q: 3 clusters Score -424987.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -424991.937500 Penalty: 4041.772461 Iteration 52Q: 3 clusters Score -424991.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2457 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -424995.812500 Penalty: 4041.772461 Iteration 53Q: 3 clusters Score -424995.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -424998.250000 Penalty: 4041.772461 Iteration 54Q: 3 clusters Score -424998.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -425000.812500 Penalty: 4041.772461 Iteration 55Q: 3 clusters Score -425000.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -425001.468750 Penalty: 4041.772461 Iteration 56Q: 3 clusters Score -425001.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -425002.343750 Penalty: 4041.772461 Iteration 57Q: 3 clusters Score -425002.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -425003.031250 Penalty: 4041.772461 Iteration 58Q: 3 clusters Score -425003 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -425003.031250 Penalty: 4041.772461 Iteration 59F: 3 clusters Score -425003 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25775 members Entering Unmasked Estep Score: -3413585.000000 Penalty: 2518.975830 Iteration 0F: 2 clusters Score -3413585 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12878 members Mstep: Class 2 contains 12897 members Entering Unmasked Estep Score: -3395771.750000 Penalty: 5037.951660 Iteration 0F: 3 clusters Score -3395772 nChanged 11577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13007 members Mstep: Class 2 contains 12768 members Entering Unmasked Estep Score: -3401966.750000 Penalty: 5037.951660 Iteration 1F: 3 clusters Score -3401967 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13163 members Mstep: Class 2 contains 12612 members Entering Unmasked Estep Score: -3402413.500000 Penalty: 5037.951660 Iteration 2F: 3 clusters Score -3402414 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 12393 members Entering Unmasked Estep Score: -3402809.500000 Penalty: 5037.951660 Iteration 3Q: 3 clusters Score -3402810 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13644 members Mstep: Class 2 contains 12131 members Entering Unmasked Estep Score: -3403166.250000 Penalty: 5037.951660 Iteration 4Q: 3 clusters Score -3403166 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14008 members Mstep: Class 2 contains 11767 members Entering Unmasked Estep Score: -3403542.500000 Penalty: 5037.951660 Iteration 5Q: 3 clusters Score -3403542 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 11342 members Entering Unmasked Estep Score: -3403929.750000 Penalty: 5037.951660 Iteration 6Q: 3 clusters Score -3403930 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14952 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -3404407.750000 Penalty: 5037.951660 Iteration 7Q: 3 clusters Score -3404408 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -3404935.250000 Penalty: 5037.951660 Iteration 8Q: 3 clusters Score -3404935 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -3405541.250000 Penalty: 5037.951660 Iteration 9Q: 3 clusters Score -3405541 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17242 members Mstep: Class 2 contains 8533 members Entering Unmasked Estep Score: -3406208.000000 Penalty: 5037.951660 Iteration 10Q: 3 clusters Score -3406208 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18163 members Mstep: Class 2 contains 7612 members Entering Unmasked Estep Score: -3406898.500000 Penalty: 5037.951660 Iteration 11Q: 3 clusters Score -3406898 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19067 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -3407609.500000 Penalty: 5037.951660 Iteration 12Q: 3 clusters Score -3407610 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19894 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -3408245.250000 Penalty: 5037.951660 Iteration 13Q: 3 clusters Score -3408245 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20658 members Mstep: Class 2 contains 5117 members Entering Unmasked Estep Score: -3408891.000000 Penalty: 5037.951660 Iteration 14Q: 3 clusters Score -3408891 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21285 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -3409382.750000 Penalty: 5037.951660 Iteration 15Q: 3 clusters Score -3409383 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21822 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -3409806.500000 Penalty: 5037.951660 Iteration 16Q: 3 clusters Score -3409806 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22274 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -3410153.250000 Penalty: 5037.951660 Iteration 17Q: 3 clusters Score -3410153 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22621 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -3410406.000000 Penalty: 5037.951660 Iteration 18Q: 3 clusters Score -3410406 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22897 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -3410571.500000 Penalty: 5037.951660 Iteration 19Q: 3 clusters Score -3410572 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23117 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -3410722.250000 Penalty: 5037.951660 Iteration 20F: 3 clusters Score -3410722 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23320 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -3410842.250000 Penalty: 5037.951660 Iteration 21Q: 3 clusters Score -3410842 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23478 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -3410926.500000 Penalty: 5037.951660 Iteration 22Q: 3 clusters Score -3410926 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23604 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -3410989.750000 Penalty: 5037.951660 Iteration 23Q: 3 clusters Score -3410990 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23718 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -3411054.250000 Penalty: 5037.951660 Iteration 24Q: 3 clusters Score -3411054 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23831 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -3411122.500000 Penalty: 5037.951660 Iteration 25Q: 3 clusters Score -3411122 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23941 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -3411179.750000 Penalty: 5037.951660 Iteration 26Q: 3 clusters Score -3411180 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24043 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -3411235.750000 Penalty: 5037.951660 Iteration 27Q: 3 clusters Score -3411236 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24128 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -3411294.250000 Penalty: 5037.951660 Iteration 28Q: 3 clusters Score -3411294 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24219 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -3411338.000000 Penalty: 5037.951660 Iteration 29Q: 3 clusters Score -3411338 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24290 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -3411373.250000 Penalty: 5037.951660 Iteration 30Q: 3 clusters Score -3411373 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24347 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -3411402.500000 Penalty: 5037.951660 Iteration 31Q: 3 clusters Score -3411402 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24383 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -3411422.750000 Penalty: 5037.951660 Iteration 32Q: 3 clusters Score -3411423 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24415 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -3411435.000000 Penalty: 5037.951660 Iteration 33Q: 3 clusters Score -3411435 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24441 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3411454.000000 Penalty: 5037.951660 Iteration 34Q: 3 clusters Score -3411454 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24468 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -3411466.250000 Penalty: 5037.951660 Iteration 35Q: 3 clusters Score -3411466 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24494 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -3411467.250000 Penalty: 5037.951660 Iteration 36Q: 3 clusters Score -3411467 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24523 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -3411488.750000 Penalty: 5037.951660 Iteration 37Q: 3 clusters Score -3411489 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24553 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -3411498.500000 Penalty: 5037.951660 Iteration 38Q: 3 clusters Score -3411498 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24583 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -3411523.500000 Penalty: 5037.951660 Iteration 39Q: 3 clusters Score -3411524 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24618 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -3411534.250000 Penalty: 5037.951660 Iteration 40F: 3 clusters Score -3411534 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24646 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -3411551.750000 Penalty: 5037.951660 Iteration 41Q: 3 clusters Score -3411552 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24676 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -3411569.000000 Penalty: 5037.951660 Iteration 42Q: 3 clusters Score -3411569 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24701 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -3411584.250000 Penalty: 5037.951660 Iteration 43Q: 3 clusters Score -3411584 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24727 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -3411595.250000 Penalty: 5037.951660 Iteration 44Q: 3 clusters Score -3411595 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24751 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -3411608.000000 Penalty: 5037.951660 Iteration 45Q: 3 clusters Score -3411608 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24767 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -3411620.000000 Penalty: 5037.951660 Iteration 46Q: 3 clusters Score -3411620 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24781 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -3411622.000000 Penalty: 5037.951660 Iteration 47Q: 3 clusters Score -3411622 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24793 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -3411623.750000 Penalty: 5037.951660 Iteration 48Q: 3 clusters Score -3411624 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24803 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -3411634.250000 Penalty: 5037.951660 Iteration 49Q: 3 clusters Score -3411634 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24808 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -3411635.750000 Penalty: 5037.951660 Iteration 50Q: 3 clusters Score -3411636 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24818 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -3411640.500000 Penalty: 5037.951660 Iteration 51Q: 3 clusters Score -3411640 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24832 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -3411648.750000 Penalty: 5037.951660 Iteration 52Q: 3 clusters Score -3411649 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24845 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -3411651.250000 Penalty: 5037.951660 Iteration 53Q: 3 clusters Score -3411651 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24866 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -3411666.000000 Penalty: 5037.951660 Iteration 54Q: 3 clusters Score -3411666 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24873 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -3411666.500000 Penalty: 5037.951660 Iteration 55Q: 3 clusters Score -3411666 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24881 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -3411668.000000 Penalty: 5037.951660 Iteration 56Q: 3 clusters Score -3411668 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24889 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -3411676.000000 Penalty: 5037.951660 Iteration 57Q: 3 clusters Score -3411676 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24897 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -3411678.750000 Penalty: 5037.951660 Iteration 58Q: 3 clusters Score -3411679 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24901 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -3411682.750000 Penalty: 5037.951660 Iteration 59Q: 3 clusters Score -3411683 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24905 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -3411685.250000 Penalty: 5037.951660 Iteration 60F: 3 clusters Score -3411685 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24904 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -3411687.250000 Penalty: 5037.951660 Iteration 61Q: 3 clusters Score -3411687 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24908 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -3411684.250000 Penalty: 5037.951660 Iteration 62Q: 3 clusters Score -3411684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24911 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -3411687.250000 Penalty: 5037.951660 Iteration 63Q: 3 clusters Score -3411687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24912 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -3411686.500000 Penalty: 5037.951660 Iteration 64Q: 3 clusters Score -3411686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24913 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -3411686.750000 Penalty: 5037.951660 Iteration 65Q: 3 clusters Score -3411687 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24915 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -3411688.000000 Penalty: 5037.951660 Iteration 66Q: 3 clusters Score -3411688 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24917 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -3411691.750000 Penalty: 5037.951660 Iteration 67Q: 3 clusters Score -3411692 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24922 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -3411690.750000 Penalty: 5037.951660 Iteration 68Q: 3 clusters Score -3411691 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24929 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -3411698.000000 Penalty: 5037.951660 Iteration 69Q: 3 clusters Score -3411698 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24934 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -3411705.250000 Penalty: 5037.951660 Iteration 70Q: 3 clusters Score -3411705 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24934 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -3411705.750000 Penalty: 5037.951660 Iteration 71Q: 3 clusters Score -3411706 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24936 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -3411704.750000 Penalty: 5037.951660 Iteration 72Q: 3 clusters Score -3411705 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24936 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -3411712.250000 Penalty: 5037.951660 Iteration 73Q: 3 clusters Score -3411712 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24936 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -3411712.250000 Penalty: 5037.951660 Iteration 74F: 3 clusters Score -3411712 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Entering Unmasked Estep Score: -149907.546875 Penalty: 1745.835815 Iteration 0F: 2 clusters Score -149907.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -147843.281250 Penalty: 3491.671631 Iteration 0F: 3 clusters Score -147843.3 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -148150.015625 Penalty: 3491.671631 Iteration 1F: 3 clusters Score -148150 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -148240.343750 Penalty: 3491.671631 Iteration 2F: 3 clusters Score -148240.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -148286.171875 Penalty: 3491.671631 Iteration 3Q: 3 clusters Score -148286.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -148316.406250 Penalty: 3491.671631 Iteration 4Q: 3 clusters Score -148316.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -148342.078125 Penalty: 3491.671631 Iteration 5Q: 3 clusters Score -148342.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -148360.484375 Penalty: 3491.671631 Iteration 6Q: 3 clusters Score -148360.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -148364.921875 Penalty: 3491.671631 Iteration 7Q: 3 clusters Score -148364.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -148371.390625 Penalty: 3491.671631 Iteration 8Q: 3 clusters Score -148371.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -148376.156250 Penalty: 3491.671631 Iteration 9Q: 3 clusters Score -148376.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -148379.640625 Penalty: 3491.671631 Iteration 10Q: 3 clusters Score -148379.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -148383.921875 Penalty: 3491.671631 Iteration 11Q: 3 clusters Score -148383.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -148388.984375 Penalty: 3491.671631 Iteration 12Q: 3 clusters Score -148389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -148390.093750 Penalty: 3491.671631 Iteration 13Q: 3 clusters Score -148390.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -148390.484375 Penalty: 3491.671631 Iteration 14Q: 3 clusters Score -148390.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -148390.484375 Penalty: 3491.671631 Iteration 15F: 3 clusters Score -148390.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 100942 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 193 members Mstep: Class 5 contains 65230 members Mstep: Class 6 contains 847 members Mstep: Class 7 contains 144672 members Mstep: Class 8 contains 124654 members Mstep: Class 9 contains 9259 members Mstep: Class 10 contains 40046 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 287 members Mstep: Class 13 contains 99963 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 691 members Mstep: Class 16 contains 5419 members Mstep: Class 17 contains 7538 members Mstep: Class 18 contains 12234 members Mstep: Class 19 contains 3459 members Mstep: Class 20 contains 25775 members Mstep: Class 21 contains 1141 members Entering Unmasked Estep ConsiderDeletion Score: -85863032.000000 Penalty: 73072.671875 Iteration 79Q: 23 clusters Score -8.586303e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 100979 members Mstep: Class 3 contains 488 members Mstep: Class 4 contains 193 members Mstep: Class 5 contains 65206 members Mstep: Class 6 contains 846 members Mstep: Class 7 contains 144666 members Mstep: Class 8 contains 124640 members Mstep: Class 9 contains 9274 members Mstep: Class 10 contains 40045 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 288 members Mstep: Class 13 contains 99964 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 693 members Mstep: Class 16 contains 5408 members Mstep: Class 17 contains 7548 members Mstep: Class 18 contains 12230 members Mstep: Class 19 contains 3467 members Mstep: Class 20 contains 25761 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863072.000000 Penalty: 73072.671875 Iteration 80F: 23 clusters Score -8.586307e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101017 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 196 members Mstep: Class 5 contains 65183 members Mstep: Class 6 contains 845 members Mstep: Class 7 contains 144656 members Mstep: Class 8 contains 124634 members Mstep: Class 9 contains 9284 members Mstep: Class 10 contains 40039 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 288 members Mstep: Class 13 contains 99920 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 696 members Mstep: Class 16 contains 5396 members Mstep: Class 17 contains 7559 members Mstep: Class 18 contains 12212 members Mstep: Class 19 contains 3533 members Mstep: Class 20 contains 25754 members Mstep: Class 21 contains 1141 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863224.000000 Penalty: 73072.671875 Iteration 81Q: 23 clusters Score -8.586322e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 101037 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 200 members Mstep: Class 5 contains 65155 members Mstep: Class 6 contains 843 members Mstep: Class 7 contains 144652 members Mstep: Class 8 contains 124625 members Mstep: Class 9 contains 9293 members Mstep: Class 10 contains 40037 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 284 members Mstep: Class 13 contains 99897 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 697 members Mstep: Class 16 contains 5391 members Mstep: Class 17 contains 7573 members Mstep: Class 18 contains 12198 members Mstep: Class 19 contains 3587 members Mstep: Class 20 contains 25740 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863360.000000 Penalty: 73072.671875 Iteration 82Q: 23 clusters Score -8.586336e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 101074 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65139 members Mstep: Class 6 contains 842 members Mstep: Class 7 contains 144645 members Mstep: Class 8 contains 124626 members Mstep: Class 9 contains 9295 members Mstep: Class 10 contains 40041 members Mstep: Class 11 contains 5246 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 99881 members Mstep: Class 14 contains 1224 members Mstep: Class 15 contains 694 members Mstep: Class 16 contains 5384 members Mstep: Class 17 contains 7579 members Mstep: Class 18 contains 12184 members Mstep: Class 19 contains 3617 members Mstep: Class 20 contains 25719 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863384.000000 Penalty: 73072.671875 Iteration 83Q: 23 clusters Score -8.586338e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 101107 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65124 members Mstep: Class 6 contains 842 members Mstep: Class 7 contains 144635 members Mstep: Class 8 contains 124623 members Mstep: Class 9 contains 9295 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 99858 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 696 members Mstep: Class 16 contains 5378 members Mstep: Class 17 contains 7590 members Mstep: Class 18 contains 12187 members Mstep: Class 19 contains 3644 members Mstep: Class 20 contains 25693 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863496.000000 Penalty: 73072.671875 Iteration 84Q: 23 clusters Score -8.58635e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 101152 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65117 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144631 members Mstep: Class 8 contains 124617 members Mstep: Class 9 contains 9297 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 99843 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 700 members Mstep: Class 16 contains 5374 members Mstep: Class 17 contains 7590 members Mstep: Class 18 contains 12180 members Mstep: Class 19 contains 3656 members Mstep: Class 20 contains 25674 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863440.000000 Penalty: 73072.671875 Iteration 85Q: 23 clusters Score -8.586344e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 101181 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65112 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144625 members Mstep: Class 8 contains 124608 members Mstep: Class 9 contains 9298 members Mstep: Class 10 contains 40055 members Mstep: Class 11 contains 5243 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 99828 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 702 members Mstep: Class 16 contains 5371 members Mstep: Class 17 contains 7595 members Mstep: Class 18 contains 12184 members Mstep: Class 19 contains 3666 members Mstep: Class 20 contains 25655 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863352.000000 Penalty: 73072.671875 Iteration 86Q: 23 clusters Score -8.586335e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 101196 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65105 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144624 members Mstep: Class 8 contains 124601 members Mstep: Class 9 contains 9298 members Mstep: Class 10 contains 40056 members Mstep: Class 11 contains 5243 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 99819 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 5371 members Mstep: Class 17 contains 7602 members Mstep: Class 18 contains 12182 members Mstep: Class 19 contains 3684 members Mstep: Class 20 contains 25638 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863400.000000 Penalty: 73072.671875 Iteration 87Q: 23 clusters Score -8.58634e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 101215 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65099 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144617 members Mstep: Class 8 contains 124600 members Mstep: Class 9 contains 9300 members Mstep: Class 10 contains 40053 members Mstep: Class 11 contains 5243 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 99809 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 704 members Mstep: Class 16 contains 5372 members Mstep: Class 17 contains 7605 members Mstep: Class 18 contains 12177 members Mstep: Class 19 contains 3704 members Mstep: Class 20 contains 25625 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863424.000000 Penalty: 73072.671875 Iteration 88Q: 23 clusters Score -8.586342e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 101235 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65093 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144615 members Mstep: Class 8 contains 124595 members Mstep: Class 9 contains 9301 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 99798 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 705 members Mstep: Class 16 contains 5372 members Mstep: Class 17 contains 7608 members Mstep: Class 18 contains 12174 members Mstep: Class 19 contains 3718 members Mstep: Class 20 contains 25615 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863384.000000 Penalty: 73072.671875 Iteration 89Q: 23 clusters Score -8.586338e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 101255 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65087 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144609 members Mstep: Class 8 contains 124592 members Mstep: Class 9 contains 9302 members Mstep: Class 10 contains 40049 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 99795 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 706 members Mstep: Class 16 contains 5371 members Mstep: Class 17 contains 7610 members Mstep: Class 18 contains 12169 members Mstep: Class 19 contains 3731 members Mstep: Class 20 contains 25604 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863416.000000 Penalty: 73072.671875 Iteration 90Q: 23 clusters Score -8.586342e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 101269 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65081 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144607 members Mstep: Class 8 contains 124590 members Mstep: Class 9 contains 9304 members Mstep: Class 10 contains 40053 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 283 members Mstep: Class 13 contains 99791 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 707 members Mstep: Class 16 contains 5373 members Mstep: Class 17 contains 7612 members Mstep: Class 18 contains 12166 members Mstep: Class 19 contains 3736 members Mstep: Class 20 contains 25591 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863360.000000 Penalty: 73072.671875 Iteration 91Q: 23 clusters Score -8.586336e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 101275 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65076 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144599 members Mstep: Class 8 contains 124579 members Mstep: Class 9 contains 9309 members Mstep: Class 10 contains 40054 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 284 members Mstep: Class 13 contains 99789 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 708 members Mstep: Class 16 contains 5372 members Mstep: Class 17 contains 7616 members Mstep: Class 18 contains 12178 members Mstep: Class 19 contains 3738 members Mstep: Class 20 contains 25586 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863328.000000 Penalty: 73072.671875 Iteration 92Q: 23 clusters Score -8.586333e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 101290 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 202 members Mstep: Class 5 contains 65070 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144592 members Mstep: Class 8 contains 124566 members Mstep: Class 9 contains 9312 members Mstep: Class 10 contains 40056 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99788 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 708 members Mstep: Class 16 contains 5372 members Mstep: Class 17 contains 7622 members Mstep: Class 18 contains 12184 members Mstep: Class 19 contains 3738 members Mstep: Class 20 contains 25581 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863320.000000 Penalty: 73072.671875 Iteration 93Q: 23 clusters Score -8.586332e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 101300 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65060 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144586 members Mstep: Class 8 contains 124564 members Mstep: Class 9 contains 9316 members Mstep: Class 10 contains 40055 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99785 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 708 members Mstep: Class 16 contains 5372 members Mstep: Class 17 contains 7629 members Mstep: Class 18 contains 12186 members Mstep: Class 19 contains 3738 members Mstep: Class 20 contains 25579 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863336.000000 Penalty: 73072.671875 Iteration 94Q: 23 clusters Score -8.586334e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5416 members Mstep: Class 2 contains 101309 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65050 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144583 members Mstep: Class 8 contains 124559 members Mstep: Class 9 contains 9319 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99788 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 708 members Mstep: Class 16 contains 5371 members Mstep: Class 17 contains 7634 members Mstep: Class 18 contains 12186 members Mstep: Class 19 contains 3746 members Mstep: Class 20 contains 25574 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863432.000000 Penalty: 73072.671875 Iteration 95Q: 23 clusters Score -8.586343e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 101320 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65047 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144582 members Mstep: Class 8 contains 124558 members Mstep: Class 9 contains 9323 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99787 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5370 members Mstep: Class 17 contains 7636 members Mstep: Class 18 contains 12181 members Mstep: Class 19 contains 3752 members Mstep: Class 20 contains 25565 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863368.000000 Penalty: 73072.671875 Iteration 96Q: 23 clusters Score -8.586337e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 101334 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65042 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144577 members Mstep: Class 8 contains 124555 members Mstep: Class 9 contains 9325 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99785 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5369 members Mstep: Class 17 contains 7641 members Mstep: Class 18 contains 12183 members Mstep: Class 19 contains 3752 members Mstep: Class 20 contains 25559 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863336.000000 Penalty: 73072.671875 Iteration 97Q: 23 clusters Score -8.586334e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 101340 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65039 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144574 members Mstep: Class 8 contains 124556 members Mstep: Class 9 contains 9328 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99783 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5368 members Mstep: Class 17 contains 7642 members Mstep: Class 18 contains 12182 members Mstep: Class 19 contains 3755 members Mstep: Class 20 contains 25552 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863304.000000 Penalty: 73072.671875 Iteration 98Q: 23 clusters Score -8.58633e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 101349 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65037 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144570 members Mstep: Class 8 contains 124553 members Mstep: Class 9 contains 9330 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99780 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5368 members Mstep: Class 17 contains 7643 members Mstep: Class 18 contains 12184 members Mstep: Class 19 contains 3757 members Mstep: Class 20 contains 25550 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863280.000000 Penalty: 73072.671875 Iteration 99Q: 23 clusters Score -8.586328e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 101352 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65036 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144569 members Mstep: Class 8 contains 124550 members Mstep: Class 9 contains 9332 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99780 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5368 members Mstep: Class 17 contains 7644 members Mstep: Class 18 contains 12186 members Mstep: Class 19 contains 3757 members Mstep: Class 20 contains 25547 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863304.000000 Penalty: 73072.671875 Iteration 100F: 23 clusters Score -8.58633e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 101350 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65033 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144571 members Mstep: Class 8 contains 124548 members Mstep: Class 9 contains 9336 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99781 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5368 members Mstep: Class 17 contains 7645 members Mstep: Class 18 contains 12187 members Mstep: Class 19 contains 3758 members Mstep: Class 20 contains 25544 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863328.000000 Penalty: 73072.671875 Iteration 101Q: 23 clusters Score -8.586333e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 101353 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65031 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144570 members Mstep: Class 8 contains 124546 members Mstep: Class 9 contains 9339 members Mstep: Class 10 contains 40052 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99778 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5367 members Mstep: Class 17 contains 7647 members Mstep: Class 18 contains 12186 members Mstep: Class 19 contains 3763 members Mstep: Class 20 contains 25540 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863336.000000 Penalty: 73072.671875 Iteration 102Q: 23 clusters Score -8.586334e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 101355 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65032 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144570 members Mstep: Class 8 contains 124544 members Mstep: Class 9 contains 9341 members Mstep: Class 10 contains 40055 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99774 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7648 members Mstep: Class 18 contains 12182 members Mstep: Class 19 contains 3769 members Mstep: Class 20 contains 25536 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863368.000000 Penalty: 73072.671875 Iteration 103Q: 23 clusters Score -8.586337e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101361 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65029 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144567 members Mstep: Class 8 contains 124543 members Mstep: Class 9 contains 9345 members Mstep: Class 10 contains 40055 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99773 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7650 members Mstep: Class 18 contains 12184 members Mstep: Class 19 contains 3769 members Mstep: Class 20 contains 25531 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863288.000000 Penalty: 73072.671875 Iteration 104Q: 23 clusters Score -8.586329e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101367 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65025 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144565 members Mstep: Class 8 contains 124542 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40055 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99767 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7653 members Mstep: Class 18 contains 12187 members Mstep: Class 19 contains 3774 members Mstep: Class 20 contains 25524 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863312.000000 Penalty: 73072.671875 Iteration 105Q: 23 clusters Score -8.586331e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101366 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65021 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144565 members Mstep: Class 8 contains 124543 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40056 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99766 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7656 members Mstep: Class 18 contains 12186 members Mstep: Class 19 contains 3774 members Mstep: Class 20 contains 25521 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863352.000000 Penalty: 73072.671875 Iteration 106Q: 23 clusters Score -8.586335e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101370 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65013 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144566 members Mstep: Class 8 contains 124543 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40056 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99768 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7661 members Mstep: Class 18 contains 12182 members Mstep: Class 19 contains 3777 members Mstep: Class 20 contains 25518 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863352.000000 Penalty: 73072.671875 Iteration 107Q: 23 clusters Score -8.586335e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101379 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65008 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144566 members Mstep: Class 8 contains 124544 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40056 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99768 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7664 members Mstep: Class 18 contains 12179 members Mstep: Class 19 contains 3778 members Mstep: Class 20 contains 25512 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863304.000000 Penalty: 73072.671875 Iteration 108Q: 23 clusters Score -8.58633e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101391 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65006 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144565 members Mstep: Class 8 contains 124542 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40057 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99768 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7665 members Mstep: Class 18 contains 12178 members Mstep: Class 19 contains 3778 members Mstep: Class 20 contains 25504 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863320.000000 Penalty: 73072.671875 Iteration 109Q: 23 clusters Score -8.586332e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101398 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 65001 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144563 members Mstep: Class 8 contains 124542 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40057 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99773 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7668 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3779 members Mstep: Class 20 contains 25497 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863344.000000 Penalty: 73072.671875 Iteration 110Q: 23 clusters Score -8.586334e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101404 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64998 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144562 members Mstep: Class 8 contains 124544 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40058 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99773 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7672 members Mstep: Class 18 contains 12174 members Mstep: Class 19 contains 3779 members Mstep: Class 20 contains 25490 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863384.000000 Penalty: 73072.671875 Iteration 111Q: 23 clusters Score -8.586338e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101406 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64995 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144559 members Mstep: Class 8 contains 124542 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99773 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7674 members Mstep: Class 18 contains 12177 members Mstep: Class 19 contains 3781 members Mstep: Class 20 contains 25488 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863400.000000 Penalty: 73072.671875 Iteration 112Q: 23 clusters Score -8.58634e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101410 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64991 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144556 members Mstep: Class 8 contains 124540 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99774 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12180 members Mstep: Class 19 contains 3781 members Mstep: Class 20 contains 25488 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863376.000000 Penalty: 73072.671875 Iteration 113Q: 23 clusters Score -8.586338e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101411 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64990 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144554 members Mstep: Class 8 contains 124540 members Mstep: Class 9 contains 9355 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99774 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12180 members Mstep: Class 19 contains 3782 members Mstep: Class 20 contains 25487 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863352.000000 Penalty: 73072.671875 Iteration 114Q: 23 clusters Score -8.586335e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101414 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64990 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144552 members Mstep: Class 8 contains 124540 members Mstep: Class 9 contains 9358 members Mstep: Class 10 contains 40058 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99774 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12181 members Mstep: Class 19 contains 3783 members Mstep: Class 20 contains 25482 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863392.000000 Penalty: 73072.671875 Iteration 115Q: 23 clusters Score -8.586339e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101416 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64990 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144551 members Mstep: Class 8 contains 124541 members Mstep: Class 9 contains 9360 members Mstep: Class 10 contains 40057 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12181 members Mstep: Class 19 contains 3783 members Mstep: Class 20 contains 25478 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863392.000000 Penalty: 73072.671875 Iteration 116Q: 23 clusters Score -8.586339e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101419 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64990 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144551 members Mstep: Class 8 contains 124541 members Mstep: Class 9 contains 9361 members Mstep: Class 10 contains 40057 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99774 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12181 members Mstep: Class 19 contains 3784 members Mstep: Class 20 contains 25474 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863400.000000 Penalty: 73072.671875 Iteration 117Q: 23 clusters Score -8.58634e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101424 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64990 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144551 members Mstep: Class 8 contains 124541 members Mstep: Class 9 contains 9361 members Mstep: Class 10 contains 40058 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99773 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12180 members Mstep: Class 19 contains 3785 members Mstep: Class 20 contains 25469 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863432.000000 Penalty: 73072.671875 Iteration 118Q: 23 clusters Score -8.586343e+07 nChanged 15 Entering ConstructFrom: Score: -85863432.000000 Penalty: 73072.671875 Entering ConstructFrom: Trying to split cluster 1 (5411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Entering Unmasked Estep Score: -683600.937500 Penalty: 2131.854980 Iteration 0F: 2 clusters Score -683600.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -678791.687500 Penalty: 4263.709961 Iteration 0F: 3 clusters Score -678791.7 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -680018.000000 Penalty: 4263.709961 Iteration 1F: 3 clusters Score -680018 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -680375.687500 Penalty: 4263.709961 Iteration 2F: 3 clusters Score -680375.7 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -680661.062500 Penalty: 4263.709961 Iteration 3F: 3 clusters Score -680661.1 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -680919.500000 Penalty: 4263.709961 Iteration 4F: 3 clusters Score -680919.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -681119.562500 Penalty: 4263.709961 Iteration 5Q: 3 clusters Score -681119.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -681302.625000 Penalty: 4263.709961 Iteration 6Q: 3 clusters Score -681302.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -681451.187500 Penalty: 4263.709961 Iteration 7Q: 3 clusters Score -681451.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -681560.187500 Penalty: 4263.709961 Iteration 8Q: 3 clusters Score -681560.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -681635.562500 Penalty: 4263.709961 Iteration 9Q: 3 clusters Score -681635.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -681686.937500 Penalty: 4263.709961 Iteration 10Q: 3 clusters Score -681686.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -681717.687500 Penalty: 4263.709961 Iteration 11Q: 3 clusters Score -681717.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -681731.625000 Penalty: 4263.709961 Iteration 12Q: 3 clusters Score -681731.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -681746.312500 Penalty: 4263.709961 Iteration 13Q: 3 clusters Score -681746.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -681757.937500 Penalty: 4263.709961 Iteration 14Q: 3 clusters Score -681757.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -681775.937500 Penalty: 4263.709961 Iteration 15Q: 3 clusters Score -681775.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -681798.937500 Penalty: 4263.709961 Iteration 16Q: 3 clusters Score -681798.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -681820.375000 Penalty: 4263.709961 Iteration 17Q: 3 clusters Score -681820.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -681838.062500 Penalty: 4263.709961 Iteration 18Q: 3 clusters Score -681838.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -681850.937500 Penalty: 4263.709961 Iteration 19Q: 3 clusters Score -681850.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -681864.062500 Penalty: 4263.709961 Iteration 20F: 3 clusters Score -681864.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -681872.000000 Penalty: 4263.709961 Iteration 21Q: 3 clusters Score -681872 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -681880.312500 Penalty: 4263.709961 Iteration 22Q: 3 clusters Score -681880.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -681886.000000 Penalty: 4263.709961 Iteration 23Q: 3 clusters Score -681886 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -681887.812500 Penalty: 4263.709961 Iteration 24Q: 3 clusters Score -681887.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -681893.312500 Penalty: 4263.709961 Iteration 25Q: 3 clusters Score -681893.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -681899.062500 Penalty: 4263.709961 Iteration 26Q: 3 clusters Score -681899.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -681906.437500 Penalty: 4263.709961 Iteration 27Q: 3 clusters Score -681906.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -681908.937500 Penalty: 4263.709961 Iteration 28Q: 3 clusters Score -681908.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -681910.562500 Penalty: 4263.709961 Iteration 29Q: 3 clusters Score -681910.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -681912.312500 Penalty: 4263.709961 Iteration 30Q: 3 clusters Score -681912.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -681913.875000 Penalty: 4263.709961 Iteration 31Q: 3 clusters Score -681913.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -681912.875000 Penalty: 4263.709961 Iteration 32Q: 3 clusters Score -681912.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -681913.375000 Penalty: 4263.709961 Iteration 33Q: 3 clusters Score -681913.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -681915.750000 Penalty: 4263.709961 Iteration 34Q: 3 clusters Score -681915.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -681915.125000 Penalty: 4263.709961 Iteration 35Q: 3 clusters Score -681915.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -681915.125000 Penalty: 4263.709961 Iteration 36F: 3 clusters Score -681915.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (101434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101434 members Entering Unmasked Estep Score: -13408965.000000 Penalty: 2858.736572 Iteration 0F: 2 clusters Score -1.340896e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50814 members Mstep: Class 2 contains 50620 members Entering Unmasked Estep Score: -13341169.000000 Penalty: 5717.473145 Iteration 0F: 3 clusters Score -1.334117e+07 nChanged 47956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51476 members Mstep: Class 2 contains 49958 members Entering Unmasked Estep Score: -13368353.000000 Penalty: 5717.473145 Iteration 1F: 3 clusters Score -1.336835e+07 nChanged 3322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52042 members Mstep: Class 2 contains 49392 members Entering Unmasked Estep Score: -13369069.000000 Penalty: 5717.473145 Iteration 2Q: 3 clusters Score -1.336907e+07 nChanged 3220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52968 members Mstep: Class 2 contains 48466 members Entering Unmasked Estep Score: -13369806.000000 Penalty: 5717.473145 Iteration 3Q: 3 clusters Score -1.336981e+07 nChanged 3379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54413 members Mstep: Class 2 contains 47021 members Entering Unmasked Estep Score: -13370812.000000 Penalty: 5717.473145 Iteration 4Q: 3 clusters Score -1.337081e+07 nChanged 3597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56536 members Mstep: Class 2 contains 44898 members Entering Unmasked Estep Score: -13372039.000000 Penalty: 5717.473145 Iteration 5Q: 3 clusters Score -1.337204e+07 nChanged 3994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59594 members Mstep: Class 2 contains 41840 members Entering Unmasked Estep Score: -13373709.000000 Penalty: 5717.473145 Iteration 6Q: 3 clusters Score -1.337371e+07 nChanged 4951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63909 members Mstep: Class 2 contains 37525 members Entering Unmasked Estep Score: -13376164.000000 Penalty: 5717.473145 Iteration 7Q: 3 clusters Score -1.337616e+07 nChanged 6085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69648 members Mstep: Class 2 contains 31786 members Entering Unmasked Estep Score: -13380020.000000 Penalty: 5717.473145 Iteration 8F: 3 clusters Score -1.338002e+07 nChanged 6993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76475 members Mstep: Class 2 contains 24959 members Entering Unmasked Estep Score: -13385486.000000 Penalty: 5717.473145 Iteration 9F: 3 clusters Score -1.338549e+07 nChanged 7165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83544 members Mstep: Class 2 contains 17890 members Entering Unmasked Estep Score: -13391751.000000 Penalty: 5717.473145 Iteration 10F: 3 clusters Score -1.339175e+07 nChanged 6029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89539 members Mstep: Class 2 contains 11895 members Entering Unmasked Estep Score: -13397065.000000 Penalty: 5717.473145 Iteration 11F: 3 clusters Score -1.339706e+07 nChanged 4372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93893 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -13400911.000000 Penalty: 5717.473145 Iteration 12Q: 3 clusters Score -1.340091e+07 nChanged 2911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96786 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -13403434.000000 Penalty: 5717.473145 Iteration 13Q: 3 clusters Score -1.340343e+07 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98589 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -13405057.000000 Penalty: 5717.473145 Iteration 14Q: 3 clusters Score -1.340506e+07 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99594 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -13405873.000000 Penalty: 5717.473145 Iteration 15Q: 3 clusters Score -1.340587e+07 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100153 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -13406387.000000 Penalty: 5717.473145 Iteration 16Q: 3 clusters Score -1.340639e+07 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100433 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -13406605.000000 Penalty: 5717.473145 Iteration 17Q: 3 clusters Score -1.34066e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100568 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -13406730.000000 Penalty: 5717.473145 Iteration 18Q: 3 clusters Score -1.340673e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100656 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -13406811.000000 Penalty: 5717.473145 Iteration 19Q: 3 clusters Score -1.340681e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100718 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -13406872.000000 Penalty: 5717.473145 Iteration 20F: 3 clusters Score -1.340687e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100765 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -13406910.000000 Penalty: 5717.473145 Iteration 21Q: 3 clusters Score -1.340691e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100786 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -13406939.000000 Penalty: 5717.473145 Iteration 22Q: 3 clusters Score -1.340694e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100803 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -13406934.000000 Penalty: 5717.473145 Iteration 23Q: 3 clusters Score -1.340693e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100811 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -13406941.000000 Penalty: 5717.473145 Iteration 24Q: 3 clusters Score -1.340694e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100816 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -13406941.000000 Penalty: 5717.473145 Iteration 25Q: 3 clusters Score -1.340694e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100818 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -13406951.000000 Penalty: 5717.473145 Iteration 26Q: 3 clusters Score -1.340695e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100820 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -13406952.000000 Penalty: 5717.473145 Iteration 27Q: 3 clusters Score -1.340695e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100820 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -13406952.000000 Penalty: 5717.473145 Iteration 28F: 3 clusters Score -1.340695e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -59220.035156 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -59220.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -57768.511719 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -57768.51 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -57936.195312 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -57936.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -58010.691406 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -58010.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -58050.343750 Penalty: 3071.411621 Iteration 3Q: 3 clusters Score -58050.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -58065.085938 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -58065.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -58079.898438 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -58079.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -58085.472656 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -58085.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58087.652344 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -58087.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58087.652344 Penalty: 3071.411621 Iteration 8F: 3 clusters Score -58087.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -20263.042969 Penalty: 1317.675171 Iteration 0F: 2 clusters Score -20263.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -19263.625000 Penalty: 2635.350342 Iteration 0F: 3 clusters Score -19263.62 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -19359.449219 Penalty: 2635.350342 Iteration 1F: 3 clusters Score -19359.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -19384.154297 Penalty: 2635.350342 Iteration 2Q: 3 clusters Score -19384.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -19392.501953 Penalty: 2635.350342 Iteration 3Q: 3 clusters Score -19392.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -19392.501953 Penalty: 2635.350342 Iteration 4F: 3 clusters Score -19392.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (64989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64989 members Entering Unmasked Estep Score: -8799989.000000 Penalty: 2748.329346 Iteration 0F: 2 clusters Score -8799989 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32526 members Mstep: Class 2 contains 32463 members Entering Unmasked Estep Score: -8756429.000000 Penalty: 5496.658691 Iteration 0F: 3 clusters Score -8756429 nChanged 30407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32465 members Mstep: Class 2 contains 32524 members Entering Unmasked Estep Score: -8773372.000000 Penalty: 5496.658691 Iteration 1F: 3 clusters Score -8773372 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32376 members Mstep: Class 2 contains 32613 members Entering Unmasked Estep Score: -8774096.000000 Penalty: 5496.658691 Iteration 2Q: 3 clusters Score -8774096 nChanged 2576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32226 members Mstep: Class 2 contains 32763 members Entering Unmasked Estep Score: -8774874.000000 Penalty: 5496.658691 Iteration 3Q: 3 clusters Score -8774874 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31942 members Mstep: Class 2 contains 33047 members Entering Unmasked Estep Score: -8775760.000000 Penalty: 5496.658691 Iteration 4Q: 3 clusters Score -8775760 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31452 members Mstep: Class 2 contains 33537 members Entering Unmasked Estep Score: -8776800.000000 Penalty: 5496.658691 Iteration 5Q: 3 clusters Score -8776800 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30643 members Mstep: Class 2 contains 34346 members Entering Unmasked Estep Score: -8778265.000000 Penalty: 5496.658691 Iteration 6Q: 3 clusters Score -8778265 nChanged 3583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29558 members Mstep: Class 2 contains 35431 members Entering Unmasked Estep Score: -8780079.000000 Penalty: 5496.658691 Iteration 7F: 3 clusters Score -8780079 nChanged 3899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28303 members Mstep: Class 2 contains 36686 members Entering Unmasked Estep Score: -8782299.000000 Penalty: 5496.658691 Iteration 8F: 3 clusters Score -8782299 nChanged 3854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27097 members Mstep: Class 2 contains 37892 members Entering Unmasked Estep Score: -8784453.000000 Penalty: 5496.658691 Iteration 9F: 3 clusters Score -8784453 nChanged 3469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26180 members Mstep: Class 2 contains 38809 members Entering Unmasked Estep Score: -8786080.000000 Penalty: 5496.658691 Iteration 10F: 3 clusters Score -8786080 nChanged 2828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25674 members Mstep: Class 2 contains 39315 members Entering Unmasked Estep Score: -8787274.000000 Penalty: 5496.658691 Iteration 11Q: 3 clusters Score -8787274 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25423 members Mstep: Class 2 contains 39566 members Entering Unmasked Estep Score: -8787937.000000 Penalty: 5496.658691 Iteration 12Q: 3 clusters Score -8787937 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25413 members Mstep: Class 2 contains 39576 members Entering Unmasked Estep Score: -8788409.000000 Penalty: 5496.658691 Iteration 13Q: 3 clusters Score -8788409 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25558 members Mstep: Class 2 contains 39431 members Entering Unmasked Estep Score: -8788753.000000 Penalty: 5496.658691 Iteration 14Q: 3 clusters Score -8788753 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25847 members Mstep: Class 2 contains 39142 members Entering Unmasked Estep Score: -8789037.000000 Penalty: 5496.658691 Iteration 15Q: 3 clusters Score -8789037 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26317 members Mstep: Class 2 contains 38672 members Entering Unmasked Estep Score: -8789273.000000 Penalty: 5496.658691 Iteration 16Q: 3 clusters Score -8789273 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26941 members Mstep: Class 2 contains 38048 members Entering Unmasked Estep Score: -8789554.000000 Penalty: 5496.658691 Iteration 17Q: 3 clusters Score -8789554 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27687 members Mstep: Class 2 contains 37302 members Entering Unmasked Estep Score: -8789885.000000 Penalty: 5496.658691 Iteration 18Q: 3 clusters Score -8789885 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28553 members Mstep: Class 2 contains 36436 members Entering Unmasked Estep Score: -8790189.000000 Penalty: 5496.658691 Iteration 19Q: 3 clusters Score -8790189 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29499 members Mstep: Class 2 contains 35490 members Entering Unmasked Estep Score: -8790519.000000 Penalty: 5496.658691 Iteration 20F: 3 clusters Score -8790519 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30554 members Mstep: Class 2 contains 34435 members Entering Unmasked Estep Score: -8790814.000000 Penalty: 5496.658691 Iteration 21Q: 3 clusters Score -8790814 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31619 members Mstep: Class 2 contains 33370 members Entering Unmasked Estep Score: -8791145.000000 Penalty: 5496.658691 Iteration 22Q: 3 clusters Score -8791145 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32695 members Mstep: Class 2 contains 32294 members Entering Unmasked Estep Score: -8791526.000000 Penalty: 5496.658691 Iteration 23Q: 3 clusters Score -8791526 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33789 members Mstep: Class 2 contains 31200 members Entering Unmasked Estep Score: -8791915.000000 Penalty: 5496.658691 Iteration 24Q: 3 clusters Score -8791915 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34882 members Mstep: Class 2 contains 30107 members Entering Unmasked Estep Score: -8792251.000000 Penalty: 5496.658691 Iteration 25Q: 3 clusters Score -8792251 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35971 members Mstep: Class 2 contains 29018 members Entering Unmasked Estep Score: -8792638.000000 Penalty: 5496.658691 Iteration 26Q: 3 clusters Score -8792638 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36985 members Mstep: Class 2 contains 28004 members Entering Unmasked Estep Score: -8792955.000000 Penalty: 5496.658691 Iteration 27Q: 3 clusters Score -8792955 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38026 members Mstep: Class 2 contains 26963 members Entering Unmasked Estep Score: -8793231.000000 Penalty: 5496.658691 Iteration 28Q: 3 clusters Score -8793231 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39014 members Mstep: Class 2 contains 25975 members Entering Unmasked Estep Score: -8793425.000000 Penalty: 5496.658691 Iteration 29Q: 3 clusters Score -8793425 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39885 members Mstep: Class 2 contains 25104 members Entering Unmasked Estep Score: -8793601.000000 Penalty: 5496.658691 Iteration 30Q: 3 clusters Score -8793601 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40737 members Mstep: Class 2 contains 24252 members Entering Unmasked Estep Score: -8793753.000000 Penalty: 5496.658691 Iteration 31Q: 3 clusters Score -8793753 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41509 members Mstep: Class 2 contains 23480 members Entering Unmasked Estep Score: -8793865.000000 Penalty: 5496.658691 Iteration 32Q: 3 clusters Score -8793865 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42291 members Mstep: Class 2 contains 22698 members Entering Unmasked Estep Score: -8793970.000000 Penalty: 5496.658691 Iteration 33Q: 3 clusters Score -8793970 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43063 members Mstep: Class 2 contains 21926 members Entering Unmasked Estep Score: -8794173.000000 Penalty: 5496.658691 Iteration 34Q: 3 clusters Score -8794173 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43792 members Mstep: Class 2 contains 21197 members Entering Unmasked Estep Score: -8794271.000000 Penalty: 5496.658691 Iteration 35Q: 3 clusters Score -8794271 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44528 members Mstep: Class 2 contains 20461 members Entering Unmasked Estep Score: -8794436.000000 Penalty: 5496.658691 Iteration 36Q: 3 clusters Score -8794436 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45261 members Mstep: Class 2 contains 19728 members Entering Unmasked Estep Score: -8794559.000000 Penalty: 5496.658691 Iteration 37Q: 3 clusters Score -8794559 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46033 members Mstep: Class 2 contains 18956 members Entering Unmasked Estep Score: -8794755.000000 Penalty: 5496.658691 Iteration 38Q: 3 clusters Score -8794755 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46835 members Mstep: Class 2 contains 18154 members Entering Unmasked Estep Score: -8794916.000000 Penalty: 5496.658691 Iteration 39Q: 3 clusters Score -8794916 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47703 members Mstep: Class 2 contains 17286 members Entering Unmasked Estep Score: -8795139.000000 Penalty: 5496.658691 Iteration 40F: 3 clusters Score -8795139 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48562 members Mstep: Class 2 contains 16427 members Entering Unmasked Estep Score: -8795394.000000 Penalty: 5496.658691 Iteration 41Q: 3 clusters Score -8795394 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49464 members Mstep: Class 2 contains 15525 members Entering Unmasked Estep Score: -8795633.000000 Penalty: 5496.658691 Iteration 42Q: 3 clusters Score -8795633 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50355 members Mstep: Class 2 contains 14634 members Entering Unmasked Estep Score: -8795902.000000 Penalty: 5496.658691 Iteration 43Q: 3 clusters Score -8795902 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51243 members Mstep: Class 2 contains 13746 members Entering Unmasked Estep Score: -8796187.000000 Penalty: 5496.658691 Iteration 44Q: 3 clusters Score -8796187 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52098 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -8796388.000000 Penalty: 5496.658691 Iteration 45Q: 3 clusters Score -8796388 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52872 members Mstep: Class 2 contains 12117 members Entering Unmasked Estep Score: -8796606.000000 Penalty: 5496.658691 Iteration 46Q: 3 clusters Score -8796606 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53590 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -8796808.000000 Penalty: 5496.658691 Iteration 47Q: 3 clusters Score -8796808 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54264 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -8797017.000000 Penalty: 5496.658691 Iteration 48Q: 3 clusters Score -8797017 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54855 members Mstep: Class 2 contains 10134 members Entering Unmasked Estep Score: -8797188.000000 Penalty: 5496.658691 Iteration 49Q: 3 clusters Score -8797188 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55414 members Mstep: Class 2 contains 9575 members Entering Unmasked Estep Score: -8797302.000000 Penalty: 5496.658691 Iteration 50Q: 3 clusters Score -8797302 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55918 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -8797416.000000 Penalty: 5496.658691 Iteration 51Q: 3 clusters Score -8797416 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56384 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -8797542.000000 Penalty: 5496.658691 Iteration 52Q: 3 clusters Score -8797542 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56834 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -8797646.000000 Penalty: 5496.658691 Iteration 53Q: 3 clusters Score -8797646 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57238 members Mstep: Class 2 contains 7751 members Entering Unmasked Estep Score: -8797701.000000 Penalty: 5496.658691 Iteration 54Q: 3 clusters Score -8797701 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57566 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -8797771.000000 Penalty: 5496.658691 Iteration 55Q: 3 clusters Score -8797771 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57875 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -8797850.000000 Penalty: 5496.658691 Iteration 56Q: 3 clusters Score -8797850 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58148 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -8797907.000000 Penalty: 5496.658691 Iteration 57Q: 3 clusters Score -8797907 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58405 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -8797970.000000 Penalty: 5496.658691 Iteration 58Q: 3 clusters Score -8797970 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58633 members Mstep: Class 2 contains 6356 members Entering Unmasked Estep Score: -8798029.000000 Penalty: 5496.658691 Iteration 59Q: 3 clusters Score -8798029 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58830 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -8798082.000000 Penalty: 5496.658691 Iteration 60F: 3 clusters Score -8798082 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59017 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -8798092.000000 Penalty: 5496.658691 Iteration 61Q: 3 clusters Score -8798092 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59174 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -8798102.000000 Penalty: 5496.658691 Iteration 62Q: 3 clusters Score -8798102 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59344 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -8798159.000000 Penalty: 5496.658691 Iteration 63Q: 3 clusters Score -8798159 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59508 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -8798177.000000 Penalty: 5496.658691 Iteration 64Q: 3 clusters Score -8798177 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59634 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -8798210.000000 Penalty: 5496.658691 Iteration 65Q: 3 clusters Score -8798210 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59748 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -8798219.000000 Penalty: 5496.658691 Iteration 66Q: 3 clusters Score -8798219 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59850 members Mstep: Class 2 contains 5139 members Entering Unmasked Estep Score: -8798226.000000 Penalty: 5496.658691 Iteration 67Q: 3 clusters Score -8798226 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59950 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -8798208.000000 Penalty: 5496.658691 Iteration 68Q: 3 clusters Score -8798208 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60038 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -8798212.000000 Penalty: 5496.658691 Iteration 69Q: 3 clusters Score -8798212 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60124 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -8798230.000000 Penalty: 5496.658691 Iteration 70Q: 3 clusters Score -8798230 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60197 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -8798226.000000 Penalty: 5496.658691 Iteration 71Q: 3 clusters Score -8798226 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60270 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -8798229.000000 Penalty: 5496.658691 Iteration 72Q: 3 clusters Score -8798229 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60339 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -8798253.000000 Penalty: 5496.658691 Iteration 73Q: 3 clusters Score -8798253 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60395 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -8798261.000000 Penalty: 5496.658691 Iteration 74Q: 3 clusters Score -8798261 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60457 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -8798273.000000 Penalty: 5496.658691 Iteration 75Q: 3 clusters Score -8798273 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60510 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -8798296.000000 Penalty: 5496.658691 Iteration 76Q: 3 clusters Score -8798296 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60572 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -8798293.000000 Penalty: 5496.658691 Iteration 77Q: 3 clusters Score -8798293 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60619 members Mstep: Class 2 contains 4370 members Entering Unmasked Estep Score: -8798293.000000 Penalty: 5496.658691 Iteration 78Q: 3 clusters Score -8798293 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60667 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -8798317.000000 Penalty: 5496.658691 Iteration 79Q: 3 clusters Score -8798317 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60715 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -8798332.000000 Penalty: 5496.658691 Iteration 80F: 3 clusters Score -8798332 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60763 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -8798316.000000 Penalty: 5496.658691 Iteration 81Q: 3 clusters Score -8798316 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60798 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -8798321.000000 Penalty: 5496.658691 Iteration 82Q: 3 clusters Score -8798321 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60842 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -8798312.000000 Penalty: 5496.658691 Iteration 83Q: 3 clusters Score -8798312 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60882 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -8798318.000000 Penalty: 5496.658691 Iteration 84Q: 3 clusters Score -8798318 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60918 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -8798337.000000 Penalty: 5496.658691 Iteration 85Q: 3 clusters Score -8798337 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60946 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -8798356.000000 Penalty: 5496.658691 Iteration 86Q: 3 clusters Score -8798356 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60973 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -8798360.000000 Penalty: 5496.658691 Iteration 87Q: 3 clusters Score -8798360 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61001 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -8798369.000000 Penalty: 5496.658691 Iteration 88Q: 3 clusters Score -8798369 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61029 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -8798371.000000 Penalty: 5496.658691 Iteration 89Q: 3 clusters Score -8798371 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61050 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -8798372.000000 Penalty: 5496.658691 Iteration 90Q: 3 clusters Score -8798372 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61078 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -8798380.000000 Penalty: 5496.658691 Iteration 91Q: 3 clusters Score -8798380 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61110 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -8798380.000000 Penalty: 5496.658691 Iteration 92Q: 3 clusters Score -8798380 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61133 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -8798384.000000 Penalty: 5496.658691 Iteration 93Q: 3 clusters Score -8798384 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61152 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -8798402.000000 Penalty: 5496.658691 Iteration 94Q: 3 clusters Score -8798402 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61178 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -8798403.000000 Penalty: 5496.658691 Iteration 95Q: 3 clusters Score -8798403 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61200 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -8798399.000000 Penalty: 5496.658691 Iteration 96Q: 3 clusters Score -8798399 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61226 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -8798400.000000 Penalty: 5496.658691 Iteration 97Q: 3 clusters Score -8798400 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61246 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -8798405.000000 Penalty: 5496.658691 Iteration 98Q: 3 clusters Score -8798405 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61268 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -8798414.000000 Penalty: 5496.658691 Iteration 99Q: 3 clusters Score -8798414 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61283 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -8798405.000000 Penalty: 5496.658691 Iteration 100F: 3 clusters Score -8798405 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61293 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -8798405.000000 Penalty: 5496.658691 Iteration 101Q: 3 clusters Score -8798405 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61311 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -8798418.000000 Penalty: 5496.658691 Iteration 102Q: 3 clusters Score -8798418 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61324 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -8798421.000000 Penalty: 5496.658691 Iteration 103Q: 3 clusters Score -8798421 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61337 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -8798414.000000 Penalty: 5496.658691 Iteration 104Q: 3 clusters Score -8798414 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61345 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -8798416.000000 Penalty: 5496.658691 Iteration 105Q: 3 clusters Score -8798416 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61350 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -8798416.000000 Penalty: 5496.658691 Iteration 106Q: 3 clusters Score -8798416 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61356 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -8798415.000000 Penalty: 5496.658691 Iteration 107Q: 3 clusters Score -8798415 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61353 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -8798415.000000 Penalty: 5496.658691 Iteration 108Q: 3 clusters Score -8798415 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61352 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -8798416.000000 Penalty: 5496.658691 Iteration 109Q: 3 clusters Score -8798416 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61352 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -8798416.000000 Penalty: 5496.658691 Iteration 110Q: 3 clusters Score -8798416 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61359 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -8798424.000000 Penalty: 5496.658691 Iteration 111Q: 3 clusters Score -8798424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61360 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -8798423.000000 Penalty: 5496.658691 Iteration 112Q: 3 clusters Score -8798423 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61362 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -8798421.000000 Penalty: 5496.658691 Iteration 113Q: 3 clusters Score -8798421 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61360 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -8798421.000000 Penalty: 5496.658691 Iteration 114Q: 3 clusters Score -8798421 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61360 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -8798422.000000 Penalty: 5496.658691 Iteration 115Q: 3 clusters Score -8798422 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61362 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -8798423.000000 Penalty: 5496.658691 Iteration 116Q: 3 clusters Score -8798423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61363 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -8798423.000000 Penalty: 5496.658691 Iteration 117Q: 3 clusters Score -8798423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61365 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -8798416.000000 Penalty: 5496.658691 Iteration 118Q: 3 clusters Score -8798416 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61366 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -8798419.000000 Penalty: 5496.658691 Iteration 119Q: 3 clusters Score -8798419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61370 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -8798417.000000 Penalty: 5496.658691 Iteration 120F: 3 clusters Score -8798417 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61372 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -8798414.000000 Penalty: 5496.658691 Iteration 121Q: 3 clusters Score -8798414 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61374 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -8798425.000000 Penalty: 5496.658691 Iteration 122Q: 3 clusters Score -8798425 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61377 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -8798421.000000 Penalty: 5496.658691 Iteration 123Q: 3 clusters Score -8798421 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61378 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -8798423.000000 Penalty: 5496.658691 Iteration 124Q: 3 clusters Score -8798423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61378 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -8798423.000000 Penalty: 5496.658691 Iteration 125Q: 3 clusters Score -8798423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61379 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -8798424.000000 Penalty: 5496.658691 Iteration 126Q: 3 clusters Score -8798424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61380 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -8798423.000000 Penalty: 5496.658691 Iteration 127Q: 3 clusters Score -8798423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61381 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -8798422.000000 Penalty: 5496.658691 Iteration 128Q: 3 clusters Score -8798422 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61381 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -8798422.000000 Penalty: 5496.658691 Iteration 129F: 3 clusters Score -8798422 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Entering Unmasked Estep Score: -95053.703125 Penalty: 1670.178711 Iteration 0F: 2 clusters Score -95053.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -93349.015625 Penalty: 3340.357422 Iteration 0F: 3 clusters Score -93349.02 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -94056.312500 Penalty: 3340.357422 Iteration 1F: 3 clusters Score -94056.31 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -94435.382812 Penalty: 3340.357422 Iteration 2F: 3 clusters Score -94435.38 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -94658.671875 Penalty: 3340.357422 Iteration 3F: 3 clusters Score -94658.67 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -94770.859375 Penalty: 3340.357422 Iteration 4F: 3 clusters Score -94770.86 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -94865.500000 Penalty: 3340.357422 Iteration 5Q: 3 clusters Score -94865.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -94935.218750 Penalty: 3340.357422 Iteration 6Q: 3 clusters Score -94935.22 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -95008.546875 Penalty: 3340.357422 Iteration 7Q: 3 clusters Score -95008.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -95097.195312 Penalty: 3340.357422 Iteration 8Q: 3 clusters Score -95097.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -95184.406250 Penalty: 3340.357422 Iteration 9Q: 3 clusters Score -95184.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -95198.984375 Penalty: 3340.357422 Iteration 10Q: 3 clusters Score -95198.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -95206.085938 Penalty: 3340.357422 Iteration 11Q: 3 clusters Score -95206.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -95210.500000 Penalty: 3340.357422 Iteration 12Q: 3 clusters Score -95210.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -95210.500000 Penalty: 3340.357422 Iteration 13F: 3 clusters Score -95210.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101434 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64989 members Mstep: Class 6 contains 284 members Mstep: Class 7 contains 144549 members Mstep: Class 8 contains 124539 members Mstep: Class 9 contains 9362 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99771 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12180 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25463 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 557 members Entering Unmasked Estep Score: -85861912.000000 Penalty: 76394.156250 Splitting cluster 6 changes total score from -85863432.000000 to -85861912.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (144549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144549 members Entering Unmasked Estep Score: -19446320.000000 Penalty: 2946.580566 Iteration 0F: 2 clusters Score -1.944632e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71933 members Mstep: Class 2 contains 72616 members Entering Unmasked Estep Score: -19354258.000000 Penalty: 5893.161133 Iteration 0F: 3 clusters Score -1.935426e+07 nChanged 69134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67637 members Mstep: Class 2 contains 76912 members Entering Unmasked Estep Score: -19394648.000000 Penalty: 5893.161133 Iteration 1F: 3 clusters Score -1.939465e+07 nChanged 5152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64741 members Mstep: Class 2 contains 79808 members Entering Unmasked Estep Score: -19396062.000000 Penalty: 5893.161133 Iteration 2Q: 3 clusters Score -1.939606e+07 nChanged 6069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60382 members Mstep: Class 2 contains 84167 members Entering Unmasked Estep Score: -19398184.000000 Penalty: 5893.161133 Iteration 3Q: 3 clusters Score -1.939818e+07 nChanged 7740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53840 members Mstep: Class 2 contains 90709 members Entering Unmasked Estep Score: -19402002.000000 Penalty: 5893.161133 Iteration 4F: 3 clusters Score -1.9402e+07 nChanged 9766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44840 members Mstep: Class 2 contains 99709 members Entering Unmasked Estep Score: -19408106.000000 Penalty: 5893.161133 Iteration 5F: 3 clusters Score -1.940811e+07 nChanged 11193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34219 members Mstep: Class 2 contains 110330 members Entering Unmasked Estep Score: -19415696.000000 Penalty: 5893.161133 Iteration 6F: 3 clusters Score -1.94157e+07 nChanged 10651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23934 members Mstep: Class 2 contains 120615 members Entering Unmasked Estep Score: -19423830.000000 Penalty: 5893.161133 Iteration 7F: 3 clusters Score -1.942383e+07 nChanged 8566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 129049 members Entering Unmasked Estep Score: -19430852.000000 Penalty: 5893.161133 Iteration 8F: 3 clusters Score -1.943085e+07 nChanged 6241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 135268 members Entering Unmasked Estep Score: -19436564.000000 Penalty: 5893.161133 Iteration 9Q: 3 clusters Score -1.943656e+07 nChanged 4182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 139448 members Entering Unmasked Estep Score: -19440170.000000 Penalty: 5893.161133 Iteration 10Q: 3 clusters Score -1.944017e+07 nChanged 2402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 141844 members Entering Unmasked Estep Score: -19442002.000000 Penalty: 5893.161133 Iteration 11Q: 3 clusters Score -1.9442e+07 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 143049 members Entering Unmasked Estep Score: -19442890.000000 Penalty: 5893.161133 Iteration 12Q: 3 clusters Score -1.944289e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 143601 members Entering Unmasked Estep Score: -19443290.000000 Penalty: 5893.161133 Iteration 13Q: 3 clusters Score -1.944329e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 143834 members Entering Unmasked Estep Score: -19443514.000000 Penalty: 5893.161133 Iteration 14Q: 3 clusters Score -1.944351e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 143934 members Entering Unmasked Estep Score: -19443652.000000 Penalty: 5893.161133 Iteration 15Q: 3 clusters Score -1.944365e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 143986 members Entering Unmasked Estep Score: -19443752.000000 Penalty: 5893.161133 Iteration 16Q: 3 clusters Score -1.944375e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 144026 members Entering Unmasked Estep Score: -19443778.000000 Penalty: 5893.161133 Iteration 17Q: 3 clusters Score -1.944378e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 144048 members Entering Unmasked Estep Score: -19443814.000000 Penalty: 5893.161133 Iteration 18Q: 3 clusters Score -1.944381e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 144062 members Entering Unmasked Estep Score: -19443846.000000 Penalty: 5893.161133 Iteration 19Q: 3 clusters Score -1.944385e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 144077 members Entering Unmasked Estep Score: -19443854.000000 Penalty: 5893.161133 Iteration 20F: 3 clusters Score -1.944385e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 144092 members Entering Unmasked Estep Score: -19443858.000000 Penalty: 5893.161133 Iteration 21Q: 3 clusters Score -1.944386e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 144102 members Entering Unmasked Estep Score: -19443882.000000 Penalty: 5893.161133 Iteration 22Q: 3 clusters Score -1.944388e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 144111 members Entering Unmasked Estep Score: -19443886.000000 Penalty: 5893.161133 Iteration 23Q: 3 clusters Score -1.944389e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 144114 members Entering Unmasked Estep Score: -19443890.000000 Penalty: 5893.161133 Iteration 24Q: 3 clusters Score -1.944389e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 144116 members Entering Unmasked Estep Score: -19443904.000000 Penalty: 5893.161133 Iteration 25Q: 3 clusters Score -1.94439e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 144117 members Entering Unmasked Estep Score: -19443898.000000 Penalty: 5893.161133 Iteration 26Q: 3 clusters Score -1.94439e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 144122 members Entering Unmasked Estep Score: -19443912.000000 Penalty: 5893.161133 Iteration 27Q: 3 clusters Score -1.944391e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 144126 members Entering Unmasked Estep Score: -19443914.000000 Penalty: 5893.161133 Iteration 28Q: 3 clusters Score -1.944391e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 144133 members Entering Unmasked Estep Score: -19443926.000000 Penalty: 5893.161133 Iteration 29Q: 3 clusters Score -1.944393e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 144134 members Entering Unmasked Estep Score: -19443938.000000 Penalty: 5893.161133 Iteration 30Q: 3 clusters Score -1.944394e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 144134 members Entering Unmasked Estep Score: -19443936.000000 Penalty: 5893.161133 Iteration 31Q: 3 clusters Score -1.944394e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 144134 members Entering Unmasked Estep Score: -19443936.000000 Penalty: 5893.161133 Iteration 32F: 3 clusters Score -1.944394e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (124539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124539 members Entering Unmasked Estep Score: -16596349.000000 Penalty: 2909.628906 Iteration 0F: 2 clusters Score -1.659635e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62614 members Mstep: Class 2 contains 61925 members Entering Unmasked Estep Score: -16514079.000000 Penalty: 5819.257812 Iteration 0F: 3 clusters Score -1.651408e+07 nChanged 59408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67616 members Mstep: Class 2 contains 56923 members Entering Unmasked Estep Score: -16548771.000000 Penalty: 5819.257812 Iteration 1F: 3 clusters Score -1.654877e+07 nChanged 5061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71025 members Mstep: Class 2 contains 53514 members Entering Unmasked Estep Score: -16550470.000000 Penalty: 5819.257812 Iteration 2Q: 3 clusters Score -1.655047e+07 nChanged 6404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76259 members Mstep: Class 2 contains 48280 members Entering Unmasked Estep Score: -16553542.000000 Penalty: 5819.257812 Iteration 3F: 3 clusters Score -1.655354e+07 nChanged 8302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83737 members Mstep: Class 2 contains 40802 members Entering Unmasked Estep Score: -16558747.000000 Penalty: 5819.257812 Iteration 4F: 3 clusters Score -1.655875e+07 nChanged 10135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93326 members Mstep: Class 2 contains 31213 members Entering Unmasked Estep Score: -16566855.000000 Penalty: 5819.257812 Iteration 5F: 3 clusters Score -1.656686e+07 nChanged 10742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103752 members Mstep: Class 2 contains 20787 members Entering Unmasked Estep Score: -16576177.000000 Penalty: 5819.257812 Iteration 6F: 3 clusters Score -1.657618e+07 nChanged 8935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112537 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -16584201.000000 Penalty: 5819.257812 Iteration 7F: 3 clusters Score -1.65842e+07 nChanged 5971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118456 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -16589375.000000 Penalty: 5819.257812 Iteration 8Q: 3 clusters Score -1.658938e+07 nChanged 3100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121530 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -16591902.000000 Penalty: 5819.257812 Iteration 9Q: 3 clusters Score -1.65919e+07 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122890 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -16593087.000000 Penalty: 5819.257812 Iteration 10Q: 3 clusters Score -1.659309e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123422 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -16593515.000000 Penalty: 5819.257812 Iteration 11Q: 3 clusters Score -1.659352e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123626 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -16593783.000000 Penalty: 5819.257812 Iteration 12Q: 3 clusters Score -1.659378e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123692 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -16593906.000000 Penalty: 5819.257812 Iteration 13Q: 3 clusters Score -1.659391e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123715 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -16593975.000000 Penalty: 5819.257812 Iteration 14Q: 3 clusters Score -1.659398e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123740 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -16594033.000000 Penalty: 5819.257812 Iteration 15Q: 3 clusters Score -1.659403e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123758 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -16594096.000000 Penalty: 5819.257812 Iteration 16Q: 3 clusters Score -1.65941e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123766 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -16594131.000000 Penalty: 5819.257812 Iteration 17Q: 3 clusters Score -1.659413e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123765 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -16594188.000000 Penalty: 5819.257812 Iteration 18Q: 3 clusters Score -1.659419e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123756 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -16594204.000000 Penalty: 5819.257812 Iteration 19Q: 3 clusters Score -1.65942e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123749 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -16594221.000000 Penalty: 5819.257812 Iteration 20F: 3 clusters Score -1.659422e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123755 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -16594247.000000 Penalty: 5819.257812 Iteration 21Q: 3 clusters Score -1.659425e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123756 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -16594289.000000 Penalty: 5819.257812 Iteration 22Q: 3 clusters Score -1.659429e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123755 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -16594307.000000 Penalty: 5819.257812 Iteration 23Q: 3 clusters Score -1.659431e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123751 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -16594323.000000 Penalty: 5819.257812 Iteration 24Q: 3 clusters Score -1.659432e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123754 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -16594344.000000 Penalty: 5819.257812 Iteration 25Q: 3 clusters Score -1.659434e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123745 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -16594354.000000 Penalty: 5819.257812 Iteration 26Q: 3 clusters Score -1.659435e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123738 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -16594368.000000 Penalty: 5819.257812 Iteration 27Q: 3 clusters Score -1.659437e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123732 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -16594395.000000 Penalty: 5819.257812 Iteration 28Q: 3 clusters Score -1.65944e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123725 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -16594405.000000 Penalty: 5819.257812 Iteration 29Q: 3 clusters Score -1.65944e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123720 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -16594419.000000 Penalty: 5819.257812 Iteration 30Q: 3 clusters Score -1.659442e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123715 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -16594422.000000 Penalty: 5819.257812 Iteration 31Q: 3 clusters Score -1.659442e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123715 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -16594424.000000 Penalty: 5819.257812 Iteration 32Q: 3 clusters Score -1.659442e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123715 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -16594440.000000 Penalty: 5819.257812 Iteration 33Q: 3 clusters Score -1.659444e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123711 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -16594449.000000 Penalty: 5819.257812 Iteration 34Q: 3 clusters Score -1.659445e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123710 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -16594450.000000 Penalty: 5819.257812 Iteration 35Q: 3 clusters Score -1.659445e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123707 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -16594448.000000 Penalty: 5819.257812 Iteration 36Q: 3 clusters Score -1.659445e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123702 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -16594442.000000 Penalty: 5819.257812 Iteration 37Q: 3 clusters Score -1.659444e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123698 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -16594450.000000 Penalty: 5819.257812 Iteration 38Q: 3 clusters Score -1.659445e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123697 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -16594448.000000 Penalty: 5819.257812 Iteration 39Q: 3 clusters Score -1.659445e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123695 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -16594460.000000 Penalty: 5819.257812 Iteration 40F: 3 clusters Score -1.659446e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123691 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -16594466.000000 Penalty: 5819.257812 Iteration 41Q: 3 clusters Score -1.659447e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123690 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -16594462.000000 Penalty: 5819.257812 Iteration 42Q: 3 clusters Score -1.659446e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123688 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -16594450.000000 Penalty: 5819.257812 Iteration 43Q: 3 clusters Score -1.659445e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123686 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -16594464.000000 Penalty: 5819.257812 Iteration 44Q: 3 clusters Score -1.659446e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123687 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -16594460.000000 Penalty: 5819.257812 Iteration 45Q: 3 clusters Score -1.659446e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123687 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -16594460.000000 Penalty: 5819.257812 Iteration 46F: 3 clusters Score -1.659446e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -1216304.250000 Penalty: 2267.814697 Iteration 0F: 2 clusters Score -1216304 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 4664 members Entering Unmasked Estep Score: -1209183.375000 Penalty: 4535.629395 Iteration 0F: 3 clusters Score -1209183 nChanged 3799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1211483.375000 Penalty: 4535.629395 Iteration 1F: 3 clusters Score -1211483 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1211997.875000 Penalty: 4535.629395 Iteration 2F: 3 clusters Score -1211998 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1212405.500000 Penalty: 4535.629395 Iteration 3F: 3 clusters Score -1212406 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1212764.000000 Penalty: 4535.629395 Iteration 4F: 3 clusters Score -1212764 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5837 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -1213095.125000 Penalty: 4535.629395 Iteration 5F: 3 clusters Score -1213095 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -1213417.000000 Penalty: 4535.629395 Iteration 6F: 3 clusters Score -1213417 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1213725.125000 Penalty: 4535.629395 Iteration 7Q: 3 clusters Score -1213725 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -1214002.625000 Penalty: 4535.629395 Iteration 8Q: 3 clusters Score -1214003 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -1214220.500000 Penalty: 4535.629395 Iteration 9Q: 3 clusters Score -1214220 nChanged 250 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: -1214383.875000 Penalty: 4535.629395 Iteration 10Q: 3 clusters Score -1214384 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -1214503.750000 Penalty: 4535.629395 Iteration 11Q: 3 clusters Score -1214504 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7885 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -1214576.125000 Penalty: 4535.629395 Iteration 12Q: 3 clusters Score -1214576 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -1214628.125000 Penalty: 4535.629395 Iteration 13Q: 3 clusters Score -1214628 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8068 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1214684.125000 Penalty: 4535.629395 Iteration 14Q: 3 clusters Score -1214684 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8154 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -1214729.625000 Penalty: 4535.629395 Iteration 15Q: 3 clusters Score -1214730 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8225 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -1214770.625000 Penalty: 4535.629395 Iteration 16Q: 3 clusters Score -1214771 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -1214802.500000 Penalty: 4535.629395 Iteration 17Q: 3 clusters Score -1214802 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -1214836.250000 Penalty: 4535.629395 Iteration 18Q: 3 clusters Score -1214836 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -1214882.500000 Penalty: 4535.629395 Iteration 19Q: 3 clusters Score -1214882 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -1214931.375000 Penalty: 4535.629395 Iteration 20F: 3 clusters Score -1214931 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8477 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1214965.625000 Penalty: 4535.629395 Iteration 21Q: 3 clusters Score -1214966 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1214987.750000 Penalty: 4535.629395 Iteration 22Q: 3 clusters Score -1214988 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8519 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -1214996.875000 Penalty: 4535.629395 Iteration 23Q: 3 clusters Score -1214997 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1215002.000000 Penalty: 4535.629395 Iteration 24Q: 3 clusters Score -1215002 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1215005.125000 Penalty: 4535.629395 Iteration 25Q: 3 clusters Score -1215005 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1215005.875000 Penalty: 4535.629395 Iteration 26Q: 3 clusters Score -1215006 nChanged 3 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: -1215007.250000 Penalty: 4535.629395 Iteration 27Q: 3 clusters Score -1215007 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8546 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -1215007.125000 Penalty: 4535.629395 Iteration 28Q: 3 clusters Score -1215007 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1215008.500000 Penalty: 4535.629395 Iteration 29Q: 3 clusters Score -1215008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8552 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1215012.500000 Penalty: 4535.629395 Iteration 30Q: 3 clusters Score -1215012 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1215010.125000 Penalty: 4535.629395 Iteration 31Q: 3 clusters Score -1215010 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1215010.875000 Penalty: 4535.629395 Iteration 32Q: 3 clusters Score -1215011 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8562 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1215013.875000 Penalty: 4535.629395 Iteration 33Q: 3 clusters Score -1215014 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1215015.250000 Penalty: 4535.629395 Iteration 34Q: 3 clusters Score -1215015 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1215015.125000 Penalty: 4535.629395 Iteration 35Q: 3 clusters Score -1215015 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1215015.125000 Penalty: 4535.629395 Iteration 36F: 3 clusters Score -1215015 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (40059 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40059 members Entering Unmasked Estep Score: -5377307.500000 Penalty: 2628.330811 Iteration 0F: 2 clusters Score -5377308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 20063 members Entering Unmasked Estep Score: -5350062.500000 Penalty: 5256.661621 Iteration 0F: 3 clusters Score -5350062 nChanged 18378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20436 members Mstep: Class 2 contains 19623 members Entering Unmasked Estep Score: -5360491.500000 Penalty: 5256.661621 Iteration 1F: 3 clusters Score -5360492 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20903 members Mstep: Class 2 contains 19156 members Entering Unmasked Estep Score: -5361425.000000 Penalty: 5256.661621 Iteration 2F: 3 clusters Score -5361425 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21670 members Mstep: Class 2 contains 18389 members Entering Unmasked Estep Score: -5362825.000000 Penalty: 5256.661621 Iteration 3F: 3 clusters Score -5362825 nChanged 2717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22697 members Mstep: Class 2 contains 17362 members Entering Unmasked Estep Score: -5364493.500000 Penalty: 5256.661621 Iteration 4F: 3 clusters Score -5364494 nChanged 2776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23759 members Mstep: Class 2 contains 16300 members Entering Unmasked Estep Score: -5366191.500000 Penalty: 5256.661621 Iteration 5F: 3 clusters Score -5366192 nChanged 2579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24762 members Mstep: Class 2 contains 15297 members Entering Unmasked Estep Score: -5367593.000000 Penalty: 5256.661621 Iteration 6F: 3 clusters Score -5367593 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25742 members Mstep: Class 2 contains 14317 members Entering Unmasked Estep Score: -5368582.000000 Penalty: 5256.661621 Iteration 7F: 3 clusters Score -5368582 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26672 members Mstep: Class 2 contains 13387 members Entering Unmasked Estep Score: -5369235.500000 Penalty: 5256.661621 Iteration 8Q: 3 clusters Score -5369236 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27673 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -5369749.500000 Penalty: 5256.661621 Iteration 9Q: 3 clusters Score -5369750 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28743 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -5370170.500000 Penalty: 5256.661621 Iteration 10Q: 3 clusters Score -5370170 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29851 members Mstep: Class 2 contains 10208 members Entering Unmasked Estep Score: -5370618.000000 Penalty: 5256.661621 Iteration 11Q: 3 clusters Score -5370618 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30946 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -5371028.000000 Penalty: 5256.661621 Iteration 12Q: 3 clusters Score -5371028 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32032 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -5371509.000000 Penalty: 5256.661621 Iteration 13Q: 3 clusters Score -5371509 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33146 members Mstep: Class 2 contains 6913 members Entering Unmasked Estep Score: -5371995.500000 Penalty: 5256.661621 Iteration 14Q: 3 clusters Score -5371996 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34251 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -5372534.000000 Penalty: 5256.661621 Iteration 15Q: 3 clusters Score -5372534 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35287 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -5373058.500000 Penalty: 5256.661621 Iteration 16Q: 3 clusters Score -5373058 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36207 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -5373486.000000 Penalty: 5256.661621 Iteration 17Q: 3 clusters Score -5373486 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36969 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -5373907.500000 Penalty: 5256.661621 Iteration 18Q: 3 clusters Score -5373908 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37562 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -5374218.000000 Penalty: 5256.661621 Iteration 19Q: 3 clusters Score -5374218 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38033 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -5374495.500000 Penalty: 5256.661621 Iteration 20F: 3 clusters Score -5374496 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38385 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -5374717.500000 Penalty: 5256.661621 Iteration 21Q: 3 clusters Score -5374718 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38632 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -5374868.500000 Penalty: 5256.661621 Iteration 22Q: 3 clusters Score -5374868 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38824 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -5374962.500000 Penalty: 5256.661621 Iteration 23Q: 3 clusters Score -5374962 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38959 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -5375034.000000 Penalty: 5256.661621 Iteration 24Q: 3 clusters Score -5375034 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39040 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -5375076.500000 Penalty: 5256.661621 Iteration 25Q: 3 clusters Score -5375076 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39114 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -5375113.500000 Penalty: 5256.661621 Iteration 26Q: 3 clusters Score -5375114 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39151 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -5375119.000000 Penalty: 5256.661621 Iteration 27Q: 3 clusters Score -5375119 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39178 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -5375147.500000 Penalty: 5256.661621 Iteration 28Q: 3 clusters Score -5375148 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39200 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -5375158.500000 Penalty: 5256.661621 Iteration 29Q: 3 clusters Score -5375158 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39220 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -5375176.000000 Penalty: 5256.661621 Iteration 30Q: 3 clusters Score -5375176 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39238 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -5375179.000000 Penalty: 5256.661621 Iteration 31Q: 3 clusters Score -5375179 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39249 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -5375182.000000 Penalty: 5256.661621 Iteration 32Q: 3 clusters Score -5375182 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39259 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -5375188.500000 Penalty: 5256.661621 Iteration 33Q: 3 clusters Score -5375188 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39269 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -5375198.500000 Penalty: 5256.661621 Iteration 34Q: 3 clusters Score -5375198 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39276 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -5375202.000000 Penalty: 5256.661621 Iteration 35Q: 3 clusters Score -5375202 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39288 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -5375216.000000 Penalty: 5256.661621 Iteration 36Q: 3 clusters Score -5375216 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39302 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -5375216.000000 Penalty: 5256.661621 Iteration 37Q: 3 clusters Score -5375216 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39310 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -5375228.000000 Penalty: 5256.661621 Iteration 38Q: 3 clusters Score -5375228 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39318 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -5375222.500000 Penalty: 5256.661621 Iteration 39Q: 3 clusters Score -5375222 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39327 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -5375228.500000 Penalty: 5256.661621 Iteration 40F: 3 clusters Score -5375228 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39334 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -5375230.500000 Penalty: 5256.661621 Iteration 41Q: 3 clusters Score -5375230 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39339 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -5375231.500000 Penalty: 5256.661621 Iteration 42Q: 3 clusters Score -5375232 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39344 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -5375237.000000 Penalty: 5256.661621 Iteration 43Q: 3 clusters Score -5375237 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39354 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -5375243.500000 Penalty: 5256.661621 Iteration 44Q: 3 clusters Score -5375244 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39362 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -5375246.000000 Penalty: 5256.661621 Iteration 45Q: 3 clusters Score -5375246 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39367 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -5375254.500000 Penalty: 5256.661621 Iteration 46Q: 3 clusters Score -5375254 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39370 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -5375262.000000 Penalty: 5256.661621 Iteration 47Q: 3 clusters Score -5375262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39371 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -5375259.000000 Penalty: 5256.661621 Iteration 48Q: 3 clusters Score -5375259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39373 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -5375257.500000 Penalty: 5256.661621 Iteration 49Q: 3 clusters Score -5375258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39375 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -5375256.500000 Penalty: 5256.661621 Iteration 50Q: 3 clusters Score -5375256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39374 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -5375258.500000 Penalty: 5256.661621 Iteration 51Q: 3 clusters Score -5375258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39375 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -5375257.500000 Penalty: 5256.661621 Iteration 52Q: 3 clusters Score -5375258 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39376 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -5375255.000000 Penalty: 5256.661621 Iteration 53Q: 3 clusters Score -5375255 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39376 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -5375257.500000 Penalty: 5256.661621 Iteration 54Q: 3 clusters Score -5375258 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39376 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -5375257.500000 Penalty: 5256.661621 Iteration 55F: 3 clusters Score -5375258 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Entering Unmasked Estep Score: -696720.750000 Penalty: 2124.080322 Iteration 0F: 2 clusters Score -696720.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -692052.687500 Penalty: 4248.160645 Iteration 0F: 3 clusters Score -692052.7 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -693130.375000 Penalty: 4248.160645 Iteration 1F: 3 clusters Score -693130.4 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -693351.062500 Penalty: 4248.160645 Iteration 2F: 3 clusters Score -693351.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -693496.187500 Penalty: 4248.160645 Iteration 3Q: 3 clusters Score -693496.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -693615.437500 Penalty: 4248.160645 Iteration 4Q: 3 clusters Score -693615.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -693717.312500 Penalty: 4248.160645 Iteration 5Q: 3 clusters Score -693717.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -693804.000000 Penalty: 4248.160645 Iteration 6Q: 3 clusters Score -693804 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -693889.312500 Penalty: 4248.160645 Iteration 7Q: 3 clusters Score -693889.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -693970.250000 Penalty: 4248.160645 Iteration 8Q: 3 clusters Score -693970.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -694061.625000 Penalty: 4248.160645 Iteration 9Q: 3 clusters Score -694061.6 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -694172.937500 Penalty: 4248.160645 Iteration 10Q: 3 clusters Score -694172.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -694283.062500 Penalty: 4248.160645 Iteration 11Q: 3 clusters Score -694283.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -694399.187500 Penalty: 4248.160645 Iteration 12Q: 3 clusters Score -694399.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -694513.750000 Penalty: 4248.160645 Iteration 13Q: 3 clusters Score -694513.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -694615.000000 Penalty: 4248.160645 Iteration 14Q: 3 clusters Score -694615 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -694747.125000 Penalty: 4248.160645 Iteration 15Q: 3 clusters Score -694747.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -694899.937500 Penalty: 4248.160645 Iteration 16Q: 3 clusters Score -694899.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -695087.500000 Penalty: 4248.160645 Iteration 17Q: 3 clusters Score -695087.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -695234.312500 Penalty: 4248.160645 Iteration 18Q: 3 clusters Score -695234.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -695326.062500 Penalty: 4248.160645 Iteration 19Q: 3 clusters Score -695326.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -695393.187500 Penalty: 4248.160645 Iteration 20F: 3 clusters Score -695393.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -695435.375000 Penalty: 4248.160645 Iteration 21Q: 3 clusters Score -695435.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -695467.187500 Penalty: 4248.160645 Iteration 22Q: 3 clusters Score -695467.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -695487.562500 Penalty: 4248.160645 Iteration 23Q: 3 clusters Score -695487.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -695503.625000 Penalty: 4248.160645 Iteration 24Q: 3 clusters Score -695503.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -695514.687500 Penalty: 4248.160645 Iteration 25Q: 3 clusters Score -695514.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -695523.000000 Penalty: 4248.160645 Iteration 26Q: 3 clusters Score -695523 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -695529.062500 Penalty: 4248.160645 Iteration 27Q: 3 clusters Score -695529.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4784 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -695534.062500 Penalty: 4248.160645 Iteration 28Q: 3 clusters Score -695534.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -695543.250000 Penalty: 4248.160645 Iteration 29Q: 3 clusters Score -695543.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -695547.187500 Penalty: 4248.160645 Iteration 30Q: 3 clusters Score -695547.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -695548.500000 Penalty: 4248.160645 Iteration 31Q: 3 clusters Score -695548.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -695550.937500 Penalty: 4248.160645 Iteration 32Q: 3 clusters Score -695550.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -695550.625000 Penalty: 4248.160645 Iteration 33Q: 3 clusters Score -695550.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -695554.687500 Penalty: 4248.160645 Iteration 34Q: 3 clusters Score -695554.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -695555.500000 Penalty: 4248.160645 Iteration 35Q: 3 clusters Score -695555.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -695555.500000 Penalty: 4248.160645 Iteration 36F: 3 clusters Score -695555.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -28195.564453 Penalty: 1401.817261 Iteration 0F: 2 clusters Score -28195.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -27089.138672 Penalty: 2803.634521 Iteration 0F: 3 clusters Score -27089.14 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -27300.962891 Penalty: 2803.634521 Iteration 1F: 3 clusters Score -27300.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -27377.861328 Penalty: 2803.634521 Iteration 2Q: 3 clusters Score -27377.86 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -27457.398438 Penalty: 2803.634521 Iteration 3Q: 3 clusters Score -27457.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -27534.894531 Penalty: 2803.634521 Iteration 4Q: 3 clusters Score -27534.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -27563.423828 Penalty: 2803.634521 Iteration 5Q: 3 clusters Score -27563.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -27603.787109 Penalty: 2803.634521 Iteration 6Q: 3 clusters Score -27603.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -27606.777344 Penalty: 2803.634521 Iteration 7Q: 3 clusters Score -27606.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -27709.390625 Penalty: 2803.634521 Iteration 8Q: 3 clusters Score -27709.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -27751.214844 Penalty: 2803.634521 Iteration 9Q: 3 clusters Score -27751.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -27754.750000 Penalty: 2803.634521 Iteration 10Q: 3 clusters Score -27754.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -27766.322266 Penalty: 2803.634521 Iteration 11Q: 3 clusters Score -27766.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -27768.664062 Penalty: 2803.634521 Iteration 12F: 3 clusters Score -27768.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -27775.335938 Penalty: 2803.634521 Iteration 13Q: 3 clusters Score -27775.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -27802.742188 Penalty: 2803.634521 Iteration 14Q: 3 clusters Score -27802.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -27821.687500 Penalty: 2803.634521 Iteration 15Q: 3 clusters Score -27821.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -27827.769531 Penalty: 2803.634521 Iteration 16Q: 3 clusters Score -27827.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -27829.357422 Penalty: 2803.634521 Iteration 17Q: 3 clusters Score -27829.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -27829.357422 Penalty: 2803.634521 Iteration 18F: 3 clusters Score -27829.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (99771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99771 members Entering Unmasked Estep Score: -13315051.000000 Penalty: 2854.636963 Iteration 0F: 2 clusters Score -1.331505e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49875 members Mstep: Class 2 contains 49896 members Entering Unmasked Estep Score: -13248426.000000 Penalty: 5709.273926 Iteration 0F: 3 clusters Score -1.324843e+07 nChanged 47235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50302 members Mstep: Class 2 contains 49469 members Entering Unmasked Estep Score: -13275532.000000 Penalty: 5709.273926 Iteration 1F: 3 clusters Score -1.327553e+07 nChanged 3336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50486 members Mstep: Class 2 contains 49285 members Entering Unmasked Estep Score: -13276293.000000 Penalty: 5709.273926 Iteration 2Q: 3 clusters Score -1.327629e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50838 members Mstep: Class 2 contains 48933 members Entering Unmasked Estep Score: -13276944.000000 Penalty: 5709.273926 Iteration 3Q: 3 clusters Score -1.327694e+07 nChanged 3274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51474 members Mstep: Class 2 contains 48297 members Entering Unmasked Estep Score: -13277724.000000 Penalty: 5709.273926 Iteration 4Q: 3 clusters Score -1.327772e+07 nChanged 3362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52460 members Mstep: Class 2 contains 47311 members Entering Unmasked Estep Score: -13278691.000000 Penalty: 5709.273926 Iteration 5Q: 3 clusters Score -1.327869e+07 nChanged 3633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53961 members Mstep: Class 2 contains 45810 members Entering Unmasked Estep Score: -13279906.000000 Penalty: 5709.273926 Iteration 6Q: 3 clusters Score -1.327991e+07 nChanged 4109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56166 members Mstep: Class 2 contains 43605 members Entering Unmasked Estep Score: -13281365.000000 Penalty: 5709.273926 Iteration 7Q: 3 clusters Score -1.328136e+07 nChanged 4902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59304 members Mstep: Class 2 contains 40467 members Entering Unmasked Estep Score: -13283463.000000 Penalty: 5709.273926 Iteration 8Q: 3 clusters Score -1.328346e+07 nChanged 5689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63601 members Mstep: Class 2 contains 36170 members Entering Unmasked Estep Score: -13286692.000000 Penalty: 5709.273926 Iteration 9F: 3 clusters Score -1.328669e+07 nChanged 6399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69004 members Mstep: Class 2 contains 30767 members Entering Unmasked Estep Score: -13290716.000000 Penalty: 5709.273926 Iteration 10F: 3 clusters Score -1.329072e+07 nChanged 6736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75168 members Mstep: Class 2 contains 24603 members Entering Unmasked Estep Score: -13295552.000000 Penalty: 5709.273926 Iteration 11F: 3 clusters Score -1.329555e+07 nChanged 6493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81413 members Mstep: Class 2 contains 18358 members Entering Unmasked Estep Score: -13300355.000000 Penalty: 5709.273926 Iteration 12F: 3 clusters Score -1.330036e+07 nChanged 5619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86964 members Mstep: Class 2 contains 12807 members Entering Unmasked Estep Score: -13304704.000000 Penalty: 5709.273926 Iteration 13F: 3 clusters Score -1.33047e+07 nChanged 4391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91313 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -13308022.000000 Penalty: 5709.273926 Iteration 14Q: 3 clusters Score -1.330802e+07 nChanged 3014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94313 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -13310197.000000 Penalty: 5709.273926 Iteration 15Q: 3 clusters Score -1.33102e+07 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96197 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -13311319.000000 Penalty: 5709.273926 Iteration 16Q: 3 clusters Score -1.331132e+07 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97270 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -13312007.000000 Penalty: 5709.273926 Iteration 17Q: 3 clusters Score -1.331201e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97898 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -13312395.000000 Penalty: 5709.273926 Iteration 18Q: 3 clusters Score -1.33124e+07 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98257 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -13312578.000000 Penalty: 5709.273926 Iteration 19Q: 3 clusters Score -1.331258e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98463 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -13312681.000000 Penalty: 5709.273926 Iteration 20F: 3 clusters Score -1.331268e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98609 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -13312790.000000 Penalty: 5709.273926 Iteration 21Q: 3 clusters Score -1.331279e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98699 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -13312850.000000 Penalty: 5709.273926 Iteration 22Q: 3 clusters Score -1.331285e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98748 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -13312885.000000 Penalty: 5709.273926 Iteration 23Q: 3 clusters Score -1.331288e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98773 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -13312909.000000 Penalty: 5709.273926 Iteration 24Q: 3 clusters Score -1.331291e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98799 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -13312937.000000 Penalty: 5709.273926 Iteration 25Q: 3 clusters Score -1.331294e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98821 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -13312958.000000 Penalty: 5709.273926 Iteration 26Q: 3 clusters Score -1.331296e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98835 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -13312970.000000 Penalty: 5709.273926 Iteration 27Q: 3 clusters Score -1.331297e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98850 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -13312981.000000 Penalty: 5709.273926 Iteration 28Q: 3 clusters Score -1.331298e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98851 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -13313000.000000 Penalty: 5709.273926 Iteration 29Q: 3 clusters Score -1.3313e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98857 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -13313014.000000 Penalty: 5709.273926 Iteration 30Q: 3 clusters Score -1.331301e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98858 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -13313015.000000 Penalty: 5709.273926 Iteration 31Q: 3 clusters Score -1.331302e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98860 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -13313005.000000 Penalty: 5709.273926 Iteration 32Q: 3 clusters Score -1.3313e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98859 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -13313012.000000 Penalty: 5709.273926 Iteration 33Q: 3 clusters Score -1.331301e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98859 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -13313013.000000 Penalty: 5709.273926 Iteration 34Q: 3 clusters Score -1.331301e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98860 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -13313014.000000 Penalty: 5709.273926 Iteration 35Q: 3 clusters Score -1.331301e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98860 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -13313014.000000 Penalty: 5709.273926 Iteration 36F: 3 clusters Score -1.331301e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Entering Unmasked Estep Score: -147863.593750 Penalty: 1763.452637 Iteration 0F: 2 clusters Score -147863.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -145802.875000 Penalty: 3526.905273 Iteration 0F: 3 clusters Score -145802.9 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -146355.625000 Penalty: 3526.905273 Iteration 1F: 3 clusters Score -146355.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -146804.125000 Penalty: 3526.905273 Iteration 2F: 3 clusters Score -146804.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -147312.671875 Penalty: 3526.905273 Iteration 3F: 3 clusters Score -147312.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -147676.968750 Penalty: 3526.905273 Iteration 4F: 3 clusters Score -147677 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -147947.796875 Penalty: 3526.905273 Iteration 5F: 3 clusters Score -147947.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -148112.953125 Penalty: 3526.905273 Iteration 6Q: 3 clusters Score -148113 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -148273.609375 Penalty: 3526.905273 Iteration 7Q: 3 clusters Score -148273.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -148358.562500 Penalty: 3526.905273 Iteration 8Q: 3 clusters Score -148358.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -148389.296875 Penalty: 3526.905273 Iteration 9Q: 3 clusters Score -148389.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -148403.968750 Penalty: 3526.905273 Iteration 10Q: 3 clusters Score -148404 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -148407.640625 Penalty: 3526.905273 Iteration 11Q: 3 clusters Score -148407.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -148410.234375 Penalty: 3526.905273 Iteration 12Q: 3 clusters Score -148410.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -148411.906250 Penalty: 3526.905273 Iteration 13Q: 3 clusters Score -148411.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -148411.906250 Penalty: 3526.905273 Iteration 14F: 3 clusters Score -148411.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101434 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64989 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144549 members Mstep: Class 8 contains 124539 members Mstep: Class 9 contains 9362 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99771 members Mstep: Class 14 contains 559 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12180 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25463 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 666 members Entering Unmasked Estep Score: -85862248.000000 Penalty: 76394.156250 Splitting cluster 14 changes total score from -85863432.000000 to -85862248.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Entering Unmasked Estep Score: -84943.023438 Penalty: 1627.836182 Iteration 0F: 2 clusters Score -84943.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83253.031250 Penalty: 3255.672363 Iteration 0F: 3 clusters Score -83253.03 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83445.078125 Penalty: 3255.672363 Iteration 1F: 3 clusters Score -83445.08 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -83505.992188 Penalty: 3255.672363 Iteration 2F: 3 clusters Score -83505.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -83552.593750 Penalty: 3255.672363 Iteration 3Q: 3 clusters Score -83552.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -83585.281250 Penalty: 3255.672363 Iteration 4Q: 3 clusters Score -83585.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -83609.226562 Penalty: 3255.672363 Iteration 5Q: 3 clusters Score -83609.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -83625.195312 Penalty: 3255.672363 Iteration 6Q: 3 clusters Score -83625.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -83636.046875 Penalty: 3255.672363 Iteration 7Q: 3 clusters Score -83636.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -83653.671875 Penalty: 3255.672363 Iteration 8Q: 3 clusters Score -83653.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -83672.062500 Penalty: 3255.672363 Iteration 9Q: 3 clusters Score -83672.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -83682.773438 Penalty: 3255.672363 Iteration 10Q: 3 clusters Score -83682.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -83694.851562 Penalty: 3255.672363 Iteration 11Q: 3 clusters Score -83694.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -83703.015625 Penalty: 3255.672363 Iteration 12Q: 3 clusters Score -83703.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -83708.890625 Penalty: 3255.672363 Iteration 13Q: 3 clusters Score -83708.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -83711.679688 Penalty: 3255.672363 Iteration 14Q: 3 clusters Score -83711.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -83715.507812 Penalty: 3255.672363 Iteration 15Q: 3 clusters Score -83715.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -83724.007812 Penalty: 3255.672363 Iteration 16Q: 3 clusters Score -83724.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -83729.695312 Penalty: 3255.672363 Iteration 17Q: 3 clusters Score -83729.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -83729.695312 Penalty: 3255.672363 Iteration 18F: 3 clusters Score -83729.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -708792.375000 Penalty: 2129.783936 Iteration 0F: 2 clusters Score -708792.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -704044.000000 Penalty: 4259.567871 Iteration 0F: 3 clusters Score -704044 nChanged 2099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -705233.750000 Penalty: 4259.567871 Iteration 1F: 3 clusters Score -705233.8 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -705506.562500 Penalty: 4259.567871 Iteration 2F: 3 clusters Score -705506.6 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -705725.125000 Penalty: 4259.567871 Iteration 3F: 3 clusters Score -705725.1 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -705917.562500 Penalty: 4259.567871 Iteration 4Q: 3 clusters Score -705917.6 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -706110.937500 Penalty: 4259.567871 Iteration 5Q: 3 clusters Score -706110.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -706281.500000 Penalty: 4259.567871 Iteration 6Q: 3 clusters Score -706281.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -706419.500000 Penalty: 4259.567871 Iteration 7Q: 3 clusters Score -706419.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -706555.375000 Penalty: 4259.567871 Iteration 8Q: 3 clusters Score -706555.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -706675.000000 Penalty: 4259.567871 Iteration 9Q: 3 clusters Score -706675 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -706779.687500 Penalty: 4259.567871 Iteration 10Q: 3 clusters Score -706779.7 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -706871.062500 Penalty: 4259.567871 Iteration 11Q: 3 clusters Score -706871.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -706958.625000 Penalty: 4259.567871 Iteration 12Q: 3 clusters Score -706958.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -707042.437500 Penalty: 4259.567871 Iteration 13Q: 3 clusters Score -707042.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -707125.687500 Penalty: 4259.567871 Iteration 14Q: 3 clusters Score -707125.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -707207.187500 Penalty: 4259.567871 Iteration 15Q: 3 clusters Score -707207.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -707296.687500 Penalty: 4259.567871 Iteration 16Q: 3 clusters Score -707296.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -707391.062500 Penalty: 4259.567871 Iteration 17Q: 3 clusters Score -707391.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -707492.937500 Penalty: 4259.567871 Iteration 18Q: 3 clusters Score -707492.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -707600.562500 Penalty: 4259.567871 Iteration 19Q: 3 clusters Score -707600.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -707706.750000 Penalty: 4259.567871 Iteration 20F: 3 clusters Score -707706.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -707795.062500 Penalty: 4259.567871 Iteration 21Q: 3 clusters Score -707795.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -707849.562500 Penalty: 4259.567871 Iteration 22Q: 3 clusters Score -707849.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -707891.437500 Penalty: 4259.567871 Iteration 23Q: 3 clusters Score -707891.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -707920.125000 Penalty: 4259.567871 Iteration 24Q: 3 clusters Score -707920.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -707940.437500 Penalty: 4259.567871 Iteration 25Q: 3 clusters Score -707940.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -707952.750000 Penalty: 4259.567871 Iteration 26Q: 3 clusters Score -707952.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -707959.937500 Penalty: 4259.567871 Iteration 27Q: 3 clusters Score -707959.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -707965.000000 Penalty: 4259.567871 Iteration 28Q: 3 clusters Score -707965 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -707968.250000 Penalty: 4259.567871 Iteration 29Q: 3 clusters Score -707968.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -707970.437500 Penalty: 4259.567871 Iteration 30Q: 3 clusters Score -707970.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -707972.125000 Penalty: 4259.567871 Iteration 31Q: 3 clusters Score -707972.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -707972.312500 Penalty: 4259.567871 Iteration 32Q: 3 clusters Score -707972.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -707972.687500 Penalty: 4259.567871 Iteration 33Q: 3 clusters Score -707972.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -707972.187500 Penalty: 4259.567871 Iteration 34Q: 3 clusters Score -707972.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -707972.187500 Penalty: 4259.567871 Iteration 35F: 3 clusters Score -707972.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7675 members Entering Unmasked Estep Score: -1019278.625000 Penalty: 2218.539551 Iteration 0F: 2 clusters Score -1019279 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -1013038.812500 Penalty: 4437.079102 Iteration 0F: 3 clusters Score -1013039 nChanged 3149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1014796.687500 Penalty: 4437.079102 Iteration 1F: 3 clusters Score -1014797 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1015083.000000 Penalty: 4437.079102 Iteration 2F: 3 clusters Score -1015083 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1015306.125000 Penalty: 4437.079102 Iteration 3F: 3 clusters Score -1015306 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -1015456.000000 Penalty: 4437.079102 Iteration 4Q: 3 clusters Score -1015456 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -1015578.500000 Penalty: 4437.079102 Iteration 5Q: 3 clusters Score -1015578 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -1015695.187500 Penalty: 4437.079102 Iteration 6Q: 3 clusters Score -1015695 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1015819.937500 Penalty: 4437.079102 Iteration 7Q: 3 clusters Score -1015820 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -1015946.625000 Penalty: 4437.079102 Iteration 8Q: 3 clusters Score -1015947 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -1016070.875000 Penalty: 4437.079102 Iteration 9Q: 3 clusters Score -1016071 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -1016203.750000 Penalty: 4437.079102 Iteration 10Q: 3 clusters Score -1016204 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1016324.812500 Penalty: 4437.079102 Iteration 11Q: 3 clusters Score -1016325 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -1016460.687500 Penalty: 4437.079102 Iteration 12Q: 3 clusters Score -1016461 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1016627.625000 Penalty: 4437.079102 Iteration 13Q: 3 clusters Score -1016628 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1016775.250000 Penalty: 4437.079102 Iteration 14Q: 3 clusters Score -1016775 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -1016926.812500 Penalty: 4437.079102 Iteration 15Q: 3 clusters Score -1016927 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -1017044.062500 Penalty: 4437.079102 Iteration 16Q: 3 clusters Score -1017044 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -1017136.375000 Penalty: 4437.079102 Iteration 17Q: 3 clusters Score -1017136 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7170 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -1017209.625000 Penalty: 4437.079102 Iteration 18Q: 3 clusters Score -1017210 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7225 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1017263.437500 Penalty: 4437.079102 Iteration 19Q: 3 clusters Score -1017263 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1017310.687500 Penalty: 4437.079102 Iteration 20F: 3 clusters Score -1017311 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -1017331.625000 Penalty: 4437.079102 Iteration 21Q: 3 clusters Score -1017332 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1017350.250000 Penalty: 4437.079102 Iteration 22Q: 3 clusters Score -1017350 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1017357.562500 Penalty: 4437.079102 Iteration 23Q: 3 clusters Score -1017358 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7328 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -1017368.875000 Penalty: 4437.079102 Iteration 24Q: 3 clusters Score -1017369 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1017379.562500 Penalty: 4437.079102 Iteration 25Q: 3 clusters Score -1017380 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1017386.625000 Penalty: 4437.079102 Iteration 26Q: 3 clusters Score -1017387 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -1017397.000000 Penalty: 4437.079102 Iteration 27Q: 3 clusters Score -1017397 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7358 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -1017406.437500 Penalty: 4437.079102 Iteration 28Q: 3 clusters Score -1017406 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -1017413.562500 Penalty: 4437.079102 Iteration 29Q: 3 clusters Score -1017414 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -1017414.812500 Penalty: 4437.079102 Iteration 30Q: 3 clusters Score -1017415 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -1017417.187500 Penalty: 4437.079102 Iteration 31Q: 3 clusters Score -1017417 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -1017418.500000 Penalty: 4437.079102 Iteration 32Q: 3 clusters Score -1017418 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -1017420.312500 Penalty: 4437.079102 Iteration 33Q: 3 clusters Score -1017420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7370 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1017422.937500 Penalty: 4437.079102 Iteration 34Q: 3 clusters Score -1017423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -1017425.375000 Penalty: 4437.079102 Iteration 35Q: 3 clusters Score -1017425 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -1017428.437500 Penalty: 4437.079102 Iteration 36Q: 3 clusters Score -1017428 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1017430.625000 Penalty: 4437.079102 Iteration 37Q: 3 clusters Score -1017431 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1017430.625000 Penalty: 4437.079102 Iteration 38F: 3 clusters Score -1017431 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12180 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Entering Unmasked Estep Score: -1510900.500000 Penalty: 2333.072510 Iteration 0F: 2 clusters Score -1510900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -1501826.875000 Penalty: 4666.145020 Iteration 0F: 3 clusters Score -1501827 nChanged 5255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -1504730.375000 Penalty: 4666.145020 Iteration 1F: 3 clusters Score -1504730 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -1505184.625000 Penalty: 4666.145020 Iteration 2F: 3 clusters Score -1505185 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 5911 members Entering Unmasked Estep Score: -1505549.500000 Penalty: 4666.145020 Iteration 3F: 3 clusters Score -1505550 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 5847 members Entering Unmasked Estep Score: -1505862.875000 Penalty: 4666.145020 Iteration 4Q: 3 clusters Score -1505863 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 5808 members Entering Unmasked Estep Score: -1506197.500000 Penalty: 4666.145020 Iteration 5Q: 3 clusters Score -1506198 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -1506566.750000 Penalty: 4666.145020 Iteration 6Q: 3 clusters Score -1506567 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -1506977.500000 Penalty: 4666.145020 Iteration 7Q: 3 clusters Score -1506978 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -1507290.250000 Penalty: 4666.145020 Iteration 8Q: 3 clusters Score -1507290 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -1507540.750000 Penalty: 4666.145020 Iteration 9Q: 3 clusters Score -1507541 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1507741.125000 Penalty: 4666.145020 Iteration 10Q: 3 clusters Score -1507741 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6722 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -1507903.625000 Penalty: 4666.145020 Iteration 11Q: 3 clusters Score -1507904 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 5365 members Entering Unmasked Estep Score: -1508039.750000 Penalty: 4666.145020 Iteration 12Q: 3 clusters Score -1508040 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6944 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -1508169.250000 Penalty: 4666.145020 Iteration 13Q: 3 clusters Score -1508169 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 5119 members Entering Unmasked Estep Score: -1508297.125000 Penalty: 4666.145020 Iteration 14Q: 3 clusters Score -1508297 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -1508428.125000 Penalty: 4666.145020 Iteration 15Q: 3 clusters Score -1508428 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1508544.500000 Penalty: 4666.145020 Iteration 16Q: 3 clusters Score -1508544 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -1508636.000000 Penalty: 4666.145020 Iteration 17Q: 3 clusters Score -1508636 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -1508738.125000 Penalty: 4666.145020 Iteration 18Q: 3 clusters Score -1508738 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1508838.125000 Penalty: 4666.145020 Iteration 19Q: 3 clusters Score -1508838 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -1508927.250000 Penalty: 4666.145020 Iteration 20F: 3 clusters Score -1508927 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -1509004.750000 Penalty: 4666.145020 Iteration 21Q: 3 clusters Score -1509005 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -1509068.375000 Penalty: 4666.145020 Iteration 22Q: 3 clusters Score -1509068 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8146 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1509117.000000 Penalty: 4666.145020 Iteration 23Q: 3 clusters Score -1509117 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -1509164.125000 Penalty: 4666.145020 Iteration 24Q: 3 clusters Score -1509164 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -1509219.250000 Penalty: 4666.145020 Iteration 25Q: 3 clusters Score -1509219 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8385 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -1509296.625000 Penalty: 4666.145020 Iteration 26Q: 3 clusters Score -1509297 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8453 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -1509365.250000 Penalty: 4666.145020 Iteration 27Q: 3 clusters Score -1509365 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -1509415.500000 Penalty: 4666.145020 Iteration 28Q: 3 clusters Score -1509416 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -1509454.375000 Penalty: 4666.145020 Iteration 29Q: 3 clusters Score -1509454 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -1509477.875000 Penalty: 4666.145020 Iteration 30Q: 3 clusters Score -1509478 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8670 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -1509486.750000 Penalty: 4666.145020 Iteration 31Q: 3 clusters Score -1509487 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8695 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -1509502.500000 Penalty: 4666.145020 Iteration 32Q: 3 clusters Score -1509502 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1509514.250000 Penalty: 4666.145020 Iteration 33Q: 3 clusters Score -1509514 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8740 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -1509521.250000 Penalty: 4666.145020 Iteration 34Q: 3 clusters Score -1509521 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8762 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -1509523.500000 Penalty: 4666.145020 Iteration 35Q: 3 clusters Score -1509524 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1509524.500000 Penalty: 4666.145020 Iteration 36Q: 3 clusters Score -1509524 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1509527.500000 Penalty: 4666.145020 Iteration 37Q: 3 clusters Score -1509528 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -1509531.625000 Penalty: 4666.145020 Iteration 38Q: 3 clusters Score -1509532 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1509534.250000 Penalty: 4666.145020 Iteration 39Q: 3 clusters Score -1509534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8803 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -1509535.875000 Penalty: 4666.145020 Iteration 40F: 3 clusters Score -1509536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1509534.250000 Penalty: 4666.145020 Iteration 41Q: 3 clusters Score -1509534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1509533.250000 Penalty: 4666.145020 Iteration 42Q: 3 clusters Score -1509533 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8807 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1509534.125000 Penalty: 4666.145020 Iteration 43Q: 3 clusters Score -1509534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -1509534.375000 Penalty: 4666.145020 Iteration 44Q: 3 clusters Score -1509534 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -1509534.375000 Penalty: 4666.145020 Iteration 45F: 3 clusters Score -1509534 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Entering Unmasked Estep Score: -467051.062500 Penalty: 2043.288208 Iteration 0F: 2 clusters Score -467051.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -463264.562500 Penalty: 4086.576416 Iteration 0F: 3 clusters Score -463264.6 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -464100.187500 Penalty: 4086.576416 Iteration 1F: 3 clusters Score -464100.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -464334.687500 Penalty: 4086.576416 Iteration 2F: 3 clusters Score -464334.7 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -464533.375000 Penalty: 4086.576416 Iteration 3F: 3 clusters Score -464533.4 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -464722.656250 Penalty: 4086.576416 Iteration 4F: 3 clusters Score -464722.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -464866.312500 Penalty: 4086.576416 Iteration 5Q: 3 clusters Score -464866.3 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -464967.437500 Penalty: 4086.576416 Iteration 6Q: 3 clusters Score -464967.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -465059.468750 Penalty: 4086.576416 Iteration 7Q: 3 clusters Score -465059.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -465142.593750 Penalty: 4086.576416 Iteration 8Q: 3 clusters Score -465142.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -465213.750000 Penalty: 4086.576416 Iteration 9Q: 3 clusters Score -465213.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -465281.500000 Penalty: 4086.576416 Iteration 10Q: 3 clusters Score -465281.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -465328.718750 Penalty: 4086.576416 Iteration 11Q: 3 clusters Score -465328.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -465366.625000 Penalty: 4086.576416 Iteration 12Q: 3 clusters Score -465366.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -465388.437500 Penalty: 4086.576416 Iteration 13Q: 3 clusters Score -465388.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -465406.187500 Penalty: 4086.576416 Iteration 14Q: 3 clusters Score -465406.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -465422.531250 Penalty: 4086.576416 Iteration 15Q: 3 clusters Score -465422.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -465433.656250 Penalty: 4086.576416 Iteration 16Q: 3 clusters Score -465433.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -465444.687500 Penalty: 4086.576416 Iteration 17Q: 3 clusters Score -465444.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -465450.718750 Penalty: 4086.576416 Iteration 18Q: 3 clusters Score -465450.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -465454.468750 Penalty: 4086.576416 Iteration 19Q: 3 clusters Score -465454.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -465457.656250 Penalty: 4086.576416 Iteration 20F: 3 clusters Score -465457.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -465462.156250 Penalty: 4086.576416 Iteration 21Q: 3 clusters Score -465462.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -465466.500000 Penalty: 4086.576416 Iteration 22Q: 3 clusters Score -465466.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -465471.406250 Penalty: 4086.576416 Iteration 23Q: 3 clusters Score -465471.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -465475.218750 Penalty: 4086.576416 Iteration 24Q: 3 clusters Score -465475.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -465476.375000 Penalty: 4086.576416 Iteration 25Q: 3 clusters Score -465476.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -465476.375000 Penalty: 4086.576416 Iteration 26F: 3 clusters Score -465476.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25463 members Entering Unmasked Estep Score: -3372536.500000 Penalty: 2515.955322 Iteration 0F: 2 clusters Score -3372536 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12554 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -3355029.500000 Penalty: 5031.910645 Iteration 0F: 3 clusters Score -3355030 nChanged 11248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11320 members Mstep: Class 2 contains 14143 members Entering Unmasked Estep Score: -3361447.500000 Penalty: 5031.910645 Iteration 1F: 3 clusters Score -3361448 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10532 members Mstep: Class 2 contains 14931 members Entering Unmasked Estep Score: -3362128.500000 Penalty: 5031.910645 Iteration 2F: 3 clusters Score -3362128 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9545 members Mstep: Class 2 contains 15918 members Entering Unmasked Estep Score: -3362875.750000 Penalty: 5031.910645 Iteration 3F: 3 clusters Score -3362876 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8327 members Mstep: Class 2 contains 17136 members Entering Unmasked Estep Score: -3363774.750000 Penalty: 5031.910645 Iteration 4F: 3 clusters Score -3363775 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 18638 members Entering Unmasked Estep Score: -3364919.750000 Penalty: 5031.910645 Iteration 5F: 3 clusters Score -3364920 nChanged 1630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 20180 members Entering Unmasked Estep Score: -3366145.250000 Penalty: 5031.910645 Iteration 6F: 3 clusters Score -3366145 nChanged 1542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 21680 members Entering Unmasked Estep Score: -3367395.000000 Penalty: 5031.910645 Iteration 7F: 3 clusters Score -3367395 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 22888 members Entering Unmasked Estep Score: -3368379.750000 Penalty: 5031.910645 Iteration 8Q: 3 clusters Score -3368380 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 23784 members Entering Unmasked Estep Score: -3369118.500000 Penalty: 5031.910645 Iteration 9Q: 3 clusters Score -3369118 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 24356 members Entering Unmasked Estep Score: -3369605.750000 Penalty: 5031.910645 Iteration 10Q: 3 clusters Score -3369606 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 24678 members Entering Unmasked Estep Score: -3369864.000000 Penalty: 5031.910645 Iteration 11Q: 3 clusters Score -3369864 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 24846 members Entering Unmasked Estep Score: -3370020.250000 Penalty: 5031.910645 Iteration 12Q: 3 clusters Score -3370020 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 24936 members Entering Unmasked Estep Score: -3370109.750000 Penalty: 5031.910645 Iteration 13Q: 3 clusters Score -3370110 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 25002 members Entering Unmasked Estep Score: -3370168.500000 Penalty: 5031.910645 Iteration 14Q: 3 clusters Score -3370168 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 25043 members Entering Unmasked Estep Score: -3370198.750000 Penalty: 5031.910645 Iteration 15Q: 3 clusters Score -3370199 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 25067 members Entering Unmasked Estep Score: -3370237.000000 Penalty: 5031.910645 Iteration 16Q: 3 clusters Score -3370237 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 25090 members Entering Unmasked Estep Score: -3370262.250000 Penalty: 5031.910645 Iteration 17Q: 3 clusters Score -3370262 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 25103 members Entering Unmasked Estep Score: -3370282.500000 Penalty: 5031.910645 Iteration 18Q: 3 clusters Score -3370282 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 25115 members Entering Unmasked Estep Score: -3370288.500000 Penalty: 5031.910645 Iteration 19Q: 3 clusters Score -3370288 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 25125 members Entering Unmasked Estep Score: -3370304.750000 Penalty: 5031.910645 Iteration 20F: 3 clusters Score -3370305 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 25128 members Entering Unmasked Estep Score: -3370310.250000 Penalty: 5031.910645 Iteration 21Q: 3 clusters Score -3370310 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 25136 members Entering Unmasked Estep Score: -3370318.250000 Penalty: 5031.910645 Iteration 22Q: 3 clusters Score -3370318 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 25141 members Entering Unmasked Estep Score: -3370332.250000 Penalty: 5031.910645 Iteration 23Q: 3 clusters Score -3370332 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 25143 members Entering Unmasked Estep Score: -3370331.500000 Penalty: 5031.910645 Iteration 24Q: 3 clusters Score -3370332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 25147 members Entering Unmasked Estep Score: -3370331.750000 Penalty: 5031.910645 Iteration 25Q: 3 clusters Score -3370332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 25151 members Entering Unmasked Estep Score: -3370336.000000 Penalty: 5031.910645 Iteration 26Q: 3 clusters Score -3370336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 25153 members Entering Unmasked Estep Score: -3370335.000000 Penalty: 5031.910645 Iteration 27Q: 3 clusters Score -3370335 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 25154 members Entering Unmasked Estep Score: -3370332.750000 Penalty: 5031.910645 Iteration 28Q: 3 clusters Score -3370333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 25156 members Entering Unmasked Estep Score: -3370338.250000 Penalty: 5031.910645 Iteration 29Q: 3 clusters Score -3370338 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 25157 members Entering Unmasked Estep Score: -3370343.000000 Penalty: 5031.910645 Iteration 30Q: 3 clusters Score -3370343 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 25158 members Entering Unmasked Estep Score: -3370343.500000 Penalty: 5031.910645 Iteration 31Q: 3 clusters Score -3370344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 25160 members Entering Unmasked Estep Score: -3370343.750000 Penalty: 5031.910645 Iteration 32Q: 3 clusters Score -3370344 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 25161 members Entering Unmasked Estep Score: -3370343.750000 Penalty: 5031.910645 Iteration 33Q: 3 clusters Score -3370344 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 25161 members Entering Unmasked Estep Score: -3370346.250000 Penalty: 5031.910645 Iteration 34Q: 3 clusters Score -3370346 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 25162 members Entering Unmasked Estep Score: -3370344.500000 Penalty: 5031.910645 Iteration 35Q: 3 clusters Score -3370344 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 25166 members Entering Unmasked Estep Score: -3370357.500000 Penalty: 5031.910645 Iteration 36Q: 3 clusters Score -3370358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 25169 members Entering Unmasked Estep Score: -3370357.000000 Penalty: 5031.910645 Iteration 37Q: 3 clusters Score -3370357 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 25170 members Entering Unmasked Estep Score: -3370362.500000 Penalty: 5031.910645 Iteration 38Q: 3 clusters Score -3370362 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 25171 members Entering Unmasked Estep Score: -3370363.500000 Penalty: 5031.910645 Iteration 39Q: 3 clusters Score -3370364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 25171 members Entering Unmasked Estep Score: -3370363.500000 Penalty: 5031.910645 Iteration 40F: 3 clusters Score -3370364 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Entering Unmasked Estep Score: -150294.625000 Penalty: 1746.487061 Iteration 0F: 2 clusters Score -150294.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -148256.312500 Penalty: 3492.974121 Iteration 0F: 3 clusters Score -148256.3 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -148538.234375 Penalty: 3492.974121 Iteration 1F: 3 clusters Score -148538.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -148613.953125 Penalty: 3492.974121 Iteration 2F: 3 clusters Score -148614 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -148654.437500 Penalty: 3492.974121 Iteration 3Q: 3 clusters Score -148654.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -148677.250000 Penalty: 3492.974121 Iteration 4Q: 3 clusters Score -148677.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -148691.421875 Penalty: 3492.974121 Iteration 5Q: 3 clusters Score -148691.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -148707.484375 Penalty: 3492.974121 Iteration 6Q: 3 clusters Score -148707.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -148716.437500 Penalty: 3492.974121 Iteration 7Q: 3 clusters Score -148716.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -148732.437500 Penalty: 3492.974121 Iteration 8Q: 3 clusters Score -148732.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -148745.250000 Penalty: 3492.974121 Iteration 9Q: 3 clusters Score -148745.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -148752.359375 Penalty: 3492.974121 Iteration 10Q: 3 clusters Score -148752.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -148754.406250 Penalty: 3492.974121 Iteration 11Q: 3 clusters Score -148754.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -148754.406250 Penalty: 3492.974121 Iteration 12F: 3 clusters Score -148754.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Entering Unmasked Estep Score: -84999.398438 Penalty: 1621.099487 Iteration 0F: 2 clusters Score -84999.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -83350.507812 Penalty: 3242.198975 Iteration 0F: 3 clusters Score -83350.51 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -83585.851562 Penalty: 3242.198975 Iteration 1F: 3 clusters Score -83585.85 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -83661.171875 Penalty: 3242.198975 Iteration 2F: 3 clusters Score -83661.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -83696.515625 Penalty: 3242.198975 Iteration 3Q: 3 clusters Score -83696.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -83720.625000 Penalty: 3242.198975 Iteration 4Q: 3 clusters Score -83720.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -83744.351562 Penalty: 3242.198975 Iteration 5Q: 3 clusters Score -83744.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -83776.726562 Penalty: 3242.198975 Iteration 6Q: 3 clusters Score -83776.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -83796.359375 Penalty: 3242.198975 Iteration 7Q: 3 clusters Score -83796.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -83820.195312 Penalty: 3242.198975 Iteration 8Q: 3 clusters Score -83820.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -83840.273438 Penalty: 3242.198975 Iteration 9Q: 3 clusters Score -83840.27 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -83864.257812 Penalty: 3242.198975 Iteration 10Q: 3 clusters Score -83864.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -83905.171875 Penalty: 3242.198975 Iteration 11Q: 3 clusters Score -83905.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83938.406250 Penalty: 3242.198975 Iteration 12Q: 3 clusters Score -83938.41 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -83987.070312 Penalty: 3242.198975 Iteration 13Q: 3 clusters Score -83987.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -84030.257812 Penalty: 3242.198975 Iteration 14Q: 3 clusters Score -84030.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -84055.468750 Penalty: 3242.198975 Iteration 15Q: 3 clusters Score -84055.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -84072.992188 Penalty: 3242.198975 Iteration 16Q: 3 clusters Score -84072.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -84087.296875 Penalty: 3242.198975 Iteration 17Q: 3 clusters Score -84087.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -84103.843750 Penalty: 3242.198975 Iteration 18Q: 3 clusters Score -84103.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -84140.234375 Penalty: 3242.198975 Iteration 19Q: 3 clusters Score -84140.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -84191.265625 Penalty: 3242.198975 Iteration 20F: 3 clusters Score -84191.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -84262.226562 Penalty: 3242.198975 Iteration 21Q: 3 clusters Score -84262.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -84310.585938 Penalty: 3242.198975 Iteration 22Q: 3 clusters Score -84310.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -84353.070312 Penalty: 3242.198975 Iteration 23Q: 3 clusters Score -84353.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -84432.945312 Penalty: 3242.198975 Iteration 24Q: 3 clusters Score -84432.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -84529.007812 Penalty: 3242.198975 Iteration 25Q: 3 clusters Score -84529.01 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -84603.296875 Penalty: 3242.198975 Iteration 26Q: 3 clusters Score -84603.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -84637.945312 Penalty: 3242.198975 Iteration 27Q: 3 clusters Score -84637.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -84661.664062 Penalty: 3242.198975 Iteration 28Q: 3 clusters Score -84661.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -84735.867188 Penalty: 3242.198975 Iteration 29Q: 3 clusters Score -84735.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -84803.632812 Penalty: 3242.198975 Iteration 30Q: 3 clusters Score -84803.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -84871.015625 Penalty: 3242.198975 Iteration 31Q: 3 clusters Score -84871.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -84914.929688 Penalty: 3242.198975 Iteration 32Q: 3 clusters Score -84914.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -84957.875000 Penalty: 3242.198975 Iteration 33Q: 3 clusters Score -84957.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -84991.367188 Penalty: 3242.198975 Iteration 34Q: 3 clusters Score -84991.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -85028.273438 Penalty: 3242.198975 Iteration 35F: 3 clusters Score -85028.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -85086.750000 Penalty: 3242.198975 Iteration 36Q: 3 clusters Score -85086.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -85086.750000 Penalty: 3242.198975 Iteration 37F: 3 clusters Score -85086.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101434 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64989 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144549 members Mstep: Class 8 contains 124539 members Mstep: Class 9 contains 9362 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99771 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12180 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25463 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 316 members Mstep: Class 23 contains 374 members Entering Unmasked Estep Score: -85861704.000000 Penalty: 76394.156250 Splitting cluster 22 changes total score from -85863432.000000 to -85861704.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101434 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64989 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144549 members Mstep: Class 8 contains 124539 members Mstep: Class 9 contains 9362 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99771 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12180 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25463 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863400.000000 Penalty: 73072.671875 Iteration 119Q: 23 clusters Score -8.58634e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101443 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64986 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144549 members Mstep: Class 8 contains 124537 members Mstep: Class 9 contains 9363 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99772 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7675 members Mstep: Class 18 contains 12179 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25458 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863408.000000 Penalty: 73072.671875 Iteration 120F: 23 clusters Score -8.586341e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101451 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64981 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144549 members Mstep: Class 8 contains 124536 members Mstep: Class 9 contains 9366 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99774 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7676 members Mstep: Class 18 contains 12178 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25451 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863336.000000 Penalty: 73072.671875 Iteration 121Q: 23 clusters Score -8.586334e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101454 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64981 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144548 members Mstep: Class 8 contains 124536 members Mstep: Class 9 contains 9368 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7676 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25448 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863320.000000 Penalty: 73072.671875 Iteration 122Q: 23 clusters Score -8.586332e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101457 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64981 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144548 members Mstep: Class 8 contains 124534 members Mstep: Class 9 contains 9370 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7677 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25444 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863336.000000 Penalty: 73072.671875 Iteration 123Q: 23 clusters Score -8.586334e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101464 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64978 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144548 members Mstep: Class 8 contains 124533 members Mstep: Class 9 contains 9370 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99774 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7679 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25440 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863344.000000 Penalty: 73072.671875 Iteration 124Q: 23 clusters Score -8.586334e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101469 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64976 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144547 members Mstep: Class 8 contains 124531 members Mstep: Class 9 contains 9370 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7679 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25439 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863376.000000 Penalty: 73072.671875 Iteration 125Q: 23 clusters Score -8.586338e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101469 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64975 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144547 members Mstep: Class 8 contains 124531 members Mstep: Class 9 contains 9371 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7680 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25438 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863384.000000 Penalty: 73072.671875 Iteration 126Q: 23 clusters Score -8.586338e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101469 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64975 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144547 members Mstep: Class 8 contains 124531 members Mstep: Class 9 contains 9371 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7680 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25438 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Score: -85863384.000000 Penalty: 73072.671875 Iteration 127F: 23 clusters Score -8.586338e+07 nChanged 0 Entering ConstructFrom: Score: -85863384.000000 Penalty: 73072.671875 Entering ConstructFrom: Trying to split cluster 1 (5411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Entering Unmasked Estep Score: -683600.937500 Penalty: 2131.854980 Iteration 0F: 2 clusters Score -683600.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -678796.750000 Penalty: 4263.709961 Iteration 0F: 3 clusters Score -678796.8 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -680149.437500 Penalty: 4263.709961 Iteration 1F: 3 clusters Score -680149.4 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -680528.875000 Penalty: 4263.709961 Iteration 2F: 3 clusters Score -680528.9 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -680810.375000 Penalty: 4263.709961 Iteration 3F: 3 clusters Score -680810.4 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -681047.375000 Penalty: 4263.709961 Iteration 4F: 3 clusters Score -681047.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -681253.062500 Penalty: 4263.709961 Iteration 5F: 3 clusters Score -681253.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -681425.125000 Penalty: 4263.709961 Iteration 6Q: 3 clusters Score -681425.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -681569.187500 Penalty: 4263.709961 Iteration 7Q: 3 clusters Score -681569.2 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -681675.500000 Penalty: 4263.709961 Iteration 8Q: 3 clusters Score -681675.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -681763.312500 Penalty: 4263.709961 Iteration 9Q: 3 clusters Score -681763.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -681820.000000 Penalty: 4263.709961 Iteration 10Q: 3 clusters Score -681820 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -681860.625000 Penalty: 4263.709961 Iteration 11Q: 3 clusters Score -681860.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -681898.875000 Penalty: 4263.709961 Iteration 12Q: 3 clusters Score -681898.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -681932.562500 Penalty: 4263.709961 Iteration 13Q: 3 clusters Score -681932.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -681950.750000 Penalty: 4263.709961 Iteration 14Q: 3 clusters Score -681950.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -681961.000000 Penalty: 4263.709961 Iteration 15Q: 3 clusters Score -681961 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -681968.250000 Penalty: 4263.709961 Iteration 16Q: 3 clusters Score -681968.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -681975.562500 Penalty: 4263.709961 Iteration 17Q: 3 clusters Score -681975.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -681983.250000 Penalty: 4263.709961 Iteration 18Q: 3 clusters Score -681983.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -681986.812500 Penalty: 4263.709961 Iteration 19Q: 3 clusters Score -681986.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -681987.500000 Penalty: 4263.709961 Iteration 20F: 3 clusters Score -681987.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -681990.312500 Penalty: 4263.709961 Iteration 21Q: 3 clusters Score -681990.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -681990.500000 Penalty: 4263.709961 Iteration 22Q: 3 clusters Score -681990.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -681990.312500 Penalty: 4263.709961 Iteration 23Q: 3 clusters Score -681990.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4367 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -681990.312500 Penalty: 4263.709961 Iteration 24F: 3 clusters Score -681990.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (101469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101469 members Entering Unmasked Estep Score: -13413621.000000 Penalty: 2858.822266 Iteration 0F: 2 clusters Score -1.341362e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50810 members Mstep: Class 2 contains 50659 members Entering Unmasked Estep Score: -13345748.000000 Penalty: 5717.644531 Iteration 0F: 3 clusters Score -1.334575e+07 nChanged 48017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52153 members Mstep: Class 2 contains 49316 members Entering Unmasked Estep Score: -13373010.000000 Penalty: 5717.644531 Iteration 1F: 3 clusters Score -1.337301e+07 nChanged 3206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53161 members Mstep: Class 2 contains 48308 members Entering Unmasked Estep Score: -13373583.000000 Penalty: 5717.644531 Iteration 2Q: 3 clusters Score -1.337358e+07 nChanged 3257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54630 members Mstep: Class 2 contains 46839 members Entering Unmasked Estep Score: -13374414.000000 Penalty: 5717.644531 Iteration 3Q: 3 clusters Score -1.337441e+07 nChanged 3506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56792 members Mstep: Class 2 contains 44677 members Entering Unmasked Estep Score: -13375411.000000 Penalty: 5717.644531 Iteration 4Q: 3 clusters Score -1.337541e+07 nChanged 4070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59908 members Mstep: Class 2 contains 41561 members Entering Unmasked Estep Score: -13376850.000000 Penalty: 5717.644531 Iteration 5Q: 3 clusters Score -1.337685e+07 nChanged 4899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64305 members Mstep: Class 2 contains 37164 members Entering Unmasked Estep Score: -13379149.000000 Penalty: 5717.644531 Iteration 6Q: 3 clusters Score -1.337915e+07 nChanged 6277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70352 members Mstep: Class 2 contains 31117 members Entering Unmasked Estep Score: -13383096.000000 Penalty: 5717.644531 Iteration 7F: 3 clusters Score -1.33831e+07 nChanged 7638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77902 members Mstep: Class 2 contains 23567 members Entering Unmasked Estep Score: -13389066.000000 Penalty: 5717.644531 Iteration 8F: 3 clusters Score -1.338907e+07 nChanged 8328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86210 members Mstep: Class 2 contains 15259 members Entering Unmasked Estep Score: -13396646.000000 Penalty: 5717.644531 Iteration 9F: 3 clusters Score -1.339665e+07 nChanged 7111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93307 members Mstep: Class 2 contains 8162 members Entering Unmasked Estep Score: -13403508.000000 Penalty: 5717.644531 Iteration 10F: 3 clusters Score -1.340351e+07 nChanged 4555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97862 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -13407917.000000 Penalty: 5717.644531 Iteration 11Q: 3 clusters Score -1.340792e+07 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100015 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -13409850.000000 Penalty: 5717.644531 Iteration 12Q: 3 clusters Score -1.340985e+07 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100817 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -13410569.000000 Penalty: 5717.644531 Iteration 13Q: 3 clusters Score -1.341057e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101058 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -13410808.000000 Penalty: 5717.644531 Iteration 14Q: 3 clusters Score -1.341081e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101138 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -13410899.000000 Penalty: 5717.644531 Iteration 15Q: 3 clusters Score -1.34109e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101170 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -13410959.000000 Penalty: 5717.644531 Iteration 16Q: 3 clusters Score -1.341096e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101187 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -13410986.000000 Penalty: 5717.644531 Iteration 17Q: 3 clusters Score -1.341099e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101196 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -13411021.000000 Penalty: 5717.644531 Iteration 18Q: 3 clusters Score -1.341102e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101205 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -13411043.000000 Penalty: 5717.644531 Iteration 19Q: 3 clusters Score -1.341104e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101207 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -13411054.000000 Penalty: 5717.644531 Iteration 20F: 3 clusters Score -1.341105e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101215 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -13411060.000000 Penalty: 5717.644531 Iteration 21Q: 3 clusters Score -1.341106e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101219 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -13411081.000000 Penalty: 5717.644531 Iteration 22Q: 3 clusters Score -1.341108e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101221 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -13411089.000000 Penalty: 5717.644531 Iteration 23Q: 3 clusters Score -1.341109e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101219 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -13411096.000000 Penalty: 5717.644531 Iteration 24Q: 3 clusters Score -1.34111e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101218 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -13411088.000000 Penalty: 5717.644531 Iteration 25Q: 3 clusters Score -1.341109e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101218 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -13411088.000000 Penalty: 5717.644531 Iteration 26F: 3 clusters Score -1.341109e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Entering Unmasked Estep Score: -59220.035156 Penalty: 1535.705811 Iteration 0F: 2 clusters Score -59220.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -57720.921875 Penalty: 3071.411621 Iteration 0F: 3 clusters Score -57720.92 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -57927.957031 Penalty: 3071.411621 Iteration 1F: 3 clusters Score -57927.96 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -58014.703125 Penalty: 3071.411621 Iteration 2F: 3 clusters Score -58014.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -58054.722656 Penalty: 3071.411621 Iteration 3Q: 3 clusters Score -58054.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -58080.222656 Penalty: 3071.411621 Iteration 4Q: 3 clusters Score -58080.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -58096.871094 Penalty: 3071.411621 Iteration 5Q: 3 clusters Score -58096.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -58123.828125 Penalty: 3071.411621 Iteration 6Q: 3 clusters Score -58123.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -58147.867188 Penalty: 3071.411621 Iteration 7Q: 3 clusters Score -58147.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -58174.132812 Penalty: 3071.411621 Iteration 8Q: 3 clusters Score -58174.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -58193.164062 Penalty: 3071.411621 Iteration 9Q: 3 clusters Score -58193.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -58223.523438 Penalty: 3071.411621 Iteration 10Q: 3 clusters Score -58223.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -58302.601562 Penalty: 3071.411621 Iteration 11Q: 3 clusters Score -58302.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -58322.414062 Penalty: 3071.411621 Iteration 12Q: 3 clusters Score -58322.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -58325.613281 Penalty: 3071.411621 Iteration 13Q: 3 clusters Score -58325.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -58329.105469 Penalty: 3071.411621 Iteration 14Q: 3 clusters Score -58329.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -58338.207031 Penalty: 3071.411621 Iteration 15Q: 3 clusters Score -58338.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -58343.687500 Penalty: 3071.411621 Iteration 16Q: 3 clusters Score -58343.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -58347.261719 Penalty: 3071.411621 Iteration 17Q: 3 clusters Score -58347.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -58353.761719 Penalty: 3071.411621 Iteration 18Q: 3 clusters Score -58353.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -58355.156250 Penalty: 3071.411621 Iteration 19Q: 3 clusters Score -58355.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -58358.347656 Penalty: 3071.411621 Iteration 20F: 3 clusters Score -58358.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Entering Unmasked Estep Score: -20263.042969 Penalty: 1317.675171 Iteration 0F: 2 clusters Score -20263.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -19249.654297 Penalty: 2635.350342 Iteration 0F: 3 clusters Score -19249.65 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -19385.582031 Penalty: 2635.350342 Iteration 1F: 3 clusters Score -19385.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -19437.654297 Penalty: 2635.350342 Iteration 2F: 3 clusters Score -19437.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -19454.845703 Penalty: 2635.350342 Iteration 3Q: 3 clusters Score -19454.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -19459.603516 Penalty: 2635.350342 Iteration 4Q: 3 clusters Score -19459.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -19466.173828 Penalty: 2635.350342 Iteration 5Q: 3 clusters Score -19466.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -19466.173828 Penalty: 2635.350342 Iteration 6F: 3 clusters Score -19466.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (64975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64975 members Entering Unmasked Estep Score: -8798117.000000 Penalty: 2748.275879 Iteration 0F: 2 clusters Score -8798117 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32634 members Mstep: Class 2 contains 32341 members Entering Unmasked Estep Score: -8754655.000000 Penalty: 5496.551758 Iteration 0F: 3 clusters Score -8754655 nChanged 30317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33947 members Mstep: Class 2 contains 31028 members Entering Unmasked Estep Score: -8772019.000000 Penalty: 5496.551758 Iteration 1F: 3 clusters Score -8772019 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34455 members Mstep: Class 2 contains 30520 members Entering Unmasked Estep Score: -8773045.000000 Penalty: 5496.551758 Iteration 2Q: 3 clusters Score -8773045 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35038 members Mstep: Class 2 contains 29937 members Entering Unmasked Estep Score: -8774492.000000 Penalty: 5496.551758 Iteration 3Q: 3 clusters Score -8774492 nChanged 3451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35661 members Mstep: Class 2 contains 29314 members Entering Unmasked Estep Score: -8776453.000000 Penalty: 5496.551758 Iteration 4F: 3 clusters Score -8776453 nChanged 4164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36257 members Mstep: Class 2 contains 28718 members Entering Unmasked Estep Score: -8779372.000000 Penalty: 5496.551758 Iteration 5F: 3 clusters Score -8779372 nChanged 4694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36857 members Mstep: Class 2 contains 28118 members Entering Unmasked Estep Score: -8783014.000000 Penalty: 5496.551758 Iteration 6F: 3 clusters Score -8783014 nChanged 4644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37523 members Mstep: Class 2 contains 27452 members Entering Unmasked Estep Score: -8786398.000000 Penalty: 5496.551758 Iteration 7F: 3 clusters Score -8786398 nChanged 3943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38404 members Mstep: Class 2 contains 26571 members Entering Unmasked Estep Score: -8788827.000000 Penalty: 5496.551758 Iteration 8F: 3 clusters Score -8788827 nChanged 2911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39413 members Mstep: Class 2 contains 25562 members Entering Unmasked Estep Score: -8790233.000000 Penalty: 5496.551758 Iteration 9Q: 3 clusters Score -8790233 nChanged 2108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40517 members Mstep: Class 2 contains 24458 members Entering Unmasked Estep Score: -8791112.000000 Penalty: 5496.551758 Iteration 10Q: 3 clusters Score -8791112 nChanged 1608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41677 members Mstep: Class 2 contains 23298 members Entering Unmasked Estep Score: -8791646.000000 Penalty: 5496.551758 Iteration 11Q: 3 clusters Score -8791646 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42845 members Mstep: Class 2 contains 22130 members Entering Unmasked Estep Score: -8792059.000000 Penalty: 5496.551758 Iteration 12Q: 3 clusters Score -8792059 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43889 members Mstep: Class 2 contains 21086 members Entering Unmasked Estep Score: -8792386.000000 Penalty: 5496.551758 Iteration 13Q: 3 clusters Score -8792386 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44916 members Mstep: Class 2 contains 20059 members Entering Unmasked Estep Score: -8792680.000000 Penalty: 5496.551758 Iteration 14Q: 3 clusters Score -8792680 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45945 members Mstep: Class 2 contains 19030 members Entering Unmasked Estep Score: -8792919.000000 Penalty: 5496.551758 Iteration 15Q: 3 clusters Score -8792919 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46939 members Mstep: Class 2 contains 18036 members Entering Unmasked Estep Score: -8793214.000000 Penalty: 5496.551758 Iteration 16Q: 3 clusters Score -8793214 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47877 members Mstep: Class 2 contains 17098 members Entering Unmasked Estep Score: -8793479.000000 Penalty: 5496.551758 Iteration 17Q: 3 clusters Score -8793479 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48845 members Mstep: Class 2 contains 16130 members Entering Unmasked Estep Score: -8793763.000000 Penalty: 5496.551758 Iteration 18Q: 3 clusters Score -8793763 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49799 members Mstep: Class 2 contains 15176 members Entering Unmasked Estep Score: -8794059.000000 Penalty: 5496.551758 Iteration 19Q: 3 clusters Score -8794059 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50724 members Mstep: Class 2 contains 14251 members Entering Unmasked Estep Score: -8794296.000000 Penalty: 5496.551758 Iteration 20F: 3 clusters Score -8794296 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51603 members Mstep: Class 2 contains 13372 members Entering Unmasked Estep Score: -8794503.000000 Penalty: 5496.551758 Iteration 21Q: 3 clusters Score -8794503 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52419 members Mstep: Class 2 contains 12556 members Entering Unmasked Estep Score: -8794703.000000 Penalty: 5496.551758 Iteration 22Q: 3 clusters Score -8794703 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53188 members Mstep: Class 2 contains 11787 members Entering Unmasked Estep Score: -8794909.000000 Penalty: 5496.551758 Iteration 23Q: 3 clusters Score -8794909 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53874 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -8795104.000000 Penalty: 5496.551758 Iteration 24Q: 3 clusters Score -8795104 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54518 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -8795266.000000 Penalty: 5496.551758 Iteration 25Q: 3 clusters Score -8795266 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55102 members Mstep: Class 2 contains 9873 members Entering Unmasked Estep Score: -8795414.000000 Penalty: 5496.551758 Iteration 26Q: 3 clusters Score -8795414 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55613 members Mstep: Class 2 contains 9362 members Entering Unmasked Estep Score: -8795537.000000 Penalty: 5496.551758 Iteration 27Q: 3 clusters Score -8795537 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56089 members Mstep: Class 2 contains 8886 members Entering Unmasked Estep Score: -8795637.000000 Penalty: 5496.551758 Iteration 28Q: 3 clusters Score -8795637 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56532 members Mstep: Class 2 contains 8443 members Entering Unmasked Estep Score: -8795716.000000 Penalty: 5496.551758 Iteration 29Q: 3 clusters Score -8795716 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56928 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -8795805.000000 Penalty: 5496.551758 Iteration 30Q: 3 clusters Score -8795805 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57277 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -8795868.000000 Penalty: 5496.551758 Iteration 31Q: 3 clusters Score -8795868 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57595 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -8795925.000000 Penalty: 5496.551758 Iteration 32Q: 3 clusters Score -8795925 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57880 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -8795975.000000 Penalty: 5496.551758 Iteration 33Q: 3 clusters Score -8795975 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58156 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -8796076.000000 Penalty: 5496.551758 Iteration 34Q: 3 clusters Score -8796076 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58385 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -8796120.000000 Penalty: 5496.551758 Iteration 35Q: 3 clusters Score -8796120 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58608 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -8796156.000000 Penalty: 5496.551758 Iteration 36Q: 3 clusters Score -8796156 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58814 members Mstep: Class 2 contains 6161 members Entering Unmasked Estep Score: -8796195.000000 Penalty: 5496.551758 Iteration 37Q: 3 clusters Score -8796195 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59012 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -8796239.000000 Penalty: 5496.551758 Iteration 38Q: 3 clusters Score -8796239 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59199 members Mstep: Class 2 contains 5776 members Entering Unmasked Estep Score: -8796232.000000 Penalty: 5496.551758 Iteration 39Q: 3 clusters Score -8796232 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59372 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -8796293.000000 Penalty: 5496.551758 Iteration 40F: 3 clusters Score -8796293 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59517 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -8796311.000000 Penalty: 5496.551758 Iteration 41Q: 3 clusters Score -8796311 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59638 members Mstep: Class 2 contains 5337 members Entering Unmasked Estep Score: -8796334.000000 Penalty: 5496.551758 Iteration 42Q: 3 clusters Score -8796334 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59739 members Mstep: Class 2 contains 5236 members Entering Unmasked Estep Score: -8796333.000000 Penalty: 5496.551758 Iteration 43Q: 3 clusters Score -8796333 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59833 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -8796341.000000 Penalty: 5496.551758 Iteration 44Q: 3 clusters Score -8796341 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59919 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -8796362.000000 Penalty: 5496.551758 Iteration 45Q: 3 clusters Score -8796362 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60009 members Mstep: Class 2 contains 4966 members Entering Unmasked Estep Score: -8796347.000000 Penalty: 5496.551758 Iteration 46Q: 3 clusters Score -8796347 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60087 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -8796344.000000 Penalty: 5496.551758 Iteration 47Q: 3 clusters Score -8796344 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60159 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -8796352.000000 Penalty: 5496.551758 Iteration 48Q: 3 clusters Score -8796352 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60226 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -8796366.000000 Penalty: 5496.551758 Iteration 49Q: 3 clusters Score -8796366 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60271 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -8796366.000000 Penalty: 5496.551758 Iteration 50Q: 3 clusters Score -8796366 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60327 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -8796375.000000 Penalty: 5496.551758 Iteration 51Q: 3 clusters Score -8796375 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60377 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -8796389.000000 Penalty: 5496.551758 Iteration 52Q: 3 clusters Score -8796389 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60414 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -8796397.000000 Penalty: 5496.551758 Iteration 53Q: 3 clusters Score -8796397 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60451 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -8796419.000000 Penalty: 5496.551758 Iteration 54Q: 3 clusters Score -8796419 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60493 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -8796430.000000 Penalty: 5496.551758 Iteration 55Q: 3 clusters Score -8796430 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60549 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -8796428.000000 Penalty: 5496.551758 Iteration 56Q: 3 clusters Score -8796428 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60593 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -8796433.000000 Penalty: 5496.551758 Iteration 57Q: 3 clusters Score -8796433 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60637 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -8796441.000000 Penalty: 5496.551758 Iteration 58Q: 3 clusters Score -8796441 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60687 members Mstep: Class 2 contains 4288 members Entering Unmasked Estep Score: -8796442.000000 Penalty: 5496.551758 Iteration 59Q: 3 clusters Score -8796442 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60737 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -8796447.000000 Penalty: 5496.551758 Iteration 60F: 3 clusters Score -8796447 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60790 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -8796442.000000 Penalty: 5496.551758 Iteration 61Q: 3 clusters Score -8796442 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60839 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -8796455.000000 Penalty: 5496.551758 Iteration 62Q: 3 clusters Score -8796455 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60870 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -8796466.000000 Penalty: 5496.551758 Iteration 63Q: 3 clusters Score -8796466 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60903 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -8796472.000000 Penalty: 5496.551758 Iteration 64Q: 3 clusters Score -8796472 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60932 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -8796458.000000 Penalty: 5496.551758 Iteration 65Q: 3 clusters Score -8796458 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60966 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -8796478.000000 Penalty: 5496.551758 Iteration 66Q: 3 clusters Score -8796478 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61000 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -8796474.000000 Penalty: 5496.551758 Iteration 67Q: 3 clusters Score -8796474 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61027 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -8796480.000000 Penalty: 5496.551758 Iteration 68Q: 3 clusters Score -8796480 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61053 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -8796494.000000 Penalty: 5496.551758 Iteration 69Q: 3 clusters Score -8796494 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61077 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -8796504.000000 Penalty: 5496.551758 Iteration 70Q: 3 clusters Score -8796504 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61094 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -8796514.000000 Penalty: 5496.551758 Iteration 71Q: 3 clusters Score -8796514 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61116 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -8796517.000000 Penalty: 5496.551758 Iteration 72Q: 3 clusters Score -8796517 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61138 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -8796506.000000 Penalty: 5496.551758 Iteration 73Q: 3 clusters Score -8796506 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61165 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -8796528.000000 Penalty: 5496.551758 Iteration 74Q: 3 clusters Score -8796528 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61190 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -8796539.000000 Penalty: 5496.551758 Iteration 75Q: 3 clusters Score -8796539 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61212 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -8796547.000000 Penalty: 5496.551758 Iteration 76Q: 3 clusters Score -8796547 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61219 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -8796545.000000 Penalty: 5496.551758 Iteration 77Q: 3 clusters Score -8796545 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61235 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -8796538.000000 Penalty: 5496.551758 Iteration 78Q: 3 clusters Score -8796538 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61247 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -8796534.000000 Penalty: 5496.551758 Iteration 79Q: 3 clusters Score -8796534 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61266 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -8796542.000000 Penalty: 5496.551758 Iteration 80F: 3 clusters Score -8796542 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61287 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -8796542.000000 Penalty: 5496.551758 Iteration 81Q: 3 clusters Score -8796542 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61301 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -8796547.000000 Penalty: 5496.551758 Iteration 82Q: 3 clusters Score -8796547 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61315 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -8796539.000000 Penalty: 5496.551758 Iteration 83Q: 3 clusters Score -8796539 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61327 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -8796554.000000 Penalty: 5496.551758 Iteration 84Q: 3 clusters Score -8796554 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61334 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -8796558.000000 Penalty: 5496.551758 Iteration 85Q: 3 clusters Score -8796558 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61340 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -8796555.000000 Penalty: 5496.551758 Iteration 86Q: 3 clusters Score -8796555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61346 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -8796557.000000 Penalty: 5496.551758 Iteration 87Q: 3 clusters Score -8796557 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61349 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -8796552.000000 Penalty: 5496.551758 Iteration 88Q: 3 clusters Score -8796552 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61353 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -8796553.000000 Penalty: 5496.551758 Iteration 89Q: 3 clusters Score -8796553 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61357 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -8796556.000000 Penalty: 5496.551758 Iteration 90Q: 3 clusters Score -8796556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61360 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -8796554.000000 Penalty: 5496.551758 Iteration 91Q: 3 clusters Score -8796554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61364 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -8796558.000000 Penalty: 5496.551758 Iteration 92Q: 3 clusters Score -8796558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61366 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -8796558.000000 Penalty: 5496.551758 Iteration 93Q: 3 clusters Score -8796558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61371 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -8796555.000000 Penalty: 5496.551758 Iteration 94Q: 3 clusters Score -8796555 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61375 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -8796572.000000 Penalty: 5496.551758 Iteration 95Q: 3 clusters Score -8796572 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61381 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -8796569.000000 Penalty: 5496.551758 Iteration 96Q: 3 clusters Score -8796569 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61390 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -8796571.000000 Penalty: 5496.551758 Iteration 97Q: 3 clusters Score -8796571 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61396 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -8796574.000000 Penalty: 5496.551758 Iteration 98Q: 3 clusters Score -8796574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61401 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -8796566.000000 Penalty: 5496.551758 Iteration 99Q: 3 clusters Score -8796566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61400 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -8796569.000000 Penalty: 5496.551758 Iteration 100F: 3 clusters Score -8796569 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (841 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Entering Unmasked Estep Score: -95053.703125 Penalty: 1670.178711 Iteration 0F: 2 clusters Score -95053.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -93368.226562 Penalty: 3340.357422 Iteration 0F: 3 clusters Score -93368.23 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -93794.359375 Penalty: 3340.357422 Iteration 1F: 3 clusters Score -93794.36 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -94204.617188 Penalty: 3340.357422 Iteration 2F: 3 clusters Score -94204.62 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -94563.781250 Penalty: 3340.357422 Iteration 3F: 3 clusters Score -94563.78 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -94806.390625 Penalty: 3340.357422 Iteration 4F: 3 clusters Score -94806.39 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -95016.664062 Penalty: 3340.357422 Iteration 5Q: 3 clusters Score -95016.66 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -95115.281250 Penalty: 3340.357422 Iteration 6Q: 3 clusters Score -95115.28 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -95190.687500 Penalty: 3340.357422 Iteration 7Q: 3 clusters Score -95190.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -95218.671875 Penalty: 3340.357422 Iteration 8Q: 3 clusters Score -95218.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -95223.234375 Penalty: 3340.357422 Iteration 9Q: 3 clusters Score -95223.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -95223.234375 Penalty: 3340.357422 Iteration 10F: 3 clusters Score -95223.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101469 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64975 members Mstep: Class 6 contains 548 members Mstep: Class 7 contains 144547 members Mstep: Class 8 contains 124531 members Mstep: Class 9 contains 9371 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7680 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25438 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 293 members Entering Unmasked Estep Score: -85861832.000000 Penalty: 76394.156250 Splitting cluster 6 changes total score from -85863384.000000 to -85861832.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (144547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144547 members Entering Unmasked Estep Score: -19446080.000000 Penalty: 2946.577393 Iteration 0F: 2 clusters Score -1.944608e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72647 members Mstep: Class 2 contains 71900 members Entering Unmasked Estep Score: -19354102.000000 Penalty: 5893.154785 Iteration 0F: 3 clusters Score -1.93541e+07 nChanged 69056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77543 members Mstep: Class 2 contains 67004 members Entering Unmasked Estep Score: -19393892.000000 Penalty: 5893.154785 Iteration 1F: 3 clusters Score -1.939389e+07 nChanged 5008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80965 members Mstep: Class 2 contains 63582 members Entering Unmasked Estep Score: -19395350.000000 Penalty: 5893.154785 Iteration 2Q: 3 clusters Score -1.939535e+07 nChanged 6180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86171 members Mstep: Class 2 contains 58376 members Entering Unmasked Estep Score: -19397848.000000 Penalty: 5893.154785 Iteration 3Q: 3 clusters Score -1.939785e+07 nChanged 8304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93823 members Mstep: Class 2 contains 50724 members Entering Unmasked Estep Score: -19402016.000000 Penalty: 5893.154785 Iteration 4F: 3 clusters Score -1.940202e+07 nChanged 11183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104392 members Mstep: Class 2 contains 40155 members Entering Unmasked Estep Score: -19409842.000000 Penalty: 5893.154785 Iteration 5F: 3 clusters Score -1.940984e+07 nChanged 13213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116927 members Mstep: Class 2 contains 27620 members Entering Unmasked Estep Score: -19420806.000000 Penalty: 5893.154785 Iteration 6F: 3 clusters Score -1.942081e+07 nChanged 11862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128209 members Mstep: Class 2 contains 16338 members Entering Unmasked Estep Score: -19431280.000000 Penalty: 5893.154785 Iteration 7F: 3 clusters Score -1.943128e+07 nChanged 7658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135597 members Mstep: Class 2 contains 8950 members Entering Unmasked Estep Score: -19438178.000000 Penalty: 5893.154785 Iteration 8F: 3 clusters Score -1.943818e+07 nChanged 3989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139482 members Mstep: Class 2 contains 5065 members Entering Unmasked Estep Score: -19441704.000000 Penalty: 5893.154785 Iteration 9Q: 3 clusters Score -1.94417e+07 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141267 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -19443410.000000 Penalty: 5893.154785 Iteration 10Q: 3 clusters Score -1.944341e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141881 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -19444454.000000 Penalty: 5893.154785 Iteration 11Q: 3 clusters Score -1.944445e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141974 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -19445190.000000 Penalty: 5893.154785 Iteration 12Q: 3 clusters Score -1.944519e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141918 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -19445434.000000 Penalty: 5893.154785 Iteration 13Q: 3 clusters Score -1.944543e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141875 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -19445520.000000 Penalty: 5893.154785 Iteration 14Q: 3 clusters Score -1.944552e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141855 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -19445546.000000 Penalty: 5893.154785 Iteration 15Q: 3 clusters Score -1.944555e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141830 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -19445586.000000 Penalty: 5893.154785 Iteration 16Q: 3 clusters Score -1.944559e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141815 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -19445616.000000 Penalty: 5893.154785 Iteration 17Q: 3 clusters Score -1.944562e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141807 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -19445628.000000 Penalty: 5893.154785 Iteration 18Q: 3 clusters Score -1.944563e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141805 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -19445634.000000 Penalty: 5893.154785 Iteration 19Q: 3 clusters Score -1.944563e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141799 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -19445636.000000 Penalty: 5893.154785 Iteration 20F: 3 clusters Score -1.944564e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141797 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -19445648.000000 Penalty: 5893.154785 Iteration 21Q: 3 clusters Score -1.944565e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141790 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -19445640.000000 Penalty: 5893.154785 Iteration 22Q: 3 clusters Score -1.944564e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141791 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -19445630.000000 Penalty: 5893.154785 Iteration 23Q: 3 clusters Score -1.944563e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141794 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -19445634.000000 Penalty: 5893.154785 Iteration 24Q: 3 clusters Score -1.944563e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141797 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -19445632.000000 Penalty: 5893.154785 Iteration 25Q: 3 clusters Score -1.944563e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141797 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -19445638.000000 Penalty: 5893.154785 Iteration 26Q: 3 clusters Score -1.944564e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141796 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -19445642.000000 Penalty: 5893.154785 Iteration 27Q: 3 clusters Score -1.944564e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141794 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -19445648.000000 Penalty: 5893.154785 Iteration 28Q: 3 clusters Score -1.944565e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141792 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -19445642.000000 Penalty: 5893.154785 Iteration 29Q: 3 clusters Score -1.944564e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141791 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -19445648.000000 Penalty: 5893.154785 Iteration 30Q: 3 clusters Score -1.944565e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141793 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -19445634.000000 Penalty: 5893.154785 Iteration 31Q: 3 clusters Score -1.944563e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141792 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -19445648.000000 Penalty: 5893.154785 Iteration 32Q: 3 clusters Score -1.944565e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141792 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -19445648.000000 Penalty: 5893.154785 Iteration 33F: 3 clusters Score -1.944565e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (124531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124531 members Entering Unmasked Estep Score: -16595305.000000 Penalty: 2909.613037 Iteration 0F: 2 clusters Score -1.65953e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62049 members Mstep: Class 2 contains 62482 members Entering Unmasked Estep Score: -16513035.000000 Penalty: 5819.226074 Iteration 0F: 3 clusters Score -1.651304e+07 nChanged 59303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59564 members Mstep: Class 2 contains 64967 members Entering Unmasked Estep Score: -16547176.000000 Penalty: 5819.226074 Iteration 1F: 3 clusters Score -1.654718e+07 nChanged 4696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57822 members Mstep: Class 2 contains 66709 members Entering Unmasked Estep Score: -16548791.000000 Penalty: 5819.226074 Iteration 2Q: 3 clusters Score -1.654879e+07 nChanged 5315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55263 members Mstep: Class 2 contains 69268 members Entering Unmasked Estep Score: -16550925.000000 Penalty: 5819.226074 Iteration 3Q: 3 clusters Score -1.655092e+07 nChanged 6256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51759 members Mstep: Class 2 contains 72772 members Entering Unmasked Estep Score: -16554734.000000 Penalty: 5819.226074 Iteration 4F: 3 clusters Score -1.655473e+07 nChanged 7583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47392 members Mstep: Class 2 contains 77139 members Entering Unmasked Estep Score: -16560563.000000 Penalty: 5819.226074 Iteration 5F: 3 clusters Score -1.656056e+07 nChanged 8602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42842 members Mstep: Class 2 contains 81689 members Entering Unmasked Estep Score: -16569034.000000 Penalty: 5819.226074 Iteration 6F: 3 clusters Score -1.656903e+07 nChanged 8807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39701 members Mstep: Class 2 contains 84830 members Entering Unmasked Estep Score: -16579247.000000 Penalty: 5819.226074 Iteration 7F: 3 clusters Score -1.657925e+07 nChanged 7996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39149 members Mstep: Class 2 contains 85382 members Entering Unmasked Estep Score: -16587033.000000 Penalty: 5819.226074 Iteration 8F: 3 clusters Score -1.658703e+07 nChanged 6274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39939 members Mstep: Class 2 contains 84592 members Entering Unmasked Estep Score: -16590803.000000 Penalty: 5819.226074 Iteration 9F: 3 clusters Score -1.65908e+07 nChanged 4202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41145 members Mstep: Class 2 contains 83386 members Entering Unmasked Estep Score: -16592520.000000 Penalty: 5819.226074 Iteration 10Q: 3 clusters Score -1.659252e+07 nChanged 2946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42647 members Mstep: Class 2 contains 81884 members Entering Unmasked Estep Score: -16593634.000000 Penalty: 5819.226074 Iteration 11Q: 3 clusters Score -1.659363e+07 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44501 members Mstep: Class 2 contains 80030 members Entering Unmasked Estep Score: -16594708.000000 Penalty: 5819.226074 Iteration 12Q: 3 clusters Score -1.659471e+07 nChanged 2528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46723 members Mstep: Class 2 contains 77808 members Entering Unmasked Estep Score: -16595950.000000 Penalty: 5819.226074 Iteration 13Q: 3 clusters Score -1.659595e+07 nChanged 2685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49254 members Mstep: Class 2 contains 75277 members Entering Unmasked Estep Score: -16597461.000000 Penalty: 5819.226074 Iteration 14Q: 3 clusters Score -1.659746e+07 nChanged 2863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52071 members Mstep: Class 2 contains 72460 members Entering Unmasked Estep Score: -16599093.000000 Penalty: 5819.226074 Iteration 15Q: 3 clusters Score -1.659909e+07 nChanged 3093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55154 members Mstep: Class 2 contains 69377 members Entering Unmasked Estep Score: -16601238.000000 Penalty: 5819.226074 Iteration 16Q: 3 clusters Score -1.660124e+07 nChanged 3204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58356 members Mstep: Class 2 contains 66175 members Entering Unmasked Estep Score: -16603297.000000 Penalty: 5819.226074 Iteration 17Q: 3 clusters Score -1.66033e+07 nChanged 3090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61446 members Mstep: Class 2 contains 63085 members Entering Unmasked Estep Score: -16605433.000000 Penalty: 5819.226074 Iteration 18Q: 3 clusters Score -1.660543e+07 nChanged 2739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64185 members Mstep: Class 2 contains 60346 members Entering Unmasked Estep Score: -16607045.000000 Penalty: 5819.226074 Iteration 19Q: 3 clusters Score -1.660704e+07 nChanged 2350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66535 members Mstep: Class 2 contains 57996 members Entering Unmasked Estep Score: -16608578.000000 Penalty: 5819.226074 Iteration 20F: 3 clusters Score -1.660858e+07 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68613 members Mstep: Class 2 contains 55918 members Entering Unmasked Estep Score: -16609746.000000 Penalty: 5819.226074 Iteration 21Q: 3 clusters Score -1.660975e+07 nChanged 1658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70271 members Mstep: Class 2 contains 54260 members Entering Unmasked Estep Score: -16610390.000000 Penalty: 5819.226074 Iteration 22Q: 3 clusters Score -1.661039e+07 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71521 members Mstep: Class 2 contains 53010 members Entering Unmasked Estep Score: -16610706.000000 Penalty: 5819.226074 Iteration 23Q: 3 clusters Score -1.661071e+07 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72466 members Mstep: Class 2 contains 52065 members Entering Unmasked Estep Score: -16610932.000000 Penalty: 5819.226074 Iteration 24Q: 3 clusters Score -1.661093e+07 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73163 members Mstep: Class 2 contains 51368 members Entering Unmasked Estep Score: -16611058.000000 Penalty: 5819.226074 Iteration 25Q: 3 clusters Score -1.661106e+07 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73688 members Mstep: Class 2 contains 50843 members Entering Unmasked Estep Score: -16611122.000000 Penalty: 5819.226074 Iteration 26Q: 3 clusters Score -1.661112e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74111 members Mstep: Class 2 contains 50420 members Entering Unmasked Estep Score: -16611191.000000 Penalty: 5819.226074 Iteration 27Q: 3 clusters Score -1.661119e+07 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74436 members Mstep: Class 2 contains 50095 members Entering Unmasked Estep Score: -16611168.000000 Penalty: 5819.226074 Iteration 28Q: 3 clusters Score -1.661117e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74647 members Mstep: Class 2 contains 49884 members Entering Unmasked Estep Score: -16611146.000000 Penalty: 5819.226074 Iteration 29Q: 3 clusters Score -1.661115e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74803 members Mstep: Class 2 contains 49728 members Entering Unmasked Estep Score: -16611142.000000 Penalty: 5819.226074 Iteration 30Q: 3 clusters Score -1.661114e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74916 members Mstep: Class 2 contains 49615 members Entering Unmasked Estep Score: -16611138.000000 Penalty: 5819.226074 Iteration 31Q: 3 clusters Score -1.661114e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74991 members Mstep: Class 2 contains 49540 members Entering Unmasked Estep Score: -16611140.000000 Penalty: 5819.226074 Iteration 32Q: 3 clusters Score -1.661114e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75044 members Mstep: Class 2 contains 49487 members Entering Unmasked Estep Score: -16611133.000000 Penalty: 5819.226074 Iteration 33Q: 3 clusters Score -1.661113e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75082 members Mstep: Class 2 contains 49449 members Entering Unmasked Estep Score: -16611140.000000 Penalty: 5819.226074 Iteration 34Q: 3 clusters Score -1.661114e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75097 members Mstep: Class 2 contains 49434 members Entering Unmasked Estep Score: -16611120.000000 Penalty: 5819.226074 Iteration 35Q: 3 clusters Score -1.661112e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75108 members Mstep: Class 2 contains 49423 members Entering Unmasked Estep Score: -16611126.000000 Penalty: 5819.226074 Iteration 36Q: 3 clusters Score -1.661113e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75116 members Mstep: Class 2 contains 49415 members Entering Unmasked Estep Score: -16611125.000000 Penalty: 5819.226074 Iteration 37Q: 3 clusters Score -1.661112e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75122 members Mstep: Class 2 contains 49409 members Entering Unmasked Estep Score: -16611113.000000 Penalty: 5819.226074 Iteration 38Q: 3 clusters Score -1.661111e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75131 members Mstep: Class 2 contains 49400 members Entering Unmasked Estep Score: -16611123.000000 Penalty: 5819.226074 Iteration 39Q: 3 clusters Score -1.661112e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75136 members Mstep: Class 2 contains 49395 members Entering Unmasked Estep Score: -16611111.000000 Penalty: 5819.226074 Iteration 40F: 3 clusters Score -1.661111e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75139 members Mstep: Class 2 contains 49392 members Entering Unmasked Estep Score: -16611120.000000 Penalty: 5819.226074 Iteration 41Q: 3 clusters Score -1.661112e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75140 members Mstep: Class 2 contains 49391 members Entering Unmasked Estep Score: -16611120.000000 Penalty: 5819.226074 Iteration 42Q: 3 clusters Score -1.661112e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75140 members Mstep: Class 2 contains 49391 members Entering Unmasked Estep Score: -16611120.000000 Penalty: 5819.226074 Iteration 43F: 3 clusters Score -1.661112e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101469 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64975 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144547 members Mstep: Class 8 contains 75140 members Mstep: Class 9 contains 9371 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 285 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7680 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25438 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 49391 members Entering Unmasked Estep Score: -85878984.000000 Penalty: 76394.156250 Splitting cluster 8 changes total score from -85863384.000000 to -85878984.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 9 (9371 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Entering Unmasked Estep Score: -1217485.125000 Penalty: 2268.052979 Iteration 0F: 2 clusters Score -1217485 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -1210184.000000 Penalty: 4536.105957 Iteration 0F: 3 clusters Score -1210184 nChanged 3953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -1212313.375000 Penalty: 4536.105957 Iteration 1F: 3 clusters Score -1212313 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -1212745.375000 Penalty: 4536.105957 Iteration 2F: 3 clusters Score -1212745 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1213163.000000 Penalty: 4536.105957 Iteration 3F: 3 clusters Score -1213163 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -1213530.750000 Penalty: 4536.105957 Iteration 4F: 3 clusters Score -1213531 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -1213792.375000 Penalty: 4536.105957 Iteration 5F: 3 clusters Score -1213792 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1213947.375000 Penalty: 4536.105957 Iteration 6Q: 3 clusters Score -1213947 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1214049.500000 Penalty: 4536.105957 Iteration 7Q: 3 clusters Score -1214050 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -1214135.000000 Penalty: 4536.105957 Iteration 8Q: 3 clusters Score -1214135 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1214221.125000 Penalty: 4536.105957 Iteration 9Q: 3 clusters Score -1214221 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 4442 members Entering Unmasked Estep Score: -1214306.125000 Penalty: 4536.105957 Iteration 10Q: 3 clusters Score -1214306 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1214371.250000 Penalty: 4536.105957 Iteration 11Q: 3 clusters Score -1214371 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -1214422.250000 Penalty: 4536.105957 Iteration 12Q: 3 clusters Score -1214422 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1214467.625000 Penalty: 4536.105957 Iteration 13Q: 3 clusters Score -1214468 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -1214501.125000 Penalty: 4536.105957 Iteration 14Q: 3 clusters Score -1214501 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1214537.375000 Penalty: 4536.105957 Iteration 15Q: 3 clusters Score -1214537 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1214571.000000 Penalty: 4536.105957 Iteration 16Q: 3 clusters Score -1214571 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -1214595.500000 Penalty: 4536.105957 Iteration 17Q: 3 clusters Score -1214596 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -1214620.625000 Penalty: 4536.105957 Iteration 18Q: 3 clusters Score -1214621 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1214651.625000 Penalty: 4536.105957 Iteration 19Q: 3 clusters Score -1214652 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -1214687.375000 Penalty: 4536.105957 Iteration 20F: 3 clusters Score -1214687 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -1214720.125000 Penalty: 4536.105957 Iteration 21Q: 3 clusters Score -1214720 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1214754.750000 Penalty: 4536.105957 Iteration 22Q: 3 clusters Score -1214755 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1214788.125000 Penalty: 4536.105957 Iteration 23Q: 3 clusters Score -1214788 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -1214826.250000 Penalty: 4536.105957 Iteration 24Q: 3 clusters Score -1214826 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -1214869.750000 Penalty: 4536.105957 Iteration 25Q: 3 clusters Score -1214870 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -1214923.125000 Penalty: 4536.105957 Iteration 26Q: 3 clusters Score -1214923 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -1214985.250000 Penalty: 4536.105957 Iteration 27Q: 3 clusters Score -1214985 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -1215046.750000 Penalty: 4536.105957 Iteration 28Q: 3 clusters Score -1215047 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -1215136.875000 Penalty: 4536.105957 Iteration 29Q: 3 clusters Score -1215137 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1215219.250000 Penalty: 4536.105957 Iteration 30Q: 3 clusters Score -1215219 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1215303.875000 Penalty: 4536.105957 Iteration 31Q: 3 clusters Score -1215304 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1215379.875000 Penalty: 4536.105957 Iteration 32Q: 3 clusters Score -1215380 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -1215449.750000 Penalty: 4536.105957 Iteration 33Q: 3 clusters Score -1215450 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -1215520.500000 Penalty: 4536.105957 Iteration 34Q: 3 clusters Score -1215520 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7240 members Entering Unmasked Estep Score: -1215594.250000 Penalty: 4536.105957 Iteration 35Q: 3 clusters Score -1215594 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -1215663.750000 Penalty: 4536.105957 Iteration 36Q: 3 clusters Score -1215664 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 7504 members Entering Unmasked Estep Score: -1215722.000000 Penalty: 4536.105957 Iteration 37Q: 3 clusters Score -1215722 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -1215776.500000 Penalty: 4536.105957 Iteration 38Q: 3 clusters Score -1215776 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 7741 members Entering Unmasked Estep Score: -1215858.375000 Penalty: 4536.105957 Iteration 39Q: 3 clusters Score -1215858 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -1215921.250000 Penalty: 4536.105957 Iteration 40F: 3 clusters Score -1215921 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 7974 members Entering Unmasked Estep Score: -1215999.750000 Penalty: 4536.105957 Iteration 41Q: 3 clusters Score -1216000 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -1216054.875000 Penalty: 4536.105957 Iteration 42Q: 3 clusters Score -1216055 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 8158 members Entering Unmasked Estep Score: -1216091.000000 Penalty: 4536.105957 Iteration 43Q: 3 clusters Score -1216091 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 8221 members Entering Unmasked Estep Score: -1216126.000000 Penalty: 4536.105957 Iteration 44Q: 3 clusters Score -1216126 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 8290 members Entering Unmasked Estep Score: -1216170.250000 Penalty: 4536.105957 Iteration 45Q: 3 clusters Score -1216170 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -1216204.875000 Penalty: 4536.105957 Iteration 46Q: 3 clusters Score -1216205 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -1216232.500000 Penalty: 4536.105957 Iteration 47Q: 3 clusters Score -1216232 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -1216252.375000 Penalty: 4536.105957 Iteration 48Q: 3 clusters Score -1216252 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -1216262.125000 Penalty: 4536.105957 Iteration 49Q: 3 clusters Score -1216262 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -1216267.625000 Penalty: 4536.105957 Iteration 50Q: 3 clusters Score -1216268 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 8491 members Entering Unmasked Estep Score: -1216275.750000 Penalty: 4536.105957 Iteration 51Q: 3 clusters Score -1216276 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 8504 members Entering Unmasked Estep Score: -1216280.500000 Penalty: 4536.105957 Iteration 52Q: 3 clusters Score -1216280 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -1216283.375000 Penalty: 4536.105957 Iteration 53Q: 3 clusters Score -1216283 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -1216285.500000 Penalty: 4536.105957 Iteration 54Q: 3 clusters Score -1216286 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 8521 members Entering Unmasked Estep Score: -1216288.250000 Penalty: 4536.105957 Iteration 55Q: 3 clusters Score -1216288 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -1216289.125000 Penalty: 4536.105957 Iteration 56Q: 3 clusters Score -1216289 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -1216292.375000 Penalty: 4536.105957 Iteration 57Q: 3 clusters Score -1216292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 8532 members Entering Unmasked Estep Score: -1216295.875000 Penalty: 4536.105957 Iteration 58Q: 3 clusters Score -1216296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 8533 members Entering Unmasked Estep Score: -1216296.125000 Penalty: 4536.105957 Iteration 59Q: 3 clusters Score -1216296 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -1216295.250000 Penalty: 4536.105957 Iteration 60F: 3 clusters Score -1216295 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (40059 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40059 members Entering Unmasked Estep Score: -5377307.500000 Penalty: 2628.330811 Iteration 0F: 2 clusters Score -5377308 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 20032 members Entering Unmasked Estep Score: -5350123.500000 Penalty: 5256.661621 Iteration 0F: 3 clusters Score -5350124 nChanged 18403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20168 members Mstep: Class 2 contains 19891 members Entering Unmasked Estep Score: -5360135.000000 Penalty: 5256.661621 Iteration 1F: 3 clusters Score -5360135 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20163 members Mstep: Class 2 contains 19896 members Entering Unmasked Estep Score: -5360593.500000 Penalty: 5256.661621 Iteration 2Q: 3 clusters Score -5360594 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20065 members Mstep: Class 2 contains 19994 members Entering Unmasked Estep Score: -5361028.500000 Penalty: 5256.661621 Iteration 3Q: 3 clusters Score -5361028 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19850 members Mstep: Class 2 contains 20209 members Entering Unmasked Estep Score: -5361495.500000 Penalty: 5256.661621 Iteration 4Q: 3 clusters Score -5361496 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19452 members Mstep: Class 2 contains 20607 members Entering Unmasked Estep Score: -5362065.000000 Penalty: 5256.661621 Iteration 5Q: 3 clusters Score -5362065 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18820 members Mstep: Class 2 contains 21239 members Entering Unmasked Estep Score: -5362889.000000 Penalty: 5256.661621 Iteration 6Q: 3 clusters Score -5362889 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17986 members Mstep: Class 2 contains 22073 members Entering Unmasked Estep Score: -5364037.000000 Penalty: 5256.661621 Iteration 7F: 3 clusters Score -5364037 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16952 members Mstep: Class 2 contains 23107 members Entering Unmasked Estep Score: -5365322.000000 Penalty: 5256.661621 Iteration 8F: 3 clusters Score -5365322 nChanged 2368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15970 members Mstep: Class 2 contains 24089 members Entering Unmasked Estep Score: -5366621.000000 Penalty: 5256.661621 Iteration 9F: 3 clusters Score -5366621 nChanged 2148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15084 members Mstep: Class 2 contains 24975 members Entering Unmasked Estep Score: -5367714.000000 Penalty: 5256.661621 Iteration 10F: 3 clusters Score -5367714 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14259 members Mstep: Class 2 contains 25800 members Entering Unmasked Estep Score: -5368474.000000 Penalty: 5256.661621 Iteration 11Q: 3 clusters Score -5368474 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13398 members Mstep: Class 2 contains 26661 members Entering Unmasked Estep Score: -5369113.500000 Penalty: 5256.661621 Iteration 12Q: 3 clusters Score -5369114 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 27541 members Entering Unmasked Estep Score: -5369569.000000 Penalty: 5256.661621 Iteration 13Q: 3 clusters Score -5369569 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11608 members Mstep: Class 2 contains 28451 members Entering Unmasked Estep Score: -5369963.500000 Penalty: 5256.661621 Iteration 14Q: 3 clusters Score -5369964 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 29412 members Entering Unmasked Estep Score: -5370344.000000 Penalty: 5256.661621 Iteration 15Q: 3 clusters Score -5370344 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9595 members Mstep: Class 2 contains 30464 members Entering Unmasked Estep Score: -5370774.000000 Penalty: 5256.661621 Iteration 16Q: 3 clusters Score -5370774 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 31587 members Entering Unmasked Estep Score: -5371283.500000 Penalty: 5256.661621 Iteration 17Q: 3 clusters Score -5371284 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 32712 members Entering Unmasked Estep Score: -5371789.500000 Penalty: 5256.661621 Iteration 18Q: 3 clusters Score -5371790 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 33797 members Entering Unmasked Estep Score: -5372303.000000 Penalty: 5256.661621 Iteration 19Q: 3 clusters Score -5372303 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 34882 members Entering Unmasked Estep Score: -5372848.000000 Penalty: 5256.661621 Iteration 20F: 3 clusters Score -5372848 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 35874 members Entering Unmasked Estep Score: -5373327.000000 Penalty: 5256.661621 Iteration 21Q: 3 clusters Score -5373327 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 36662 members Entering Unmasked Estep Score: -5373762.000000 Penalty: 5256.661621 Iteration 22Q: 3 clusters Score -5373762 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 37336 members Entering Unmasked Estep Score: -5374094.000000 Penalty: 5256.661621 Iteration 23Q: 3 clusters Score -5374094 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 37835 members Entering Unmasked Estep Score: -5374360.500000 Penalty: 5256.661621 Iteration 24Q: 3 clusters Score -5374360 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 38246 members Entering Unmasked Estep Score: -5374638.000000 Penalty: 5256.661621 Iteration 25Q: 3 clusters Score -5374638 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 38544 members Entering Unmasked Estep Score: -5374807.000000 Penalty: 5256.661621 Iteration 26Q: 3 clusters Score -5374807 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 38753 members Entering Unmasked Estep Score: -5374918.500000 Penalty: 5256.661621 Iteration 27Q: 3 clusters Score -5374918 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 38901 members Entering Unmasked Estep Score: -5374994.000000 Penalty: 5256.661621 Iteration 28Q: 3 clusters Score -5374994 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 39014 members Entering Unmasked Estep Score: -5375066.000000 Penalty: 5256.661621 Iteration 29Q: 3 clusters Score -5375066 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 39087 members Entering Unmasked Estep Score: -5375098.000000 Penalty: 5256.661621 Iteration 30Q: 3 clusters Score -5375098 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 39144 members Entering Unmasked Estep Score: -5375140.500000 Penalty: 5256.661621 Iteration 31Q: 3 clusters Score -5375140 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 39193 members Entering Unmasked Estep Score: -5375171.000000 Penalty: 5256.661621 Iteration 32Q: 3 clusters Score -5375171 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 39228 members Entering Unmasked Estep Score: -5375178.500000 Penalty: 5256.661621 Iteration 33Q: 3 clusters Score -5375178 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 39258 members Entering Unmasked Estep Score: -5375202.000000 Penalty: 5256.661621 Iteration 34Q: 3 clusters Score -5375202 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 39280 members Entering Unmasked Estep Score: -5375201.000000 Penalty: 5256.661621 Iteration 35Q: 3 clusters Score -5375201 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 39292 members Entering Unmasked Estep Score: -5375205.500000 Penalty: 5256.661621 Iteration 36Q: 3 clusters Score -5375206 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 39301 members Entering Unmasked Estep Score: -5375215.500000 Penalty: 5256.661621 Iteration 37Q: 3 clusters Score -5375216 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 39312 members Entering Unmasked Estep Score: -5375226.000000 Penalty: 5256.661621 Iteration 38Q: 3 clusters Score -5375226 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 39319 members Entering Unmasked Estep Score: -5375230.500000 Penalty: 5256.661621 Iteration 39Q: 3 clusters Score -5375230 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 39326 members Entering Unmasked Estep Score: -5375234.000000 Penalty: 5256.661621 Iteration 40F: 3 clusters Score -5375234 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 39334 members Entering Unmasked Estep Score: -5375234.000000 Penalty: 5256.661621 Iteration 41Q: 3 clusters Score -5375234 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 39338 members Entering Unmasked Estep Score: -5375231.500000 Penalty: 5256.661621 Iteration 42Q: 3 clusters Score -5375232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 39341 members Entering Unmasked Estep Score: -5375235.000000 Penalty: 5256.661621 Iteration 43Q: 3 clusters Score -5375235 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 39345 members Entering Unmasked Estep Score: -5375234.000000 Penalty: 5256.661621 Iteration 44Q: 3 clusters Score -5375234 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 39347 members Entering Unmasked Estep Score: -5375235.000000 Penalty: 5256.661621 Iteration 45Q: 3 clusters Score -5375235 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 39348 members Entering Unmasked Estep Score: -5375233.000000 Penalty: 5256.661621 Iteration 46Q: 3 clusters Score -5375233 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 39349 members Entering Unmasked Estep Score: -5375233.500000 Penalty: 5256.661621 Iteration 47Q: 3 clusters Score -5375234 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 39350 members Entering Unmasked Estep Score: -5375230.500000 Penalty: 5256.661621 Iteration 48Q: 3 clusters Score -5375230 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 39350 members Entering Unmasked Estep Score: -5375234.000000 Penalty: 5256.661621 Iteration 49Q: 3 clusters Score -5375234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 39350 members Entering Unmasked Estep Score: -5375234.000000 Penalty: 5256.661621 Iteration 50F: 3 clusters Score -5375234 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Entering Unmasked Estep Score: -696720.750000 Penalty: 2124.080322 Iteration 0F: 2 clusters Score -696720.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -692069.250000 Penalty: 4248.160645 Iteration 0F: 3 clusters Score -692069.2 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -693355.562500 Penalty: 4248.160645 Iteration 1F: 3 clusters Score -693355.6 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -693732.937500 Penalty: 4248.160645 Iteration 2F: 3 clusters Score -693732.9 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -694052.875000 Penalty: 4248.160645 Iteration 3F: 3 clusters Score -694052.9 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 3300 members Entering Unmasked Estep Score: -694323.187500 Penalty: 4248.160645 Iteration 4F: 3 clusters Score -694323.2 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -694541.937500 Penalty: 4248.160645 Iteration 5F: 3 clusters Score -694541.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -694717.812500 Penalty: 4248.160645 Iteration 6Q: 3 clusters Score -694717.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -694856.875000 Penalty: 4248.160645 Iteration 7Q: 3 clusters Score -694856.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -694968.875000 Penalty: 4248.160645 Iteration 8Q: 3 clusters Score -694968.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -695098.000000 Penalty: 4248.160645 Iteration 9Q: 3 clusters Score -695098 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 4234 members Entering Unmasked Estep Score: -695208.500000 Penalty: 4248.160645 Iteration 10Q: 3 clusters Score -695208.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -695294.875000 Penalty: 4248.160645 Iteration 11Q: 3 clusters Score -695294.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -695357.812500 Penalty: 4248.160645 Iteration 12Q: 3 clusters Score -695357.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -695406.312500 Penalty: 4248.160645 Iteration 13Q: 3 clusters Score -695406.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -695432.437500 Penalty: 4248.160645 Iteration 14Q: 3 clusters Score -695432.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -695455.375000 Penalty: 4248.160645 Iteration 15Q: 3 clusters Score -695455.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -695472.375000 Penalty: 4248.160645 Iteration 16Q: 3 clusters Score -695472.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -695485.687500 Penalty: 4248.160645 Iteration 17Q: 3 clusters Score -695485.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -695494.687500 Penalty: 4248.160645 Iteration 18Q: 3 clusters Score -695494.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -695502.875000 Penalty: 4248.160645 Iteration 19Q: 3 clusters Score -695502.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -695513.250000 Penalty: 4248.160645 Iteration 20F: 3 clusters Score -695513.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -695519.625000 Penalty: 4248.160645 Iteration 21Q: 3 clusters Score -695519.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -695528.375000 Penalty: 4248.160645 Iteration 22Q: 3 clusters Score -695528.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 4696 members Entering Unmasked Estep Score: -695534.125000 Penalty: 4248.160645 Iteration 23Q: 3 clusters Score -695534.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -695539.625000 Penalty: 4248.160645 Iteration 24Q: 3 clusters Score -695539.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -695544.250000 Penalty: 4248.160645 Iteration 25Q: 3 clusters Score -695544.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -695545.062500 Penalty: 4248.160645 Iteration 26Q: 3 clusters Score -695545.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -695549.437500 Penalty: 4248.160645 Iteration 27Q: 3 clusters Score -695549.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -695551.437500 Penalty: 4248.160645 Iteration 28Q: 3 clusters Score -695551.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -695556.125000 Penalty: 4248.160645 Iteration 29Q: 3 clusters Score -695556.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -695558.000000 Penalty: 4248.160645 Iteration 30Q: 3 clusters Score -695558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -695557.875000 Penalty: 4248.160645 Iteration 31Q: 3 clusters Score -695557.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -695561.687500 Penalty: 4248.160645 Iteration 32Q: 3 clusters Score -695561.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 4741 members Entering Unmasked Estep Score: -695562.000000 Penalty: 4248.160645 Iteration 33Q: 3 clusters Score -695562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -695563.437500 Penalty: 4248.160645 Iteration 34Q: 3 clusters Score -695563.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -695563.437500 Penalty: 4248.160645 Iteration 35F: 3 clusters Score -695563.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (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: -28195.564453 Penalty: 1401.817261 Iteration 0F: 2 clusters Score -28195.56 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 130 members Entering Unmasked Estep Score: -27069.810547 Penalty: 2803.634521 Iteration 0F: 3 clusters Score -27069.81 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -27310.455078 Penalty: 2803.634521 Iteration 1F: 3 clusters Score -27310.46 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -27594.582031 Penalty: 2803.634521 Iteration 2F: 3 clusters Score -27594.58 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -27777.447266 Penalty: 2803.634521 Iteration 3F: 3 clusters Score -27777.45 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -28015.705078 Penalty: 2803.634521 Iteration 4Q: 3 clusters Score -28015.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -28199.929688 Penalty: 2803.634521 Iteration 5Q: 3 clusters Score -28199.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -28307.560547 Penalty: 2803.634521 Iteration 6Q: 3 clusters Score -28307.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -28378.220703 Penalty: 2803.634521 Iteration 7Q: 3 clusters Score -28378.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -28391.925781 Penalty: 2803.634521 Iteration 8Q: 3 clusters Score -28391.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -28394.732422 Penalty: 2803.634521 Iteration 9F: 3 clusters Score -28394.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -28447.035156 Penalty: 2803.634521 Iteration 10Q: 3 clusters Score -28447.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -28447.035156 Penalty: 2803.634521 Iteration 11F: 3 clusters Score -28447.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101469 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64975 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144547 members Mstep: Class 8 contains 75140 members Mstep: Class 9 contains 9371 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 211 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 1225 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7680 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25438 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 49391 members Mstep: Class 24 contains 74 members Entering Unmasked Estep Score: -85877320.000000 Penalty: 79715.640625 Splitting cluster 12 changes total score from -85863384.000000 to -85877320.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 13 (99775 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99775 members Entering Unmasked Estep Score: -13315502.000000 Penalty: 2854.646729 Iteration 0F: 2 clusters Score -1.33155e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50049 members Mstep: Class 2 contains 49726 members Entering Unmasked Estep Score: -13248895.000000 Penalty: 5709.293457 Iteration 0F: 3 clusters Score -1.32489e+07 nChanged 47377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51242 members Mstep: Class 2 contains 48533 members Entering Unmasked Estep Score: -13275952.000000 Penalty: 5709.293457 Iteration 1F: 3 clusters Score -1.327595e+07 nChanged 3333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52265 members Mstep: Class 2 contains 47510 members Entering Unmasked Estep Score: -13276700.000000 Penalty: 5709.293457 Iteration 2Q: 3 clusters Score -1.32767e+07 nChanged 3514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53787 members Mstep: Class 2 contains 45988 members Entering Unmasked Estep Score: -13277759.000000 Penalty: 5709.293457 Iteration 3Q: 3 clusters Score -1.327776e+07 nChanged 4091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56080 members Mstep: Class 2 contains 43695 members Entering Unmasked Estep Score: -13279274.000000 Penalty: 5709.293457 Iteration 4Q: 3 clusters Score -1.327927e+07 nChanged 5049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59591 members Mstep: Class 2 contains 40184 members Entering Unmasked Estep Score: -13281614.000000 Penalty: 5709.293457 Iteration 5F: 3 clusters Score -1.328161e+07 nChanged 6215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64546 members Mstep: Class 2 contains 35229 members Entering Unmasked Estep Score: -13285476.000000 Penalty: 5709.293457 Iteration 6F: 3 clusters Score -1.328548e+07 nChanged 7322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70810 members Mstep: Class 2 contains 28965 members Entering Unmasked Estep Score: -13290923.000000 Penalty: 5709.293457 Iteration 7F: 3 clusters Score -1.329092e+07 nChanged 7365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77301 members Mstep: Class 2 contains 22474 members Entering Unmasked Estep Score: -13297129.000000 Penalty: 5709.293457 Iteration 8F: 3 clusters Score -1.329713e+07 nChanged 6102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82723 members Mstep: Class 2 contains 17052 members Entering Unmasked Estep Score: -13302212.000000 Penalty: 5709.293457 Iteration 9F: 3 clusters Score -1.330221e+07 nChanged 4524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86769 members Mstep: Class 2 contains 13006 members Entering Unmasked Estep Score: -13306004.000000 Penalty: 5709.293457 Iteration 10Q: 3 clusters Score -1.3306e+07 nChanged 3211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89616 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -13308544.000000 Penalty: 5709.293457 Iteration 11Q: 3 clusters Score -1.330854e+07 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91454 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -13310137.000000 Penalty: 5709.293457 Iteration 12Q: 3 clusters Score -1.331014e+07 nChanged 1429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92621 members Mstep: Class 2 contains 7154 members Entering Unmasked Estep Score: -13311100.000000 Penalty: 5709.293457 Iteration 13Q: 3 clusters Score -1.33111e+07 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93353 members Mstep: Class 2 contains 6422 members Entering Unmasked Estep Score: -13311685.000000 Penalty: 5709.293457 Iteration 14Q: 3 clusters Score -1.331168e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93872 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -13312018.000000 Penalty: 5709.293457 Iteration 15Q: 3 clusters Score -1.331202e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94260 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -13312214.000000 Penalty: 5709.293457 Iteration 16Q: 3 clusters Score -1.331221e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94599 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -13312400.000000 Penalty: 5709.293457 Iteration 17Q: 3 clusters Score -1.33124e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94890 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -13312504.000000 Penalty: 5709.293457 Iteration 18Q: 3 clusters Score -1.33125e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95141 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -13312604.000000 Penalty: 5709.293457 Iteration 19Q: 3 clusters Score -1.33126e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95355 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -13312696.000000 Penalty: 5709.293457 Iteration 20F: 3 clusters Score -1.33127e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95547 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -13312731.000000 Penalty: 5709.293457 Iteration 21Q: 3 clusters Score -1.331273e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95721 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -13312791.000000 Penalty: 5709.293457 Iteration 22Q: 3 clusters Score -1.331279e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95872 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -13312830.000000 Penalty: 5709.293457 Iteration 23Q: 3 clusters Score -1.331283e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96022 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -13312878.000000 Penalty: 5709.293457 Iteration 24Q: 3 clusters Score -1.331288e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96140 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -13312899.000000 Penalty: 5709.293457 Iteration 25Q: 3 clusters Score -1.33129e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96249 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -13312944.000000 Penalty: 5709.293457 Iteration 26Q: 3 clusters Score -1.331294e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96348 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -13312942.000000 Penalty: 5709.293457 Iteration 27Q: 3 clusters Score -1.331294e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96435 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -13312956.000000 Penalty: 5709.293457 Iteration 28Q: 3 clusters Score -1.331296e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96519 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -13312972.000000 Penalty: 5709.293457 Iteration 29Q: 3 clusters Score -1.331297e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96601 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -13312984.000000 Penalty: 5709.293457 Iteration 30Q: 3 clusters Score -1.331298e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96662 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -13313000.000000 Penalty: 5709.293457 Iteration 31Q: 3 clusters Score -1.3313e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96709 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -13313000.000000 Penalty: 5709.293457 Iteration 32Q: 3 clusters Score -1.3313e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96754 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -13313011.000000 Penalty: 5709.293457 Iteration 33Q: 3 clusters Score -1.331301e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96797 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -13313032.000000 Penalty: 5709.293457 Iteration 34Q: 3 clusters Score -1.331303e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96838 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -13313021.000000 Penalty: 5709.293457 Iteration 35Q: 3 clusters Score -1.331302e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96884 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -13313020.000000 Penalty: 5709.293457 Iteration 36Q: 3 clusters Score -1.331302e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96917 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -13313032.000000 Penalty: 5709.293457 Iteration 37Q: 3 clusters Score -1.331303e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96952 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -13313043.000000 Penalty: 5709.293457 Iteration 38Q: 3 clusters Score -1.331304e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96981 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -13313050.000000 Penalty: 5709.293457 Iteration 39Q: 3 clusters Score -1.331305e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97010 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -13313049.000000 Penalty: 5709.293457 Iteration 40F: 3 clusters Score -1.331305e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97036 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -13313054.000000 Penalty: 5709.293457 Iteration 41Q: 3 clusters Score -1.331305e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97058 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -13313072.000000 Penalty: 5709.293457 Iteration 42Q: 3 clusters Score -1.331307e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97086 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -13313066.000000 Penalty: 5709.293457 Iteration 43Q: 3 clusters Score -1.331307e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97120 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -13313075.000000 Penalty: 5709.293457 Iteration 44Q: 3 clusters Score -1.331308e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97148 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -13313085.000000 Penalty: 5709.293457 Iteration 45Q: 3 clusters Score -1.331308e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97175 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -13313089.000000 Penalty: 5709.293457 Iteration 46Q: 3 clusters Score -1.331309e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97210 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -13313081.000000 Penalty: 5709.293457 Iteration 47Q: 3 clusters Score -1.331308e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97240 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -13313069.000000 Penalty: 5709.293457 Iteration 48Q: 3 clusters Score -1.331307e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97270 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -13313082.000000 Penalty: 5709.293457 Iteration 49Q: 3 clusters Score -1.331308e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97297 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -13313091.000000 Penalty: 5709.293457 Iteration 50Q: 3 clusters Score -1.331309e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97328 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -13313096.000000 Penalty: 5709.293457 Iteration 51Q: 3 clusters Score -1.33131e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97352 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -13313112.000000 Penalty: 5709.293457 Iteration 52Q: 3 clusters Score -1.331311e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97378 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -13313110.000000 Penalty: 5709.293457 Iteration 53Q: 3 clusters Score -1.331311e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97403 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -13313118.000000 Penalty: 5709.293457 Iteration 54Q: 3 clusters Score -1.331312e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97429 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -13313119.000000 Penalty: 5709.293457 Iteration 55Q: 3 clusters Score -1.331312e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97455 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -13313130.000000 Penalty: 5709.293457 Iteration 56Q: 3 clusters Score -1.331313e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97479 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -13313135.000000 Penalty: 5709.293457 Iteration 57Q: 3 clusters Score -1.331314e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97503 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -13313127.000000 Penalty: 5709.293457 Iteration 58Q: 3 clusters Score -1.331313e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97532 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -13313121.000000 Penalty: 5709.293457 Iteration 59Q: 3 clusters Score -1.331312e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97556 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -13313128.000000 Penalty: 5709.293457 Iteration 60F: 3 clusters Score -1.331313e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97579 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -13313118.000000 Penalty: 5709.293457 Iteration 61Q: 3 clusters Score -1.331312e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97593 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -13313120.000000 Penalty: 5709.293457 Iteration 62Q: 3 clusters Score -1.331312e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97610 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -13313137.000000 Penalty: 5709.293457 Iteration 63Q: 3 clusters Score -1.331314e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97623 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -13313150.000000 Penalty: 5709.293457 Iteration 64Q: 3 clusters Score -1.331315e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97633 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -13313147.000000 Penalty: 5709.293457 Iteration 65Q: 3 clusters Score -1.331315e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97646 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -13313155.000000 Penalty: 5709.293457 Iteration 66Q: 3 clusters Score -1.331316e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97660 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -13313166.000000 Penalty: 5709.293457 Iteration 67Q: 3 clusters Score -1.331317e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97680 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -13313173.000000 Penalty: 5709.293457 Iteration 68Q: 3 clusters Score -1.331317e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97700 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -13313149.000000 Penalty: 5709.293457 Iteration 69Q: 3 clusters Score -1.331315e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97708 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -13313150.000000 Penalty: 5709.293457 Iteration 70Q: 3 clusters Score -1.331315e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97719 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -13313148.000000 Penalty: 5709.293457 Iteration 71Q: 3 clusters Score -1.331315e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97731 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -13313150.000000 Penalty: 5709.293457 Iteration 72Q: 3 clusters Score -1.331315e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97744 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -13313154.000000 Penalty: 5709.293457 Iteration 73Q: 3 clusters Score -1.331315e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97751 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -13313154.000000 Penalty: 5709.293457 Iteration 74Q: 3 clusters Score -1.331315e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97754 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -13313147.000000 Penalty: 5709.293457 Iteration 75Q: 3 clusters Score -1.331315e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97764 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -13313157.000000 Penalty: 5709.293457 Iteration 76Q: 3 clusters Score -1.331316e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97778 members Mstep: Class 2 contains 1997 members Entering Unmasked Estep Score: -13313159.000000 Penalty: 5709.293457 Iteration 77Q: 3 clusters Score -1.331316e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97792 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -13313169.000000 Penalty: 5709.293457 Iteration 78Q: 3 clusters Score -1.331317e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97810 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -13313172.000000 Penalty: 5709.293457 Iteration 79Q: 3 clusters Score -1.331317e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97828 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -13313178.000000 Penalty: 5709.293457 Iteration 80F: 3 clusters Score -1.331318e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97845 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -13313177.000000 Penalty: 5709.293457 Iteration 81Q: 3 clusters Score -1.331318e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97861 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -13313163.000000 Penalty: 5709.293457 Iteration 82Q: 3 clusters Score -1.331316e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97876 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -13313152.000000 Penalty: 5709.293457 Iteration 83Q: 3 clusters Score -1.331315e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97884 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -13313163.000000 Penalty: 5709.293457 Iteration 84Q: 3 clusters Score -1.331316e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97892 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -13313151.000000 Penalty: 5709.293457 Iteration 85Q: 3 clusters Score -1.331315e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97897 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -13313151.000000 Penalty: 5709.293457 Iteration 86Q: 3 clusters Score -1.331315e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97903 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -13313157.000000 Penalty: 5709.293457 Iteration 87Q: 3 clusters Score -1.331316e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97905 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -13313155.000000 Penalty: 5709.293457 Iteration 88Q: 3 clusters Score -1.331316e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97912 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -13313160.000000 Penalty: 5709.293457 Iteration 89Q: 3 clusters Score -1.331316e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97920 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -13313172.000000 Penalty: 5709.293457 Iteration 90Q: 3 clusters Score -1.331317e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97924 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -13313172.000000 Penalty: 5709.293457 Iteration 91Q: 3 clusters Score -1.331317e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97926 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -13313176.000000 Penalty: 5709.293457 Iteration 92Q: 3 clusters Score -1.331318e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97927 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -13313171.000000 Penalty: 5709.293457 Iteration 93Q: 3 clusters Score -1.331317e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97929 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -13313169.000000 Penalty: 5709.293457 Iteration 94Q: 3 clusters Score -1.331317e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97930 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -13313170.000000 Penalty: 5709.293457 Iteration 95Q: 3 clusters Score -1.331317e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97930 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -13313160.000000 Penalty: 5709.293457 Iteration 96Q: 3 clusters Score -1.331316e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97933 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -13313167.000000 Penalty: 5709.293457 Iteration 97Q: 3 clusters Score -1.331317e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97937 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -13313176.000000 Penalty: 5709.293457 Iteration 98Q: 3 clusters Score -1.331318e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97938 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -13313174.000000 Penalty: 5709.293457 Iteration 99Q: 3 clusters Score -1.331317e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97938 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -13313174.000000 Penalty: 5709.293457 Iteration 100F: 3 clusters Score -1.331317e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1225 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Entering Unmasked Estep Score: -147863.593750 Penalty: 1763.452637 Iteration 0F: 2 clusters Score -147863.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -145781.468750 Penalty: 3526.905273 Iteration 0F: 3 clusters Score -145781.5 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -146348.812500 Penalty: 3526.905273 Iteration 1F: 3 clusters Score -146348.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -146827.671875 Penalty: 3526.905273 Iteration 2F: 3 clusters Score -146827.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -147389.078125 Penalty: 3526.905273 Iteration 3F: 3 clusters Score -147389.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -147967.234375 Penalty: 3526.905273 Iteration 4F: 3 clusters Score -147967.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -148475.859375 Penalty: 3526.905273 Iteration 5F: 3 clusters Score -148475.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -148851.390625 Penalty: 3526.905273 Iteration 6Q: 3 clusters Score -148851.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -149156.156250 Penalty: 3526.905273 Iteration 7Q: 3 clusters Score -149156.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -149229.125000 Penalty: 3526.905273 Iteration 8Q: 3 clusters Score -149229.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -149251.390625 Penalty: 3526.905273 Iteration 9Q: 3 clusters Score -149251.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -149261.468750 Penalty: 3526.905273 Iteration 10Q: 3 clusters Score -149261.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -149269.265625 Penalty: 3526.905273 Iteration 11Q: 3 clusters Score -149269.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -149273.046875 Penalty: 3526.905273 Iteration 12Q: 3 clusters Score -149273 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -149277.718750 Penalty: 3526.905273 Iteration 13Q: 3 clusters Score -149277.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -149283.125000 Penalty: 3526.905273 Iteration 14Q: 3 clusters Score -149283.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -149283.125000 Penalty: 3526.905273 Iteration 15F: 3 clusters Score -149283.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101469 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64975 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144547 members Mstep: Class 8 contains 75140 members Mstep: Class 9 contains 9371 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 211 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 727 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7680 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25438 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 49391 members Mstep: Class 24 contains 74 members Mstep: Class 25 contains 498 members Entering Unmasked Estep Score: -85877048.000000 Penalty: 83037.125000 Splitting cluster 14 changes total score from -85863384.000000 to -85877048.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 15 (709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Entering Unmasked Estep Score: -84943.023438 Penalty: 1627.836182 Iteration 0F: 2 clusters Score -84943.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -83245.203125 Penalty: 3255.672363 Iteration 0F: 3 clusters Score -83245.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -83502.804688 Penalty: 3255.672363 Iteration 1F: 3 clusters Score -83502.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -83573.687500 Penalty: 3255.672363 Iteration 2F: 3 clusters Score -83573.69 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -83613.437500 Penalty: 3255.672363 Iteration 3Q: 3 clusters Score -83613.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -83638.031250 Penalty: 3255.672363 Iteration 4Q: 3 clusters Score -83638.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -83645.210938 Penalty: 3255.672363 Iteration 5Q: 3 clusters Score -83645.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -83652.304688 Penalty: 3255.672363 Iteration 6Q: 3 clusters Score -83652.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -83666.804688 Penalty: 3255.672363 Iteration 7Q: 3 clusters Score -83666.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -83679.750000 Penalty: 3255.672363 Iteration 8Q: 3 clusters Score -83679.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83691.960938 Penalty: 3255.672363 Iteration 9Q: 3 clusters Score -83691.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -83700.773438 Penalty: 3255.672363 Iteration 10Q: 3 clusters Score -83700.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -83703.523438 Penalty: 3255.672363 Iteration 11Q: 3 clusters Score -83703.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -83706.515625 Penalty: 3255.672363 Iteration 12Q: 3 clusters Score -83706.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -83707.289062 Penalty: 3255.672363 Iteration 13Q: 3 clusters Score -83707.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -83707.289062 Penalty: 3255.672363 Iteration 14F: 3 clusters Score -83707.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -708792.375000 Penalty: 2129.783936 Iteration 0F: 2 clusters Score -708792.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -704101.750000 Penalty: 4259.567871 Iteration 0F: 3 clusters Score -704101.8 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -705480.750000 Penalty: 4259.567871 Iteration 1F: 3 clusters Score -705480.8 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -705969.125000 Penalty: 4259.567871 Iteration 2F: 3 clusters Score -705969.1 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3178 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -706334.125000 Penalty: 4259.567871 Iteration 3F: 3 clusters Score -706334.1 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -706629.687500 Penalty: 4259.567871 Iteration 4F: 3 clusters Score -706629.7 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -706892.375000 Penalty: 4259.567871 Iteration 5F: 3 clusters Score -706892.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -707172.875000 Penalty: 4259.567871 Iteration 6F: 3 clusters Score -707172.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -707389.312500 Penalty: 4259.567871 Iteration 7Q: 3 clusters Score -707389.3 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -707556.750000 Penalty: 4259.567871 Iteration 8Q: 3 clusters Score -707556.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -707683.812500 Penalty: 4259.567871 Iteration 9Q: 3 clusters Score -707683.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -707784.312500 Penalty: 4259.567871 Iteration 10Q: 3 clusters Score -707784.3 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -707862.687500 Penalty: 4259.567871 Iteration 11Q: 3 clusters Score -707862.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -707915.312500 Penalty: 4259.567871 Iteration 12Q: 3 clusters Score -707915.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -707943.312500 Penalty: 4259.567871 Iteration 13Q: 3 clusters Score -707943.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -707963.500000 Penalty: 4259.567871 Iteration 14Q: 3 clusters Score -707963.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -707985.375000 Penalty: 4259.567871 Iteration 15Q: 3 clusters Score -707985.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -707996.375000 Penalty: 4259.567871 Iteration 16Q: 3 clusters Score -707996.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -708002.375000 Penalty: 4259.567871 Iteration 17Q: 3 clusters Score -708002.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -708007.562500 Penalty: 4259.567871 Iteration 18Q: 3 clusters Score -708007.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -708014.000000 Penalty: 4259.567871 Iteration 19Q: 3 clusters Score -708014 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -708015.875000 Penalty: 4259.567871 Iteration 20F: 3 clusters Score -708015.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -708018.937500 Penalty: 4259.567871 Iteration 21Q: 3 clusters Score -708018.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4414 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -708019.875000 Penalty: 4259.567871 Iteration 22Q: 3 clusters Score -708019.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -708020.750000 Penalty: 4259.567871 Iteration 23Q: 3 clusters Score -708020.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -708020.312500 Penalty: 4259.567871 Iteration 24Q: 3 clusters Score -708020.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -708020.312500 Penalty: 4259.567871 Iteration 25F: 3 clusters Score -708020.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Entering Unmasked Estep Score: -1019947.250000 Penalty: 2218.700928 Iteration 0F: 2 clusters Score -1019947 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1013753.750000 Penalty: 4437.401855 Iteration 0F: 3 clusters Score -1013754 nChanged 3086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1015464.687500 Penalty: 4437.401855 Iteration 1F: 3 clusters Score -1015465 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1015722.000000 Penalty: 4437.401855 Iteration 2F: 3 clusters Score -1015722 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -1015884.187500 Penalty: 4437.401855 Iteration 3Q: 3 clusters Score -1015884 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -1015975.250000 Penalty: 4437.401855 Iteration 4Q: 3 clusters Score -1015975 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3890 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -1016047.875000 Penalty: 4437.401855 Iteration 5Q: 3 clusters Score -1016048 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1016096.437500 Penalty: 4437.401855 Iteration 6Q: 3 clusters Score -1016096 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -1016125.375000 Penalty: 4437.401855 Iteration 7Q: 3 clusters Score -1016125 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -1016145.312500 Penalty: 4437.401855 Iteration 8Q: 3 clusters Score -1016145 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -1016165.750000 Penalty: 4437.401855 Iteration 9Q: 3 clusters Score -1016166 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 3854 members Entering Unmasked Estep Score: -1016193.625000 Penalty: 4437.401855 Iteration 10Q: 3 clusters Score -1016194 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1016213.437500 Penalty: 4437.401855 Iteration 11Q: 3 clusters Score -1016213 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1016228.687500 Penalty: 4437.401855 Iteration 12Q: 3 clusters Score -1016229 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -1016246.875000 Penalty: 4437.401855 Iteration 13Q: 3 clusters Score -1016247 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -1016265.187500 Penalty: 4437.401855 Iteration 14Q: 3 clusters Score -1016265 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1016285.250000 Penalty: 4437.401855 Iteration 15Q: 3 clusters Score -1016285 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1016309.812500 Penalty: 4437.401855 Iteration 16Q: 3 clusters Score -1016310 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1016338.937500 Penalty: 4437.401855 Iteration 17Q: 3 clusters Score -1016339 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1016359.437500 Penalty: 4437.401855 Iteration 18Q: 3 clusters Score -1016359 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -1016382.687500 Penalty: 4437.401855 Iteration 19Q: 3 clusters Score -1016383 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -1016408.750000 Penalty: 4437.401855 Iteration 20F: 3 clusters Score -1016409 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1016430.687500 Penalty: 4437.401855 Iteration 21Q: 3 clusters Score -1016431 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1016455.750000 Penalty: 4437.401855 Iteration 22Q: 3 clusters Score -1016456 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -1016476.062500 Penalty: 4437.401855 Iteration 23Q: 3 clusters Score -1016476 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1016497.187500 Penalty: 4437.401855 Iteration 24Q: 3 clusters Score -1016497 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -1016516.000000 Penalty: 4437.401855 Iteration 25Q: 3 clusters Score -1016516 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 4509 members Entering Unmasked Estep Score: -1016534.125000 Penalty: 4437.401855 Iteration 26Q: 3 clusters Score -1016534 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1016548.937500 Penalty: 4437.401855 Iteration 27Q: 3 clusters Score -1016549 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -1016564.187500 Penalty: 4437.401855 Iteration 28Q: 3 clusters Score -1016564 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -1016577.812500 Penalty: 4437.401855 Iteration 29Q: 3 clusters Score -1016578 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -1016597.500000 Penalty: 4437.401855 Iteration 30Q: 3 clusters Score -1016598 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -1016621.437500 Penalty: 4437.401855 Iteration 31Q: 3 clusters Score -1016621 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1016646.375000 Penalty: 4437.401855 Iteration 32Q: 3 clusters Score -1016646 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -1016673.812500 Penalty: 4437.401855 Iteration 33Q: 3 clusters Score -1016674 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1016713.937500 Penalty: 4437.401855 Iteration 34Q: 3 clusters Score -1016714 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 5174 members Entering Unmasked Estep Score: -1016769.125000 Penalty: 4437.401855 Iteration 35Q: 3 clusters Score -1016769 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -1016836.437500 Penalty: 4437.401855 Iteration 36Q: 3 clusters Score -1016836 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1016892.125000 Penalty: 4437.401855 Iteration 37Q: 3 clusters Score -1016892 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -1016946.187500 Penalty: 4437.401855 Iteration 38Q: 3 clusters Score -1016946 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -1017004.375000 Penalty: 4437.401855 Iteration 39Q: 3 clusters Score -1017004 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 5799 members Entering Unmasked Estep Score: -1017058.812500 Penalty: 4437.401855 Iteration 40F: 3 clusters Score -1017059 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -1017114.250000 Penalty: 4437.401855 Iteration 41Q: 3 clusters Score -1017114 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -1017174.562500 Penalty: 4437.401855 Iteration 42Q: 3 clusters Score -1017175 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 6170 members Entering Unmasked Estep Score: -1017243.812500 Penalty: 4437.401855 Iteration 43Q: 3 clusters Score -1017244 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -1017329.750000 Penalty: 4437.401855 Iteration 44Q: 3 clusters Score -1017330 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -1017404.125000 Penalty: 4437.401855 Iteration 45Q: 3 clusters Score -1017404 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -1017471.312500 Penalty: 4437.401855 Iteration 46Q: 3 clusters Score -1017471 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -1017532.062500 Penalty: 4437.401855 Iteration 47Q: 3 clusters Score -1017532 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -1017589.875000 Penalty: 4437.401855 Iteration 48Q: 3 clusters Score -1017590 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -1017645.625000 Penalty: 4437.401855 Iteration 49Q: 3 clusters Score -1017646 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -1017712.000000 Penalty: 4437.401855 Iteration 50Q: 3 clusters Score -1017712 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -1017772.625000 Penalty: 4437.401855 Iteration 51Q: 3 clusters Score -1017773 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1017824.312500 Penalty: 4437.401855 Iteration 52Q: 3 clusters Score -1017824 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1017860.562500 Penalty: 4437.401855 Iteration 53Q: 3 clusters Score -1017861 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -1017894.000000 Penalty: 4437.401855 Iteration 54Q: 3 clusters Score -1017894 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -1017922.437500 Penalty: 4437.401855 Iteration 55Q: 3 clusters Score -1017922 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -1017947.312500 Penalty: 4437.401855 Iteration 56Q: 3 clusters Score -1017947 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -1017967.625000 Penalty: 4437.401855 Iteration 57Q: 3 clusters Score -1017968 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 7232 members Entering Unmasked Estep Score: -1017978.187500 Penalty: 4437.401855 Iteration 58Q: 3 clusters Score -1017978 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 7243 members Entering Unmasked Estep Score: -1017987.750000 Penalty: 4437.401855 Iteration 59Q: 3 clusters Score -1017988 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -1017993.937500 Penalty: 4437.401855 Iteration 60F: 3 clusters Score -1017994 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -1017994.937500 Penalty: 4437.401855 Iteration 61Q: 3 clusters Score -1017995 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1017999.312500 Penalty: 4437.401855 Iteration 62Q: 3 clusters Score -1017999 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -1018003.562500 Penalty: 4437.401855 Iteration 63Q: 3 clusters Score -1018004 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -1018004.875000 Penalty: 4437.401855 Iteration 64Q: 3 clusters Score -1018005 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -1018004.750000 Penalty: 4437.401855 Iteration 65Q: 3 clusters Score -1018005 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -1018004.750000 Penalty: 4437.401855 Iteration 66F: 3 clusters Score -1018005 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12176 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12176 members Entering Unmasked Estep Score: -1510423.750000 Penalty: 2332.990967 Iteration 0F: 2 clusters Score -1510424 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1501370.375000 Penalty: 4665.981934 Iteration 0F: 3 clusters Score -1501370 nChanged 5157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 6397 members Entering Unmasked Estep Score: -1504196.250000 Penalty: 4665.981934 Iteration 1F: 3 clusters Score -1504196 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1504593.500000 Penalty: 4665.981934 Iteration 2F: 3 clusters Score -1504594 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5517 members Mstep: Class 2 contains 6659 members Entering Unmasked Estep Score: -1504901.625000 Penalty: 4665.981934 Iteration 3F: 3 clusters Score -1504902 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1505174.000000 Penalty: 4665.981934 Iteration 4Q: 3 clusters Score -1505174 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -1505412.625000 Penalty: 4665.981934 Iteration 5Q: 3 clusters Score -1505413 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 7375 members Entering Unmasked Estep Score: -1505655.500000 Penalty: 4665.981934 Iteration 6Q: 3 clusters Score -1505656 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -1505897.000000 Penalty: 4665.981934 Iteration 7Q: 3 clusters Score -1505897 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 8013 members Entering Unmasked Estep Score: -1506214.375000 Penalty: 4665.981934 Iteration 8Q: 3 clusters Score -1506214 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 8355 members Entering Unmasked Estep Score: -1506538.125000 Penalty: 4665.981934 Iteration 9Q: 3 clusters Score -1506538 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -1506826.125000 Penalty: 4665.981934 Iteration 10Q: 3 clusters Score -1506826 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -1507067.375000 Penalty: 4665.981934 Iteration 11Q: 3 clusters Score -1507067 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -1507279.875000 Penalty: 4665.981934 Iteration 12Q: 3 clusters Score -1507280 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -1507458.125000 Penalty: 4665.981934 Iteration 13Q: 3 clusters Score -1507458 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -1507605.000000 Penalty: 4665.981934 Iteration 14Q: 3 clusters Score -1507605 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -1507728.625000 Penalty: 4665.981934 Iteration 15Q: 3 clusters Score -1507729 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -1507849.375000 Penalty: 4665.981934 Iteration 16Q: 3 clusters Score -1507849 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -1507972.375000 Penalty: 4665.981934 Iteration 17Q: 3 clusters Score -1507972 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 10564 members Entering Unmasked Estep Score: -1508084.125000 Penalty: 4665.981934 Iteration 18Q: 3 clusters Score -1508084 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 10688 members Entering Unmasked Estep Score: -1508182.625000 Penalty: 4665.981934 Iteration 19Q: 3 clusters Score -1508183 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 10820 members Entering Unmasked Estep Score: -1508281.375000 Penalty: 4665.981934 Iteration 20F: 3 clusters Score -1508281 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -1508357.625000 Penalty: 4665.981934 Iteration 21Q: 3 clusters Score -1508358 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 11010 members Entering Unmasked Estep Score: -1508417.250000 Penalty: 4665.981934 Iteration 22Q: 3 clusters Score -1508417 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 11063 members Entering Unmasked Estep Score: -1508452.250000 Penalty: 4665.981934 Iteration 23Q: 3 clusters Score -1508452 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -1508470.125000 Penalty: 4665.981934 Iteration 24Q: 3 clusters Score -1508470 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -1508486.125000 Penalty: 4665.981934 Iteration 25Q: 3 clusters Score -1508486 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 11167 members Entering Unmasked Estep Score: -1508505.750000 Penalty: 4665.981934 Iteration 26Q: 3 clusters Score -1508506 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -1508520.000000 Penalty: 4665.981934 Iteration 27Q: 3 clusters Score -1508520 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 11207 members Entering Unmasked Estep Score: -1508534.000000 Penalty: 4665.981934 Iteration 28Q: 3 clusters Score -1508534 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -1508548.125000 Penalty: 4665.981934 Iteration 29Q: 3 clusters Score -1508548 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -1508557.500000 Penalty: 4665.981934 Iteration 30Q: 3 clusters Score -1508558 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 11273 members Entering Unmasked Estep Score: -1508571.750000 Penalty: 4665.981934 Iteration 31Q: 3 clusters Score -1508572 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 11287 members Entering Unmasked Estep Score: -1508580.375000 Penalty: 4665.981934 Iteration 32Q: 3 clusters Score -1508580 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 11295 members Entering Unmasked Estep Score: -1508590.125000 Penalty: 4665.981934 Iteration 33Q: 3 clusters Score -1508590 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 11305 members Entering Unmasked Estep Score: -1508594.750000 Penalty: 4665.981934 Iteration 34Q: 3 clusters Score -1508595 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 11317 members Entering Unmasked Estep Score: -1508602.375000 Penalty: 4665.981934 Iteration 35Q: 3 clusters Score -1508602 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -1508606.125000 Penalty: 4665.981934 Iteration 36Q: 3 clusters Score -1508606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 11325 members Entering Unmasked Estep Score: -1508610.000000 Penalty: 4665.981934 Iteration 37Q: 3 clusters Score -1508610 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -1508615.000000 Penalty: 4665.981934 Iteration 38Q: 3 clusters Score -1508615 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -1508616.000000 Penalty: 4665.981934 Iteration 39Q: 3 clusters Score -1508616 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 11342 members Entering Unmasked Estep Score: -1508619.250000 Penalty: 4665.981934 Iteration 40F: 3 clusters Score -1508619 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 11342 members Entering Unmasked Estep Score: -1508622.500000 Penalty: 4665.981934 Iteration 41Q: 3 clusters Score -1508622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 11342 members Entering Unmasked Estep Score: -1508621.750000 Penalty: 4665.981934 Iteration 42Q: 3 clusters Score -1508622 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 11347 members Entering Unmasked Estep Score: -1508626.375000 Penalty: 4665.981934 Iteration 43Q: 3 clusters Score -1508626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -1508630.375000 Penalty: 4665.981934 Iteration 44Q: 3 clusters Score -1508630 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 11358 members Entering Unmasked Estep Score: -1508632.000000 Penalty: 4665.981934 Iteration 45Q: 3 clusters Score -1508632 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -1508639.125000 Penalty: 4665.981934 Iteration 46Q: 3 clusters Score -1508639 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -1508640.375000 Penalty: 4665.981934 Iteration 47Q: 3 clusters Score -1508640 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 11363 members Entering Unmasked Estep Score: -1508640.375000 Penalty: 4665.981934 Iteration 48Q: 3 clusters Score -1508640 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -1508640.750000 Penalty: 4665.981934 Iteration 49Q: 3 clusters Score -1508641 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -1508640.750000 Penalty: 4665.981934 Iteration 50F: 3 clusters Score -1508641 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Entering Unmasked Estep Score: -467051.062500 Penalty: 2043.288208 Iteration 0F: 2 clusters Score -467051.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -463301.593750 Penalty: 4086.576416 Iteration 0F: 3 clusters Score -463301.6 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -464132.250000 Penalty: 4086.576416 Iteration 1F: 3 clusters Score -464132.2 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -464339.437500 Penalty: 4086.576416 Iteration 2F: 3 clusters Score -464339.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -464462.312500 Penalty: 4086.576416 Iteration 3F: 3 clusters Score -464462.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -464552.718750 Penalty: 4086.576416 Iteration 4Q: 3 clusters Score -464552.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -464626.062500 Penalty: 4086.576416 Iteration 5Q: 3 clusters Score -464626.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -464694.000000 Penalty: 4086.576416 Iteration 6Q: 3 clusters Score -464694 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -464753.593750 Penalty: 4086.576416 Iteration 7Q: 3 clusters Score -464753.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -464817.375000 Penalty: 4086.576416 Iteration 8Q: 3 clusters Score -464817.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -464870.375000 Penalty: 4086.576416 Iteration 9Q: 3 clusters Score -464870.4 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -464924.375000 Penalty: 4086.576416 Iteration 10Q: 3 clusters Score -464924.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -464975.031250 Penalty: 4086.576416 Iteration 11Q: 3 clusters Score -464975 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -465017.781250 Penalty: 4086.576416 Iteration 12Q: 3 clusters Score -465017.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -465058.687500 Penalty: 4086.576416 Iteration 13Q: 3 clusters Score -465058.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -465095.187500 Penalty: 4086.576416 Iteration 14Q: 3 clusters Score -465095.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -465125.125000 Penalty: 4086.576416 Iteration 15Q: 3 clusters Score -465125.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -465163.906250 Penalty: 4086.576416 Iteration 16Q: 3 clusters Score -465163.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -465196.343750 Penalty: 4086.576416 Iteration 17Q: 3 clusters Score -465196.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -465218.093750 Penalty: 4086.576416 Iteration 18Q: 3 clusters Score -465218.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -465237.875000 Penalty: 4086.576416 Iteration 19Q: 3 clusters Score -465237.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -465247.500000 Penalty: 4086.576416 Iteration 20F: 3 clusters Score -465247.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -465256.406250 Penalty: 4086.576416 Iteration 21Q: 3 clusters Score -465256.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -465266.406250 Penalty: 4086.576416 Iteration 22Q: 3 clusters Score -465266.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -465277.375000 Penalty: 4086.576416 Iteration 23Q: 3 clusters Score -465277.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -465288.468750 Penalty: 4086.576416 Iteration 24Q: 3 clusters Score -465288.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -465303.218750 Penalty: 4086.576416 Iteration 25Q: 3 clusters Score -465303.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -465318.437500 Penalty: 4086.576416 Iteration 26Q: 3 clusters Score -465318.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -465333.875000 Penalty: 4086.576416 Iteration 27Q: 3 clusters Score -465333.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -465341.968750 Penalty: 4086.576416 Iteration 28Q: 3 clusters Score -465342 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -465346.531250 Penalty: 4086.576416 Iteration 29Q: 3 clusters Score -465346.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -465354.656250 Penalty: 4086.576416 Iteration 30Q: 3 clusters Score -465354.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -465361.875000 Penalty: 4086.576416 Iteration 31Q: 3 clusters Score -465361.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -465370.718750 Penalty: 4086.576416 Iteration 32Q: 3 clusters Score -465370.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -465377.718750 Penalty: 4086.576416 Iteration 33Q: 3 clusters Score -465377.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -465380.687500 Penalty: 4086.576416 Iteration 34Q: 3 clusters Score -465380.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -465382.218750 Penalty: 4086.576416 Iteration 35Q: 3 clusters Score -465382.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -465383.781250 Penalty: 4086.576416 Iteration 36Q: 3 clusters Score -465383.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -465386.937500 Penalty: 4086.576416 Iteration 37Q: 3 clusters Score -465386.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -465387.437500 Penalty: 4086.576416 Iteration 38Q: 3 clusters Score -465387.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -465386.718750 Penalty: 4086.576416 Iteration 39Q: 3 clusters Score -465386.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -465388.531250 Penalty: 4086.576416 Iteration 40F: 3 clusters Score -465388.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -465388.750000 Penalty: 4086.576416 Iteration 41Q: 3 clusters Score -465388.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -465388.906250 Penalty: 4086.576416 Iteration 42Q: 3 clusters Score -465388.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -465388.906250 Penalty: 4086.576416 Iteration 43F: 3 clusters Score -465388.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25438 members Entering Unmasked Estep Score: -3369245.500000 Penalty: 2515.711670 Iteration 0F: 2 clusters Score -3369246 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 12663 members Entering Unmasked Estep Score: -3351587.250000 Penalty: 5031.423340 Iteration 0F: 3 clusters Score -3351587 nChanged 11311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13302 members Mstep: Class 2 contains 12136 members Entering Unmasked Estep Score: -3357776.000000 Penalty: 5031.423340 Iteration 1F: 3 clusters Score -3357776 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13672 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -3358251.000000 Penalty: 5031.423340 Iteration 2F: 3 clusters Score -3358251 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14167 members Mstep: Class 2 contains 11271 members Entering Unmasked Estep Score: -3358711.750000 Penalty: 5031.423340 Iteration 3Q: 3 clusters Score -3358712 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14850 members Mstep: Class 2 contains 10588 members Entering Unmasked Estep Score: -3359253.500000 Penalty: 5031.423340 Iteration 4Q: 3 clusters Score -3359254 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15772 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -3359903.000000 Penalty: 5031.423340 Iteration 5F: 3 clusters Score -3359903 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16839 members Mstep: Class 2 contains 8599 members Entering Unmasked Estep Score: -3360673.500000 Penalty: 5031.423340 Iteration 6F: 3 clusters Score -3360674 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18133 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -3361661.750000 Penalty: 5031.423340 Iteration 7F: 3 clusters Score -3361662 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19505 members Mstep: Class 2 contains 5933 members Entering Unmasked Estep Score: -3362808.500000 Penalty: 5031.423340 Iteration 8F: 3 clusters Score -3362808 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20829 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -3363970.750000 Penalty: 5031.423340 Iteration 9F: 3 clusters Score -3363971 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21921 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -3364960.000000 Penalty: 5031.423340 Iteration 10Q: 3 clusters Score -3364960 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22739 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -3365725.750000 Penalty: 5031.423340 Iteration 11Q: 3 clusters Score -3365726 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23268 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -3366199.500000 Penalty: 5031.423340 Iteration 12Q: 3 clusters Score -3366200 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23632 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -3366556.500000 Penalty: 5031.423340 Iteration 13Q: 3 clusters Score -3366556 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23867 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -3366790.750000 Penalty: 5031.423340 Iteration 14Q: 3 clusters Score -3366791 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24008 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -3366926.500000 Penalty: 5031.423340 Iteration 15Q: 3 clusters Score -3366926 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24109 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -3367017.750000 Penalty: 5031.423340 Iteration 16Q: 3 clusters Score -3367018 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24173 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -3367065.250000 Penalty: 5031.423340 Iteration 17Q: 3 clusters Score -3367065 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24210 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -3367096.750000 Penalty: 5031.423340 Iteration 18Q: 3 clusters Score -3367097 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24241 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -3367116.500000 Penalty: 5031.423340 Iteration 19Q: 3 clusters Score -3367116 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24265 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -3367126.750000 Penalty: 5031.423340 Iteration 20F: 3 clusters Score -3367127 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24287 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -3367145.250000 Penalty: 5031.423340 Iteration 21Q: 3 clusters Score -3367145 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24300 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -3367147.500000 Penalty: 5031.423340 Iteration 22Q: 3 clusters Score -3367148 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24306 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -3367150.000000 Penalty: 5031.423340 Iteration 23Q: 3 clusters Score -3367150 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24315 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -3367155.750000 Penalty: 5031.423340 Iteration 24Q: 3 clusters Score -3367156 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24317 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -3367155.750000 Penalty: 5031.423340 Iteration 25Q: 3 clusters Score -3367156 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24317 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -3367153.250000 Penalty: 5031.423340 Iteration 26Q: 3 clusters Score -3367153 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24316 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -3367154.750000 Penalty: 5031.423340 Iteration 27Q: 3 clusters Score -3367155 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24316 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -3367154.750000 Penalty: 5031.423340 Iteration 28F: 3 clusters Score -3367155 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Entering Unmasked Estep Score: -150294.625000 Penalty: 1746.487061 Iteration 0F: 2 clusters Score -150294.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -148214.968750 Penalty: 3492.974121 Iteration 0F: 3 clusters Score -148215 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -148496.812500 Penalty: 3492.974121 Iteration 1F: 3 clusters Score -148496.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -148571.234375 Penalty: 3492.974121 Iteration 2F: 3 clusters Score -148571.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -148601.656250 Penalty: 3492.974121 Iteration 3Q: 3 clusters Score -148601.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -148628.265625 Penalty: 3492.974121 Iteration 4Q: 3 clusters Score -148628.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -148663.515625 Penalty: 3492.974121 Iteration 5Q: 3 clusters Score -148663.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -148700.140625 Penalty: 3492.974121 Iteration 6Q: 3 clusters Score -148700.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -148725.843750 Penalty: 3492.974121 Iteration 7Q: 3 clusters Score -148725.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -148738.140625 Penalty: 3492.974121 Iteration 8Q: 3 clusters Score -148738.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -148750.765625 Penalty: 3492.974121 Iteration 9Q: 3 clusters Score -148750.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -148754.671875 Penalty: 3492.974121 Iteration 10Q: 3 clusters Score -148754.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -148755.984375 Penalty: 3492.974121 Iteration 11Q: 3 clusters Score -148756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -148757.218750 Penalty: 3492.974121 Iteration 12Q: 3 clusters Score -148757.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -148758.531250 Penalty: 3492.974121 Iteration 13Q: 3 clusters Score -148758.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -148758.531250 Penalty: 3492.974121 Iteration 14F: 3 clusters Score -148758.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Entering Unmasked Estep Score: -84999.398438 Penalty: 1621.099487 Iteration 0F: 2 clusters Score -84999.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -83311.078125 Penalty: 3242.198975 Iteration 0F: 3 clusters Score -83311.08 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -83567.312500 Penalty: 3242.198975 Iteration 1F: 3 clusters Score -83567.31 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -83678.921875 Penalty: 3242.198975 Iteration 2F: 3 clusters Score -83678.92 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -83748.453125 Penalty: 3242.198975 Iteration 3Q: 3 clusters Score -83748.45 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -83807.023438 Penalty: 3242.198975 Iteration 4Q: 3 clusters Score -83807.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -83856.289062 Penalty: 3242.198975 Iteration 5Q: 3 clusters Score -83856.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -83901.812500 Penalty: 3242.198975 Iteration 6Q: 3 clusters Score -83901.81 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -83962.093750 Penalty: 3242.198975 Iteration 7Q: 3 clusters Score -83962.09 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -84018.773438 Penalty: 3242.198975 Iteration 8Q: 3 clusters Score -84018.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -84102.960938 Penalty: 3242.198975 Iteration 9Q: 3 clusters Score -84102.96 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -84222.937500 Penalty: 3242.198975 Iteration 10Q: 3 clusters Score -84222.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -84308.148438 Penalty: 3242.198975 Iteration 11Q: 3 clusters Score -84308.15 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -84347.351562 Penalty: 3242.198975 Iteration 12Q: 3 clusters Score -84347.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -84372.171875 Penalty: 3242.198975 Iteration 13Q: 3 clusters Score -84372.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -84377.156250 Penalty: 3242.198975 Iteration 14Q: 3 clusters Score -84377.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -84381.992188 Penalty: 3242.198975 Iteration 15Q: 3 clusters Score -84381.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -84381.992188 Penalty: 3242.198975 Iteration 16F: 3 clusters Score -84381.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 41 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 101469 members Mstep: Class 3 contains 489 members Mstep: Class 4 contains 203 members Mstep: Class 5 contains 64975 members Mstep: Class 6 contains 841 members Mstep: Class 7 contains 144547 members Mstep: Class 8 contains 75140 members Mstep: Class 9 contains 9371 members Mstep: Class 10 contains 40059 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 211 members Mstep: Class 13 contains 99775 members Mstep: Class 14 contains 727 members Mstep: Class 15 contains 709 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 7680 members Mstep: Class 18 contains 12176 members Mstep: Class 19 contains 3786 members Mstep: Class 20 contains 25438 members Mstep: Class 21 contains 1144 members Mstep: Class 22 contains 690 members Entering Unmasked Estep ConsiderDeletion Deleting Class 24. Lose 2731.899170 but Gain 3321.484375 Score: -85880560.000000 Penalty: 79715.640625 Iteration 128F: 25 clusters Score -8.588056e+07 nChanged 6055 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 101217 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 238 members Mstep: Class 5 contains 65244 members Mstep: Class 6 contains 849 members Mstep: Class 7 contains 144157 members Mstep: Class 8 contains 75920 members Mstep: Class 9 contains 9373 members Mstep: Class 10 contains 40061 members Mstep: Class 11 contains 5254 members Mstep: Class 12 contains 216 members Mstep: Class 13 contains 99854 members Mstep: Class 14 contains 728 members Mstep: Class 15 contains 718 members Mstep: Class 16 contains 5218 members Mstep: Class 17 contains 7658 members Mstep: Class 18 contains 12236 members Mstep: Class 19 contains 3699 members Mstep: Class 20 contains 25491 members Mstep: Class 21 contains 1146 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 49065 members Mstep: Class 25 contains 501 members Entering Unmasked Estep ConsiderDeletion Score: -85882840.000000 Penalty: 79715.640625 Iteration 129Q: 25 clusters Score -8.588284e+07 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 101043 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 248 members Mstep: Class 5 contains 65384 members Mstep: Class 6 contains 836 members Mstep: Class 7 contains 143893 members Mstep: Class 8 contains 76332 members Mstep: Class 9 contains 9378 members Mstep: Class 10 contains 40056 members Mstep: Class 11 contains 5253 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 99909 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 720 members Mstep: Class 16 contains 5124 members Mstep: Class 17 contains 7647 members Mstep: Class 18 contains 12334 members Mstep: Class 19 contains 3682 members Mstep: Class 20 contains 25508 members Mstep: Class 21 contains 1147 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48919 members Mstep: Class 25 contains 504 members Entering Unmasked Estep ConsiderDeletion Score: -85883456.000000 Penalty: 79715.640625 Iteration 130Q: 25 clusters Score -8.588346e+07 nChanged 1353 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 100924 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 246 members Mstep: Class 5 contains 65458 members Mstep: Class 6 contains 831 members Mstep: Class 7 contains 143731 members Mstep: Class 8 contains 76541 members Mstep: Class 9 contains 9375 members Mstep: Class 10 contains 40061 members Mstep: Class 11 contains 5252 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 99958 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 722 members Mstep: Class 16 contains 5070 members Mstep: Class 17 contains 7659 members Mstep: Class 18 contains 12411 members Mstep: Class 19 contains 3663 members Mstep: Class 20 contains 25501 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48856 members Mstep: Class 25 contains 506 members Entering Unmasked Estep ConsiderDeletion Score: -85883520.000000 Penalty: 79715.640625 Iteration 131Q: 25 clusters Score -8.588352e+07 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5379 members Mstep: Class 2 contains 100846 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 65495 members Mstep: Class 6 contains 824 members Mstep: Class 7 contains 143616 members Mstep: Class 8 contains 76666 members Mstep: Class 9 contains 9369 members Mstep: Class 10 contains 40058 members Mstep: Class 11 contains 5248 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 99987 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 5045 members Mstep: Class 17 contains 7663 members Mstep: Class 18 contains 12464 members Mstep: Class 19 contains 3672 members Mstep: Class 20 contains 25492 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48839 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85883680.000000 Penalty: 79715.640625 Iteration 132Q: 25 clusters Score -8.588368e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 100789 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 65507 members Mstep: Class 6 contains 819 members Mstep: Class 7 contains 143532 members Mstep: Class 8 contains 76750 members Mstep: Class 9 contains 9363 members Mstep: Class 10 contains 40056 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100000 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 5033 members Mstep: Class 17 contains 7671 members Mstep: Class 18 contains 12520 members Mstep: Class 19 contains 3670 members Mstep: Class 20 contains 25484 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48838 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85883784.000000 Penalty: 79715.640625 Iteration 133Q: 25 clusters Score -8.588378e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 100724 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 65506 members Mstep: Class 6 contains 815 members Mstep: Class 7 contains 143479 members Mstep: Class 8 contains 76795 members Mstep: Class 9 contains 9361 members Mstep: Class 10 contains 40054 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100018 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 5028 members Mstep: Class 17 contains 7679 members Mstep: Class 18 contains 12560 members Mstep: Class 19 contains 3674 members Mstep: Class 20 contains 25491 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48846 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85883736.000000 Penalty: 79715.640625 Iteration 134Q: 25 clusters Score -8.588374e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 100692 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 65508 members Mstep: Class 6 contains 812 members Mstep: Class 7 contains 143454 members Mstep: Class 8 contains 76816 members Mstep: Class 9 contains 9360 members Mstep: Class 10 contains 40058 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100033 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 725 members Mstep: Class 16 contains 5018 members Mstep: Class 17 contains 7684 members Mstep: Class 18 contains 12591 members Mstep: Class 19 contains 3677 members Mstep: Class 20 contains 25474 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48849 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85883672.000000 Penalty: 79715.640625 Iteration 135Q: 25 clusters Score -8.588367e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 100658 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 65508 members Mstep: Class 6 contains 810 members Mstep: Class 7 contains 143441 members Mstep: Class 8 contains 76827 members Mstep: Class 9 contains 9359 members Mstep: Class 10 contains 40052 members Mstep: Class 11 contains 5247 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100039 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 5011 members Mstep: Class 17 contains 7696 members Mstep: Class 18 contains 12619 members Mstep: Class 19 contains 3690 members Mstep: Class 20 contains 25465 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48848 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85883704.000000 Penalty: 79715.640625 Iteration 136Q: 25 clusters Score -8.58837e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 100644 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 65510 members Mstep: Class 6 contains 807 members Mstep: Class 7 contains 143421 members Mstep: Class 8 contains 76837 members Mstep: Class 9 contains 9356 members Mstep: Class 10 contains 40053 members Mstep: Class 11 contains 5246 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100039 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 5007 members Mstep: Class 17 contains 7707 members Mstep: Class 18 contains 12636 members Mstep: Class 19 contains 3699 members Mstep: Class 20 contains 25461 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48845 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85883640.000000 Penalty: 79715.640625 Iteration 137Q: 25 clusters Score -8.588364e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 100626 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 65514 members Mstep: Class 6 contains 805 members Mstep: Class 7 contains 143405 members Mstep: Class 8 contains 76845 members Mstep: Class 9 contains 9356 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100042 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 725 members Mstep: Class 16 contains 5005 members Mstep: Class 17 contains 7709 members Mstep: Class 18 contains 12653 members Mstep: Class 19 contains 3702 members Mstep: Class 20 contains 25462 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48847 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85883736.000000 Penalty: 79715.640625 Iteration 138Q: 25 clusters Score -8.588374e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100618 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 65515 members Mstep: Class 6 contains 804 members Mstep: Class 7 contains 143394 members Mstep: Class 8 contains 76851 members Mstep: Class 9 contains 9358 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100044 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 5000 members Mstep: Class 17 contains 7711 members Mstep: Class 18 contains 12669 members Mstep: Class 19 contains 3699 members Mstep: Class 20 contains 25456 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48851 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85883832.000000 Penalty: 79715.640625 Iteration 139Q: 25 clusters Score -8.588383e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 100613 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 244 members Mstep: Class 5 contains 65511 members Mstep: Class 6 contains 804 members Mstep: Class 7 contains 143382 members Mstep: Class 8 contains 76859 members Mstep: Class 9 contains 9356 members Mstep: Class 10 contains 40052 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100051 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4999 members Mstep: Class 17 contains 7717 members Mstep: Class 18 contains 12670 members Mstep: Class 19 contains 3699 members Mstep: Class 20 contains 25451 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48859 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85883872.000000 Penalty: 79715.640625 Iteration 140F: 25 clusters Score -8.588387e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 42 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 100599 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 250 members Mstep: Class 5 contains 65513 members Mstep: Class 6 contains 802 members Mstep: Class 7 contains 143374 members Mstep: Class 8 contains 76867 members Mstep: Class 9 contains 9355 members Mstep: Class 10 contains 40052 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100053 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4998 members Mstep: Class 17 contains 7719 members Mstep: Class 18 contains 12674 members Mstep: Class 19 contains 3703 members Mstep: Class 20 contains 25448 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48864 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884048.000000 Penalty: 79715.640625 Iteration 141Q: 25 clusters Score -8.588405e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100592 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 252 members Mstep: Class 5 contains 65516 members Mstep: Class 6 contains 801 members Mstep: Class 7 contains 143363 members Mstep: Class 8 contains 76873 members Mstep: Class 9 contains 9352 members Mstep: Class 10 contains 40054 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100053 members Mstep: Class 14 contains 729 members Mstep: Class 15 contains 722 members Mstep: Class 16 contains 4996 members Mstep: Class 17 contains 7723 members Mstep: Class 18 contains 12679 members Mstep: Class 19 contains 3708 members Mstep: Class 20 contains 25443 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48868 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884064.000000 Penalty: 79715.640625 Iteration 142Q: 25 clusters Score -8.588406e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100585 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 252 members Mstep: Class 5 contains 65511 members Mstep: Class 6 contains 801 members Mstep: Class 7 contains 143359 members Mstep: Class 8 contains 76871 members Mstep: Class 9 contains 9352 members Mstep: Class 10 contains 40052 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100060 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 722 members Mstep: Class 16 contains 4995 members Mstep: Class 17 contains 7726 members Mstep: Class 18 contains 12688 members Mstep: Class 19 contains 3712 members Mstep: Class 20 contains 25440 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48869 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884072.000000 Penalty: 79715.640625 Iteration 143Q: 25 clusters Score -8.588407e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100587 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 252 members Mstep: Class 5 contains 65508 members Mstep: Class 6 contains 801 members Mstep: Class 7 contains 143355 members Mstep: Class 8 contains 76875 members Mstep: Class 9 contains 9352 members Mstep: Class 10 contains 40049 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100065 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4994 members Mstep: Class 17 contains 7731 members Mstep: Class 18 contains 12686 members Mstep: Class 19 contains 3715 members Mstep: Class 20 contains 25438 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48864 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884056.000000 Penalty: 79715.640625 Iteration 144Q: 25 clusters Score -8.588406e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100587 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65510 members Mstep: Class 6 contains 800 members Mstep: Class 7 contains 143348 members Mstep: Class 8 contains 76878 members Mstep: Class 9 contains 9352 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100066 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4991 members Mstep: Class 17 contains 7732 members Mstep: Class 18 contains 12690 members Mstep: Class 19 contains 3715 members Mstep: Class 20 contains 25438 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48864 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884120.000000 Penalty: 79715.640625 Iteration 145Q: 25 clusters Score -8.588412e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 100589 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65510 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143347 members Mstep: Class 8 contains 76879 members Mstep: Class 9 contains 9351 members Mstep: Class 10 contains 40049 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100068 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4987 members Mstep: Class 17 contains 7734 members Mstep: Class 18 contains 12688 members Mstep: Class 19 contains 3718 members Mstep: Class 20 contains 25435 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884096.000000 Penalty: 79715.640625 Iteration 146Q: 25 clusters Score -8.58841e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 100585 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65508 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143347 members Mstep: Class 8 contains 76878 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100068 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4987 members Mstep: Class 17 contains 7737 members Mstep: Class 18 contains 12687 members Mstep: Class 19 contains 3718 members Mstep: Class 20 contains 25435 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884048.000000 Penalty: 79715.640625 Iteration 147Q: 25 clusters Score -8.588405e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 100576 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65507 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143344 members Mstep: Class 8 contains 76881 members Mstep: Class 9 contains 9354 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100071 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4987 members Mstep: Class 17 contains 7741 members Mstep: Class 18 contains 12688 members Mstep: Class 19 contains 3720 members Mstep: Class 20 contains 25434 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884048.000000 Penalty: 79715.640625 Iteration 148Q: 25 clusters Score -8.588405e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 100577 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65510 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143343 members Mstep: Class 8 contains 76880 members Mstep: Class 9 contains 9354 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100071 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4987 members Mstep: Class 17 contains 7742 members Mstep: Class 18 contains 12688 members Mstep: Class 19 contains 3723 members Mstep: Class 20 contains 25429 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884096.000000 Penalty: 79715.640625 Iteration 149Q: 25 clusters Score -8.58841e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100575 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65510 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143343 members Mstep: Class 8 contains 76878 members Mstep: Class 9 contains 9354 members Mstep: Class 10 contains 40049 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100072 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7741 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 3726 members Mstep: Class 20 contains 25427 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48867 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884048.000000 Penalty: 79715.640625 Iteration 150Q: 25 clusters Score -8.588405e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100576 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65508 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143343 members Mstep: Class 8 contains 76876 members Mstep: Class 9 contains 9354 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100072 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7743 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 3727 members Mstep: Class 20 contains 25426 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48867 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884064.000000 Penalty: 79715.640625 Iteration 151Q: 25 clusters Score -8.588406e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100573 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65510 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143342 members Mstep: Class 8 contains 76876 members Mstep: Class 9 contains 9354 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100074 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7744 members Mstep: Class 18 contains 12695 members Mstep: Class 19 contains 3726 members Mstep: Class 20 contains 25423 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48867 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884072.000000 Penalty: 79715.640625 Iteration 152Q: 25 clusters Score -8.588407e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100574 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65511 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143340 members Mstep: Class 8 contains 76878 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100074 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7744 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 3727 members Mstep: Class 20 contains 25424 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884016.000000 Penalty: 79715.640625 Iteration 153Q: 25 clusters Score -8.588402e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100573 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65511 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143340 members Mstep: Class 8 contains 76876 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100075 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7743 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 3728 members Mstep: Class 20 contains 25425 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884000.000000 Penalty: 79715.640625 Iteration 154Q: 25 clusters Score -8.5884e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100571 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65510 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143340 members Mstep: Class 8 contains 76877 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100078 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7742 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 3728 members Mstep: Class 20 contains 25426 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884040.000000 Penalty: 79715.640625 Iteration 155Q: 25 clusters Score -8.588404e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100570 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65512 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143341 members Mstep: Class 8 contains 76878 members Mstep: Class 9 contains 9353 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100078 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7740 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 3728 members Mstep: Class 20 contains 25426 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48864 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884024.000000 Penalty: 79715.640625 Iteration 156Q: 25 clusters Score -8.588402e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100570 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65513 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143340 members Mstep: Class 8 contains 76878 members Mstep: Class 9 contains 9352 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100079 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7739 members Mstep: Class 18 contains 12694 members Mstep: Class 19 contains 3728 members Mstep: Class 20 contains 25425 members Mstep: Class 21 contains 1148 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884016.000000 Penalty: 79715.640625 Iteration 157Q: 25 clusters Score -8.588402e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100572 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65510 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143339 members Mstep: Class 8 contains 76879 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100078 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7741 members Mstep: Class 18 contains 12697 members Mstep: Class 19 contains 3728 members Mstep: Class 20 contains 25424 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884008.000000 Penalty: 79715.640625 Iteration 158Q: 25 clusters Score -8.588401e+07 nChanged 14 Entering ConstructFrom: Score: -85884008.000000 Penalty: 79715.640625 Entering ConstructFrom: Trying to split cluster 1 (5397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Entering Unmasked Estep Score: -681213.375000 Penalty: 2131.212402 Iteration 0F: 2 clusters Score -681213.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -676448.937500 Penalty: 4262.424805 Iteration 0F: 3 clusters Score -676448.9 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -677743.250000 Penalty: 4262.424805 Iteration 1F: 3 clusters Score -677743.2 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -678039.187500 Penalty: 4262.424805 Iteration 2F: 3 clusters Score -678039.2 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -678239.875000 Penalty: 4262.424805 Iteration 3F: 3 clusters Score -678239.9 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -678443.937500 Penalty: 4262.424805 Iteration 4F: 3 clusters Score -678443.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -678643.937500 Penalty: 4262.424805 Iteration 5F: 3 clusters Score -678643.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -678827.937500 Penalty: 4262.424805 Iteration 6Q: 3 clusters Score -678827.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -678996.937500 Penalty: 4262.424805 Iteration 7Q: 3 clusters Score -678996.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -679133.500000 Penalty: 4262.424805 Iteration 8Q: 3 clusters Score -679133.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -679251.187500 Penalty: 4262.424805 Iteration 9Q: 3 clusters Score -679251.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -679339.750000 Penalty: 4262.424805 Iteration 10Q: 3 clusters Score -679339.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -679403.750000 Penalty: 4262.424805 Iteration 11Q: 3 clusters Score -679403.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -679449.500000 Penalty: 4262.424805 Iteration 12Q: 3 clusters Score -679449.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -679489.312500 Penalty: 4262.424805 Iteration 13Q: 3 clusters Score -679489.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -679520.437500 Penalty: 4262.424805 Iteration 14Q: 3 clusters Score -679520.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -679542.500000 Penalty: 4262.424805 Iteration 15Q: 3 clusters Score -679542.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -679557.437500 Penalty: 4262.424805 Iteration 16Q: 3 clusters Score -679557.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -679571.500000 Penalty: 4262.424805 Iteration 17Q: 3 clusters Score -679571.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -679579.687500 Penalty: 4262.424805 Iteration 18Q: 3 clusters Score -679579.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -679583.625000 Penalty: 4262.424805 Iteration 19Q: 3 clusters Score -679583.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -679586.250000 Penalty: 4262.424805 Iteration 20F: 3 clusters Score -679586.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -679589.937500 Penalty: 4262.424805 Iteration 21Q: 3 clusters Score -679589.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -679593.625000 Penalty: 4262.424805 Iteration 22Q: 3 clusters Score -679593.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 3668 members Entering Unmasked Estep Score: -679595.125000 Penalty: 4262.424805 Iteration 23Q: 3 clusters Score -679595.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -679596.687500 Penalty: 4262.424805 Iteration 24Q: 3 clusters Score -679596.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -679598.062500 Penalty: 4262.424805 Iteration 25Q: 3 clusters Score -679598.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -679598.187500 Penalty: 4262.424805 Iteration 26Q: 3 clusters Score -679598.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -679598.187500 Penalty: 4262.424805 Iteration 27F: 3 clusters Score -679598.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (100572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100572 members Entering Unmasked Estep Score: -13292758.000000 Penalty: 2856.620117 Iteration 0F: 2 clusters Score -1.329276e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50174 members Mstep: Class 2 contains 50398 members Entering Unmasked Estep Score: -13225612.000000 Penalty: 5713.240234 Iteration 0F: 3 clusters Score -1.322561e+07 nChanged 47573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49435 members Mstep: Class 2 contains 51137 members Entering Unmasked Estep Score: -13252391.000000 Penalty: 5713.240234 Iteration 1F: 3 clusters Score -1.325239e+07 nChanged 2978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48917 members Mstep: Class 2 contains 51655 members Entering Unmasked Estep Score: -13253034.000000 Penalty: 5713.240234 Iteration 2Q: 3 clusters Score -1.325303e+07 nChanged 2896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48183 members Mstep: Class 2 contains 52389 members Entering Unmasked Estep Score: -13253611.000000 Penalty: 5713.240234 Iteration 3Q: 3 clusters Score -1.325361e+07 nChanged 2933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47032 members Mstep: Class 2 contains 53540 members Entering Unmasked Estep Score: -13254266.000000 Penalty: 5713.240234 Iteration 4Q: 3 clusters Score -1.325427e+07 nChanged 3004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45294 members Mstep: Class 2 contains 55278 members Entering Unmasked Estep Score: -13255145.000000 Penalty: 5713.240234 Iteration 5Q: 3 clusters Score -1.325514e+07 nChanged 3524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42606 members Mstep: Class 2 contains 57966 members Entering Unmasked Estep Score: -13256274.000000 Penalty: 5713.240234 Iteration 6Q: 3 clusters Score -1.325627e+07 nChanged 4246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38808 members Mstep: Class 2 contains 61764 members Entering Unmasked Estep Score: -13258233.000000 Penalty: 5713.240234 Iteration 7Q: 3 clusters Score -1.325823e+07 nChanged 5569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33451 members Mstep: Class 2 contains 67121 members Entering Unmasked Estep Score: -13261370.000000 Penalty: 5713.240234 Iteration 8F: 3 clusters Score -1.326137e+07 nChanged 7058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26445 members Mstep: Class 2 contains 74127 members Entering Unmasked Estep Score: -13266501.000000 Penalty: 5713.240234 Iteration 9F: 3 clusters Score -1.32665e+07 nChanged 8241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18218 members Mstep: Class 2 contains 82354 members Entering Unmasked Estep Score: -13273643.000000 Penalty: 5713.240234 Iteration 10F: 3 clusters Score -1.327364e+07 nChanged 7631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 89981 members Entering Unmasked Estep Score: -13280600.000000 Penalty: 5713.240234 Iteration 11F: 3 clusters Score -1.32806e+07 nChanged 5399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 95380 members Entering Unmasked Estep Score: -13285584.000000 Penalty: 5713.240234 Iteration 12F: 3 clusters Score -1.328558e+07 nChanged 2969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 98347 members Entering Unmasked Estep Score: -13288278.000000 Penalty: 5713.240234 Iteration 13Q: 3 clusters Score -1.328828e+07 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 99560 members Entering Unmasked Estep Score: -13289394.000000 Penalty: 5713.240234 Iteration 14Q: 3 clusters Score -1.328939e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 99999 members Entering Unmasked Estep Score: -13289823.000000 Penalty: 5713.240234 Iteration 15Q: 3 clusters Score -1.328982e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 100154 members Entering Unmasked Estep Score: -13290030.000000 Penalty: 5713.240234 Iteration 16Q: 3 clusters Score -1.329003e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 100211 members Entering Unmasked Estep Score: -13290126.000000 Penalty: 5713.240234 Iteration 17Q: 3 clusters Score -1.329013e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 100240 members Entering Unmasked Estep Score: -13290177.000000 Penalty: 5713.240234 Iteration 18Q: 3 clusters Score -1.329018e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 100264 members Entering Unmasked Estep Score: -13290203.000000 Penalty: 5713.240234 Iteration 19Q: 3 clusters Score -1.32902e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 100281 members Entering Unmasked Estep Score: -13290231.000000 Penalty: 5713.240234 Iteration 20F: 3 clusters Score -1.329023e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 100293 members Entering Unmasked Estep Score: -13290226.000000 Penalty: 5713.240234 Iteration 21Q: 3 clusters Score -1.329023e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 100302 members Entering Unmasked Estep Score: -13290253.000000 Penalty: 5713.240234 Iteration 22Q: 3 clusters Score -1.329025e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 100303 members Entering Unmasked Estep Score: -13290253.000000 Penalty: 5713.240234 Iteration 23Q: 3 clusters Score -1.329025e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 100309 members Entering Unmasked Estep Score: -13290274.000000 Penalty: 5713.240234 Iteration 24Q: 3 clusters Score -1.329027e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 100313 members Entering Unmasked Estep Score: -13290274.000000 Penalty: 5713.240234 Iteration 25Q: 3 clusters Score -1.329027e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 100316 members Entering Unmasked Estep Score: -13290280.000000 Penalty: 5713.240234 Iteration 26Q: 3 clusters Score -1.329028e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 100316 members Entering Unmasked Estep Score: -13290288.000000 Penalty: 5713.240234 Iteration 27Q: 3 clusters Score -1.329029e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 100317 members Entering Unmasked Estep Score: -13290276.000000 Penalty: 5713.240234 Iteration 28Q: 3 clusters Score -1.329028e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 100318 members Entering Unmasked Estep Score: -13290284.000000 Penalty: 5713.240234 Iteration 29Q: 3 clusters Score -1.329028e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 100318 members Entering Unmasked Estep Score: -13290284.000000 Penalty: 5713.240234 Iteration 30F: 3 clusters Score -1.329028e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -59312.097656 Penalty: 1536.212524 Iteration 0F: 2 clusters Score -59312.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -57807.046875 Penalty: 3072.425049 Iteration 0F: 3 clusters Score -57807.05 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -57993.726562 Penalty: 3072.425049 Iteration 1F: 3 clusters Score -57993.73 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -58110.167969 Penalty: 3072.425049 Iteration 2F: 3 clusters Score -58110.17 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -58197.781250 Penalty: 3072.425049 Iteration 3Q: 3 clusters Score -58197.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -58232.386719 Penalty: 3072.425049 Iteration 4Q: 3 clusters Score -58232.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -58257.449219 Penalty: 3072.425049 Iteration 5Q: 3 clusters Score -58257.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -58260.550781 Penalty: 3072.425049 Iteration 6Q: 3 clusters Score -58260.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -58265.281250 Penalty: 3072.425049 Iteration 7Q: 3 clusters Score -58265.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -58268.089844 Penalty: 3072.425049 Iteration 8Q: 3 clusters Score -58268.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -58273.664062 Penalty: 3072.425049 Iteration 9Q: 3 clusters Score -58273.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -58273.664062 Penalty: 3072.425049 Iteration 10F: 3 clusters Score -58273.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Entering Unmasked Estep Score: -24415.843750 Penalty: 1372.280640 Iteration 0F: 2 clusters Score -24415.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -23322.136719 Penalty: 2744.561279 Iteration 0F: 3 clusters Score -23322.14 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -23527.673828 Penalty: 2744.561279 Iteration 1F: 3 clusters Score -23527.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -23695.736328 Penalty: 2744.561279 Iteration 2F: 3 clusters Score -23695.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -23764.443359 Penalty: 2744.561279 Iteration 3Q: 3 clusters Score -23764.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -23824.964844 Penalty: 2744.561279 Iteration 4Q: 3 clusters Score -23824.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -23833.378906 Penalty: 2744.561279 Iteration 5Q: 3 clusters Score -23833.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23867.937500 Penalty: 2744.561279 Iteration 6Q: 3 clusters Score -23867.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -23874.607422 Penalty: 2744.561279 Iteration 7Q: 3 clusters Score -23874.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23901.125000 Penalty: 2744.561279 Iteration 8Q: 3 clusters Score -23901.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -23915.982422 Penalty: 2744.561279 Iteration 9Q: 3 clusters Score -23915.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23920.257812 Penalty: 2744.561279 Iteration 10Q: 3 clusters Score -23920.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23920.257812 Penalty: 2744.561279 Iteration 11F: 3 clusters Score -23920.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (65509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65509 members Entering Unmasked Estep Score: -8869300.000000 Penalty: 2750.305908 Iteration 0F: 2 clusters Score -8869300 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32851 members Mstep: Class 2 contains 32658 members Entering Unmasked Estep Score: -8825545.000000 Penalty: 5500.611816 Iteration 0F: 3 clusters Score -8825545 nChanged 30425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33240 members Mstep: Class 2 contains 32269 members Entering Unmasked Estep Score: -8842650.000000 Penalty: 5500.611816 Iteration 1F: 3 clusters Score -8842650 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33486 members Mstep: Class 2 contains 32023 members Entering Unmasked Estep Score: -8843597.000000 Penalty: 5500.611816 Iteration 2Q: 3 clusters Score -8843597 nChanged 2808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33690 members Mstep: Class 2 contains 31819 members Entering Unmasked Estep Score: -8844726.000000 Penalty: 5500.611816 Iteration 3Q: 3 clusters Score -8844726 nChanged 3302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33896 members Mstep: Class 2 contains 31613 members Entering Unmasked Estep Score: -8846444.000000 Penalty: 5500.611816 Iteration 4F: 3 clusters Score -8846444 nChanged 3867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34153 members Mstep: Class 2 contains 31356 members Entering Unmasked Estep Score: -8848930.000000 Penalty: 5500.611816 Iteration 5F: 3 clusters Score -8848930 nChanged 4426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34519 members Mstep: Class 2 contains 30990 members Entering Unmasked Estep Score: -8852135.000000 Penalty: 5500.611816 Iteration 6F: 3 clusters Score -8852135 nChanged 4690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35207 members Mstep: Class 2 contains 30302 members Entering Unmasked Estep Score: -8855646.000000 Penalty: 5500.611816 Iteration 7F: 3 clusters Score -8855646 nChanged 4340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36245 members Mstep: Class 2 contains 29264 members Entering Unmasked Estep Score: -8858527.000000 Penalty: 5500.611816 Iteration 8F: 3 clusters Score -8858527 nChanged 3450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37523 members Mstep: Class 2 contains 27986 members Entering Unmasked Estep Score: -8860456.000000 Penalty: 5500.611816 Iteration 9F: 3 clusters Score -8860456 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38995 members Mstep: Class 2 contains 26514 members Entering Unmasked Estep Score: -8861716.000000 Penalty: 5500.611816 Iteration 10Q: 3 clusters Score -8861716 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40488 members Mstep: Class 2 contains 25021 members Entering Unmasked Estep Score: -8862524.000000 Penalty: 5500.611816 Iteration 11Q: 3 clusters Score -8862524 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41935 members Mstep: Class 2 contains 23574 members Entering Unmasked Estep Score: -8863100.000000 Penalty: 5500.611816 Iteration 12Q: 3 clusters Score -8863100 nChanged 1415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43276 members Mstep: Class 2 contains 22233 members Entering Unmasked Estep Score: -8863561.000000 Penalty: 5500.611816 Iteration 13Q: 3 clusters Score -8863561 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44548 members Mstep: Class 2 contains 20961 members Entering Unmasked Estep Score: -8863886.000000 Penalty: 5500.611816 Iteration 14Q: 3 clusters Score -8863886 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45746 members Mstep: Class 2 contains 19763 members Entering Unmasked Estep Score: -8864242.000000 Penalty: 5500.611816 Iteration 15Q: 3 clusters Score -8864242 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46935 members Mstep: Class 2 contains 18574 members Entering Unmasked Estep Score: -8864571.000000 Penalty: 5500.611816 Iteration 16Q: 3 clusters Score -8864571 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48037 members Mstep: Class 2 contains 17472 members Entering Unmasked Estep Score: -8864857.000000 Penalty: 5500.611816 Iteration 17Q: 3 clusters Score -8864857 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49086 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -8865131.000000 Penalty: 5500.611816 Iteration 18Q: 3 clusters Score -8865131 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50097 members Mstep: Class 2 contains 15412 members Entering Unmasked Estep Score: -8865421.000000 Penalty: 5500.611816 Iteration 19Q: 3 clusters Score -8865421 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51059 members Mstep: Class 2 contains 14450 members Entering Unmasked Estep Score: -8865605.000000 Penalty: 5500.611816 Iteration 20F: 3 clusters Score -8865605 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51968 members Mstep: Class 2 contains 13541 members Entering Unmasked Estep Score: -8865812.000000 Penalty: 5500.611816 Iteration 21Q: 3 clusters Score -8865812 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52815 members Mstep: Class 2 contains 12694 members Entering Unmasked Estep Score: -8866010.000000 Penalty: 5500.611816 Iteration 22Q: 3 clusters Score -8866010 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53589 members Mstep: Class 2 contains 11920 members Entering Unmasked Estep Score: -8866212.000000 Penalty: 5500.611816 Iteration 23Q: 3 clusters Score -8866212 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54305 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -8866378.000000 Penalty: 5500.611816 Iteration 24Q: 3 clusters Score -8866378 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54951 members Mstep: Class 2 contains 10558 members Entering Unmasked Estep Score: -8866557.000000 Penalty: 5500.611816 Iteration 25Q: 3 clusters Score -8866557 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55544 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -8866695.000000 Penalty: 5500.611816 Iteration 26Q: 3 clusters Score -8866695 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56077 members Mstep: Class 2 contains 9432 members Entering Unmasked Estep Score: -8866781.000000 Penalty: 5500.611816 Iteration 27Q: 3 clusters Score -8866781 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56516 members Mstep: Class 2 contains 8993 members Entering Unmasked Estep Score: -8866902.000000 Penalty: 5500.611816 Iteration 28Q: 3 clusters Score -8866902 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56915 members Mstep: Class 2 contains 8594 members Entering Unmasked Estep Score: -8866997.000000 Penalty: 5500.611816 Iteration 29Q: 3 clusters Score -8866997 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57306 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -8867076.000000 Penalty: 5500.611816 Iteration 30Q: 3 clusters Score -8867076 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57654 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -8867114.000000 Penalty: 5500.611816 Iteration 31Q: 3 clusters Score -8867114 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57962 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -8867175.000000 Penalty: 5500.611816 Iteration 32Q: 3 clusters Score -8867175 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58248 members Mstep: Class 2 contains 7261 members Entering Unmasked Estep Score: -8867257.000000 Penalty: 5500.611816 Iteration 33Q: 3 clusters Score -8867257 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58518 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -8867284.000000 Penalty: 5500.611816 Iteration 34Q: 3 clusters Score -8867284 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58771 members Mstep: Class 2 contains 6738 members Entering Unmasked Estep Score: -8867342.000000 Penalty: 5500.611816 Iteration 35Q: 3 clusters Score -8867342 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59032 members Mstep: Class 2 contains 6477 members Entering Unmasked Estep Score: -8867393.000000 Penalty: 5500.611816 Iteration 36Q: 3 clusters Score -8867393 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59248 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -8867433.000000 Penalty: 5500.611816 Iteration 37Q: 3 clusters Score -8867433 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59427 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -8867470.000000 Penalty: 5500.611816 Iteration 38Q: 3 clusters Score -8867470 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59594 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -8867482.000000 Penalty: 5500.611816 Iteration 39Q: 3 clusters Score -8867482 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59739 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -8867509.000000 Penalty: 5500.611816 Iteration 40F: 3 clusters Score -8867509 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59875 members Mstep: Class 2 contains 5634 members Entering Unmasked Estep Score: -8867532.000000 Penalty: 5500.611816 Iteration 41Q: 3 clusters Score -8867532 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59980 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -8867541.000000 Penalty: 5500.611816 Iteration 42Q: 3 clusters Score -8867541 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60091 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -8867556.000000 Penalty: 5500.611816 Iteration 43Q: 3 clusters Score -8867556 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60185 members Mstep: Class 2 contains 5324 members Entering Unmasked Estep Score: -8867568.000000 Penalty: 5500.611816 Iteration 44Q: 3 clusters Score -8867568 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60272 members Mstep: Class 2 contains 5237 members Entering Unmasked Estep Score: -8867583.000000 Penalty: 5500.611816 Iteration 45Q: 3 clusters Score -8867583 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60352 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -8867601.000000 Penalty: 5500.611816 Iteration 46Q: 3 clusters Score -8867601 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60438 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -8867587.000000 Penalty: 5500.611816 Iteration 47Q: 3 clusters Score -8867587 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60528 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -8867592.000000 Penalty: 5500.611816 Iteration 48Q: 3 clusters Score -8867592 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60587 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -8867617.000000 Penalty: 5500.611816 Iteration 49Q: 3 clusters Score -8867617 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60650 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -8867622.000000 Penalty: 5500.611816 Iteration 50Q: 3 clusters Score -8867622 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60699 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -8867645.000000 Penalty: 5500.611816 Iteration 51Q: 3 clusters Score -8867645 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60752 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -8867646.000000 Penalty: 5500.611816 Iteration 52Q: 3 clusters Score -8867646 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60798 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -8867638.000000 Penalty: 5500.611816 Iteration 53Q: 3 clusters Score -8867638 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60845 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -8867637.000000 Penalty: 5500.611816 Iteration 54Q: 3 clusters Score -8867637 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60900 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -8867639.000000 Penalty: 5500.611816 Iteration 55Q: 3 clusters Score -8867639 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60979 members Mstep: Class 2 contains 4530 members Entering Unmasked Estep Score: -8867640.000000 Penalty: 5500.611816 Iteration 56Q: 3 clusters Score -8867640 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61025 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -8867651.000000 Penalty: 5500.611816 Iteration 57Q: 3 clusters Score -8867651 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61062 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -8867655.000000 Penalty: 5500.611816 Iteration 58Q: 3 clusters Score -8867655 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61104 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -8867658.000000 Penalty: 5500.611816 Iteration 59Q: 3 clusters Score -8867658 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61141 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -8867652.000000 Penalty: 5500.611816 Iteration 60F: 3 clusters Score -8867652 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61184 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -8867656.000000 Penalty: 5500.611816 Iteration 61Q: 3 clusters Score -8867656 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61235 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -8867662.000000 Penalty: 5500.611816 Iteration 62Q: 3 clusters Score -8867662 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61267 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -8867682.000000 Penalty: 5500.611816 Iteration 63Q: 3 clusters Score -8867682 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61296 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -8867678.000000 Penalty: 5500.611816 Iteration 64Q: 3 clusters Score -8867678 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61318 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -8867682.000000 Penalty: 5500.611816 Iteration 65Q: 3 clusters Score -8867682 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61338 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -8867676.000000 Penalty: 5500.611816 Iteration 66Q: 3 clusters Score -8867676 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61362 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -8867675.000000 Penalty: 5500.611816 Iteration 67Q: 3 clusters Score -8867675 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61383 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -8867678.000000 Penalty: 5500.611816 Iteration 68Q: 3 clusters Score -8867678 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61403 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -8867678.000000 Penalty: 5500.611816 Iteration 69Q: 3 clusters Score -8867678 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61424 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -8867682.000000 Penalty: 5500.611816 Iteration 70Q: 3 clusters Score -8867682 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61434 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -8867688.000000 Penalty: 5500.611816 Iteration 71Q: 3 clusters Score -8867688 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61440 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -8867689.000000 Penalty: 5500.611816 Iteration 72Q: 3 clusters Score -8867689 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61448 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -8867689.000000 Penalty: 5500.611816 Iteration 73Q: 3 clusters Score -8867689 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61458 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -8867695.000000 Penalty: 5500.611816 Iteration 74Q: 3 clusters Score -8867695 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61468 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -8867702.000000 Penalty: 5500.611816 Iteration 75Q: 3 clusters Score -8867702 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61479 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -8867695.000000 Penalty: 5500.611816 Iteration 76Q: 3 clusters Score -8867695 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61486 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -8867711.000000 Penalty: 5500.611816 Iteration 77Q: 3 clusters Score -8867711 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61497 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -8867706.000000 Penalty: 5500.611816 Iteration 78Q: 3 clusters Score -8867706 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61506 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -8867707.000000 Penalty: 5500.611816 Iteration 79Q: 3 clusters Score -8867707 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61516 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -8867706.000000 Penalty: 5500.611816 Iteration 80F: 3 clusters Score -8867706 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61527 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -8867701.000000 Penalty: 5500.611816 Iteration 81Q: 3 clusters Score -8867701 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61539 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -8867716.000000 Penalty: 5500.611816 Iteration 82Q: 3 clusters Score -8867716 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61555 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -8867710.000000 Penalty: 5500.611816 Iteration 83Q: 3 clusters Score -8867710 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61570 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -8867714.000000 Penalty: 5500.611816 Iteration 84Q: 3 clusters Score -8867714 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61576 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -8867721.000000 Penalty: 5500.611816 Iteration 85Q: 3 clusters Score -8867721 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61580 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -8867718.000000 Penalty: 5500.611816 Iteration 86Q: 3 clusters Score -8867718 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61587 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -8867732.000000 Penalty: 5500.611816 Iteration 87Q: 3 clusters Score -8867732 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61594 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -8867728.000000 Penalty: 5500.611816 Iteration 88Q: 3 clusters Score -8867728 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61601 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -8867727.000000 Penalty: 5500.611816 Iteration 89Q: 3 clusters Score -8867727 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61610 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -8867722.000000 Penalty: 5500.611816 Iteration 90Q: 3 clusters Score -8867722 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61620 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -8867721.000000 Penalty: 5500.611816 Iteration 91Q: 3 clusters Score -8867721 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61634 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -8867715.000000 Penalty: 5500.611816 Iteration 92Q: 3 clusters Score -8867715 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61647 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -8867699.000000 Penalty: 5500.611816 Iteration 93Q: 3 clusters Score -8867699 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61659 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -8867698.000000 Penalty: 5500.611816 Iteration 94Q: 3 clusters Score -8867698 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61671 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -8867708.000000 Penalty: 5500.611816 Iteration 95Q: 3 clusters Score -8867708 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61681 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -8867706.000000 Penalty: 5500.611816 Iteration 96Q: 3 clusters Score -8867706 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61692 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -8867708.000000 Penalty: 5500.611816 Iteration 97Q: 3 clusters Score -8867708 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61699 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -8867715.000000 Penalty: 5500.611816 Iteration 98Q: 3 clusters Score -8867715 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61711 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -8867719.000000 Penalty: 5500.611816 Iteration 99Q: 3 clusters Score -8867719 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61726 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -8867715.000000 Penalty: 5500.611816 Iteration 100F: 3 clusters Score -8867715 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61738 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -8867729.000000 Penalty: 5500.611816 Iteration 101Q: 3 clusters Score -8867729 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61748 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -8867728.000000 Penalty: 5500.611816 Iteration 102Q: 3 clusters Score -8867728 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61757 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -8867733.000000 Penalty: 5500.611816 Iteration 103Q: 3 clusters Score -8867733 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61767 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -8867744.000000 Penalty: 5500.611816 Iteration 104Q: 3 clusters Score -8867744 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61776 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -8867736.000000 Penalty: 5500.611816 Iteration 105Q: 3 clusters Score -8867736 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61785 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -8867736.000000 Penalty: 5500.611816 Iteration 106Q: 3 clusters Score -8867736 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61794 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -8867738.000000 Penalty: 5500.611816 Iteration 107Q: 3 clusters Score -8867738 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61802 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -8867732.000000 Penalty: 5500.611816 Iteration 108Q: 3 clusters Score -8867732 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61805 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -8867734.000000 Penalty: 5500.611816 Iteration 109Q: 3 clusters Score -8867734 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61809 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -8867745.000000 Penalty: 5500.611816 Iteration 110Q: 3 clusters Score -8867745 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61812 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -8867749.000000 Penalty: 5500.611816 Iteration 111Q: 3 clusters Score -8867749 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61813 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -8867747.000000 Penalty: 5500.611816 Iteration 112Q: 3 clusters Score -8867747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61816 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -8867744.000000 Penalty: 5500.611816 Iteration 113Q: 3 clusters Score -8867744 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61817 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -8867754.000000 Penalty: 5500.611816 Iteration 114Q: 3 clusters Score -8867754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61818 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -8867754.000000 Penalty: 5500.611816 Iteration 115Q: 3 clusters Score -8867754 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61818 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -8867754.000000 Penalty: 5500.611816 Iteration 116F: 3 clusters Score -8867754 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Entering Unmasked Estep Score: -89796.765625 Penalty: 1657.162842 Iteration 0F: 2 clusters Score -89796.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -88083.640625 Penalty: 3314.325684 Iteration 0F: 3 clusters Score -88083.64 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -88436.000000 Penalty: 3314.325684 Iteration 1F: 3 clusters Score -88436 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -88690.820312 Penalty: 3314.325684 Iteration 2F: 3 clusters Score -88690.82 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -88925.578125 Penalty: 3314.325684 Iteration 3F: 3 clusters Score -88925.58 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -89128.421875 Penalty: 3314.325684 Iteration 4F: 3 clusters Score -89128.42 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -89340.656250 Penalty: 3314.325684 Iteration 5F: 3 clusters Score -89340.66 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -89480.546875 Penalty: 3314.325684 Iteration 6F: 3 clusters Score -89480.55 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -89627.882812 Penalty: 3314.325684 Iteration 7Q: 3 clusters Score -89627.88 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -89732.250000 Penalty: 3314.325684 Iteration 8Q: 3 clusters Score -89732.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -89763.906250 Penalty: 3314.325684 Iteration 9Q: 3 clusters Score -89763.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -89769.984375 Penalty: 3314.325684 Iteration 10Q: 3 clusters Score -89769.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -89769.984375 Penalty: 3314.325684 Iteration 11F: 3 clusters Score -89769.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (143338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143338 members Entering Unmasked Estep Score: -19286956.000000 Penalty: 2944.494385 Iteration 0F: 2 clusters Score -1.928696e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71492 members Mstep: Class 2 contains 71846 members Entering Unmasked Estep Score: -19195560.000000 Penalty: 5888.988770 Iteration 0F: 3 clusters Score -1.919556e+07 nChanged 68620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68600 members Mstep: Class 2 contains 74738 members Entering Unmasked Estep Score: -19234924.000000 Penalty: 5888.988770 Iteration 1F: 3 clusters Score -1.923492e+07 nChanged 4125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67007 members Mstep: Class 2 contains 76331 members Entering Unmasked Estep Score: -19235894.000000 Penalty: 5888.988770 Iteration 2Q: 3 clusters Score -1.923589e+07 nChanged 4259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64614 members Mstep: Class 2 contains 78724 members Entering Unmasked Estep Score: -19237044.000000 Penalty: 5888.988770 Iteration 3Q: 3 clusters Score -1.923704e+07 nChanged 4971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61095 members Mstep: Class 2 contains 82243 members Entering Unmasked Estep Score: -19238710.000000 Penalty: 5888.988770 Iteration 4Q: 3 clusters Score -1.923871e+07 nChanged 6016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56057 members Mstep: Class 2 contains 87281 members Entering Unmasked Estep Score: -19241590.000000 Penalty: 5888.988770 Iteration 5Q: 3 clusters Score -1.924159e+07 nChanged 7429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49218 members Mstep: Class 2 contains 94120 members Entering Unmasked Estep Score: -19246142.000000 Penalty: 5888.988770 Iteration 6F: 3 clusters Score -1.924614e+07 nChanged 9085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40597 members Mstep: Class 2 contains 102741 members Entering Unmasked Estep Score: -19252608.000000 Penalty: 5888.988770 Iteration 7F: 3 clusters Score -1.925261e+07 nChanged 10016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30913 members Mstep: Class 2 contains 112425 members Entering Unmasked Estep Score: -19260648.000000 Penalty: 5888.988770 Iteration 8F: 3 clusters Score -1.926065e+07 nChanged 9254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21847 members Mstep: Class 2 contains 121491 members Entering Unmasked Estep Score: -19268396.000000 Penalty: 5888.988770 Iteration 9F: 3 clusters Score -1.92684e+07 nChanged 7477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14516 members Mstep: Class 2 contains 128822 members Entering Unmasked Estep Score: -19274312.000000 Penalty: 5888.988770 Iteration 10F: 3 clusters Score -1.927431e+07 nChanged 5286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9342 members Mstep: Class 2 contains 133996 members Entering Unmasked Estep Score: -19278760.000000 Penalty: 5888.988770 Iteration 11Q: 3 clusters Score -1.927876e+07 nChanged 3369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 137297 members Entering Unmasked Estep Score: -19281320.000000 Penalty: 5888.988770 Iteration 12Q: 3 clusters Score -1.928132e+07 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 139320 members Entering Unmasked Estep Score: -19282694.000000 Penalty: 5888.988770 Iteration 13Q: 3 clusters Score -1.928269e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 140491 members Entering Unmasked Estep Score: -19283466.000000 Penalty: 5888.988770 Iteration 14Q: 3 clusters Score -1.928347e+07 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 141153 members Entering Unmasked Estep Score: -19283926.000000 Penalty: 5888.988770 Iteration 15Q: 3 clusters Score -1.928393e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 141533 members Entering Unmasked Estep Score: -19284216.000000 Penalty: 5888.988770 Iteration 16Q: 3 clusters Score -1.928422e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 141783 members Entering Unmasked Estep Score: -19284384.000000 Penalty: 5888.988770 Iteration 17Q: 3 clusters Score -1.928438e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 141916 members Entering Unmasked Estep Score: -19284520.000000 Penalty: 5888.988770 Iteration 18Q: 3 clusters Score -1.928452e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 142011 members Entering Unmasked Estep Score: -19284600.000000 Penalty: 5888.988770 Iteration 19Q: 3 clusters Score -1.92846e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 142088 members Entering Unmasked Estep Score: -19284636.000000 Penalty: 5888.988770 Iteration 20F: 3 clusters Score -1.928464e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 142132 members Entering Unmasked Estep Score: -19284648.000000 Penalty: 5888.988770 Iteration 21Q: 3 clusters Score -1.928465e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 142173 members Entering Unmasked Estep Score: -19284708.000000 Penalty: 5888.988770 Iteration 22Q: 3 clusters Score -1.928471e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 142218 members Entering Unmasked Estep Score: -19284710.000000 Penalty: 5888.988770 Iteration 23Q: 3 clusters Score -1.928471e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 142250 members Entering Unmasked Estep Score: -19284722.000000 Penalty: 5888.988770 Iteration 24Q: 3 clusters Score -1.928472e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 142286 members Entering Unmasked Estep Score: -19284732.000000 Penalty: 5888.988770 Iteration 25Q: 3 clusters Score -1.928473e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 142304 members Entering Unmasked Estep Score: -19284762.000000 Penalty: 5888.988770 Iteration 26Q: 3 clusters Score -1.928476e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 142317 members Entering Unmasked Estep Score: -19284780.000000 Penalty: 5888.988770 Iteration 27Q: 3 clusters Score -1.928478e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 142324 members Entering Unmasked Estep Score: -19284784.000000 Penalty: 5888.988770 Iteration 28Q: 3 clusters Score -1.928478e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 142328 members Entering Unmasked Estep Score: -19284808.000000 Penalty: 5888.988770 Iteration 29Q: 3 clusters Score -1.928481e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 142338 members Entering Unmasked Estep Score: -19284818.000000 Penalty: 5888.988770 Iteration 30Q: 3 clusters Score -1.928482e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 142350 members Entering Unmasked Estep Score: -19284814.000000 Penalty: 5888.988770 Iteration 31Q: 3 clusters Score -1.928481e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 142351 members Entering Unmasked Estep Score: -19284830.000000 Penalty: 5888.988770 Iteration 32Q: 3 clusters Score -1.928483e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 142354 members Entering Unmasked Estep Score: -19284834.000000 Penalty: 5888.988770 Iteration 33Q: 3 clusters Score -1.928483e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 142362 members Entering Unmasked Estep Score: -19284838.000000 Penalty: 5888.988770 Iteration 34Q: 3 clusters Score -1.928484e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 142369 members Entering Unmasked Estep Score: -19284836.000000 Penalty: 5888.988770 Iteration 35Q: 3 clusters Score -1.928484e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 142374 members Entering Unmasked Estep Score: -19284834.000000 Penalty: 5888.988770 Iteration 36Q: 3 clusters Score -1.928483e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 142373 members Entering Unmasked Estep Score: -19284844.000000 Penalty: 5888.988770 Iteration 37Q: 3 clusters Score -1.928484e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 142373 members Entering Unmasked Estep Score: -19284866.000000 Penalty: 5888.988770 Iteration 38Q: 3 clusters Score -1.928487e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 142372 members Entering Unmasked Estep Score: -19284864.000000 Penalty: 5888.988770 Iteration 39Q: 3 clusters Score -1.928486e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 142372 members Entering Unmasked Estep Score: -19284862.000000 Penalty: 5888.988770 Iteration 40F: 3 clusters Score -1.928486e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 142374 members Entering Unmasked Estep Score: -19284858.000000 Penalty: 5888.988770 Iteration 41Q: 3 clusters Score -1.928486e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 142377 members Entering Unmasked Estep Score: -19284858.000000 Penalty: 5888.988770 Iteration 42Q: 3 clusters Score -1.928486e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 142381 members Entering Unmasked Estep Score: -19284862.000000 Penalty: 5888.988770 Iteration 43Q: 3 clusters Score -1.928486e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 142381 members Entering Unmasked Estep Score: -19284862.000000 Penalty: 5888.988770 Iteration 44F: 3 clusters Score -1.928486e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (76875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76875 members Entering Unmasked Estep Score: -10312290.000000 Penalty: 2789.984131 Iteration 0F: 2 clusters Score -1.031229e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38450 members Mstep: Class 2 contains 38425 members Entering Unmasked Estep Score: -10260846.000000 Penalty: 5579.968262 Iteration 0F: 3 clusters Score -1.026085e+07 nChanged 36051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38751 members Mstep: Class 2 contains 38124 members Entering Unmasked Estep Score: -10281145.000000 Penalty: 5579.968262 Iteration 1F: 3 clusters Score -1.028114e+07 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38864 members Mstep: Class 2 contains 38011 members Entering Unmasked Estep Score: -10281722.000000 Penalty: 5579.968262 Iteration 2Q: 3 clusters Score -1.028172e+07 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39001 members Mstep: Class 2 contains 37874 members Entering Unmasked Estep Score: -10282178.000000 Penalty: 5579.968262 Iteration 3Q: 3 clusters Score -1.028218e+07 nChanged 2284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39193 members Mstep: Class 2 contains 37682 members Entering Unmasked Estep Score: -10282721.000000 Penalty: 5579.968262 Iteration 4Q: 3 clusters Score -1.028272e+07 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39489 members Mstep: Class 2 contains 37386 members Entering Unmasked Estep Score: -10283198.000000 Penalty: 5579.968262 Iteration 5Q: 3 clusters Score -1.02832e+07 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39916 members Mstep: Class 2 contains 36959 members Entering Unmasked Estep Score: -10283766.000000 Penalty: 5579.968262 Iteration 6Q: 3 clusters Score -1.028377e+07 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40492 members Mstep: Class 2 contains 36383 members Entering Unmasked Estep Score: -10284291.000000 Penalty: 5579.968262 Iteration 7Q: 3 clusters Score -1.028429e+07 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41262 members Mstep: Class 2 contains 35613 members Entering Unmasked Estep Score: -10285041.000000 Penalty: 5579.968262 Iteration 8Q: 3 clusters Score -1.028504e+07 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42246 members Mstep: Class 2 contains 34629 members Entering Unmasked Estep Score: -10285787.000000 Penalty: 5579.968262 Iteration 9Q: 3 clusters Score -1.028579e+07 nChanged 2529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43495 members Mstep: Class 2 contains 33380 members Entering Unmasked Estep Score: -10286511.000000 Penalty: 5579.968262 Iteration 10Q: 3 clusters Score -1.028651e+07 nChanged 2647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45064 members Mstep: Class 2 contains 31811 members Entering Unmasked Estep Score: -10287605.000000 Penalty: 5579.968262 Iteration 11Q: 3 clusters Score -1.02876e+07 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47075 members Mstep: Class 2 contains 29800 members Entering Unmasked Estep Score: -10288711.000000 Penalty: 5579.968262 Iteration 12Q: 3 clusters Score -1.028871e+07 nChanged 3217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49760 members Mstep: Class 2 contains 27115 members Entering Unmasked Estep Score: -10290441.000000 Penalty: 5579.968262 Iteration 13Q: 3 clusters Score -1.029044e+07 nChanged 3703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53111 members Mstep: Class 2 contains 23764 members Entering Unmasked Estep Score: -10292593.000000 Penalty: 5579.968262 Iteration 14Q: 3 clusters Score -1.029259e+07 nChanged 4029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57018 members Mstep: Class 2 contains 19857 members Entering Unmasked Estep Score: -10295225.000000 Penalty: 5579.968262 Iteration 15F: 3 clusters Score -1.029522e+07 nChanged 4187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61173 members Mstep: Class 2 contains 15702 members Entering Unmasked Estep Score: -10298134.000000 Penalty: 5579.968262 Iteration 16F: 3 clusters Score -1.029813e+07 nChanged 4098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65261 members Mstep: Class 2 contains 11614 members Entering Unmasked Estep Score: -10301066.000000 Penalty: 5579.968262 Iteration 17F: 3 clusters Score -1.030107e+07 nChanged 3627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68886 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -10303811.000000 Penalty: 5579.968262 Iteration 18Q: 3 clusters Score -1.030381e+07 nChanged 2947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71833 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -10306102.000000 Penalty: 5579.968262 Iteration 19Q: 3 clusters Score -1.03061e+07 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73886 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -10307745.000000 Penalty: 5579.968262 Iteration 20F: 3 clusters Score -1.030774e+07 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75136 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -10308730.000000 Penalty: 5579.968262 Iteration 21Q: 3 clusters Score -1.030873e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75771 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -10309252.000000 Penalty: 5579.968262 Iteration 22Q: 3 clusters Score -1.030925e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76070 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -10309467.000000 Penalty: 5579.968262 Iteration 23Q: 3 clusters Score -1.030947e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76222 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -10309587.000000 Penalty: 5579.968262 Iteration 24Q: 3 clusters Score -1.030959e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76294 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -10309666.000000 Penalty: 5579.968262 Iteration 25Q: 3 clusters Score -1.030967e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76345 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -10309716.000000 Penalty: 5579.968262 Iteration 26Q: 3 clusters Score -1.030972e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76384 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -10309757.000000 Penalty: 5579.968262 Iteration 27Q: 3 clusters Score -1.030976e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76404 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -10309799.000000 Penalty: 5579.968262 Iteration 28Q: 3 clusters Score -1.03098e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76420 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -10309795.000000 Penalty: 5579.968262 Iteration 29Q: 3 clusters Score -1.03098e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76432 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -10309819.000000 Penalty: 5579.968262 Iteration 30Q: 3 clusters Score -1.030982e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76444 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -10309832.000000 Penalty: 5579.968262 Iteration 31Q: 3 clusters Score -1.030983e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76451 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -10309841.000000 Penalty: 5579.968262 Iteration 32Q: 3 clusters Score -1.030984e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76454 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -10309842.000000 Penalty: 5579.968262 Iteration 33Q: 3 clusters Score -1.030984e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76458 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -10309842.000000 Penalty: 5579.968262 Iteration 34Q: 3 clusters Score -1.030984e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76460 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -10309844.000000 Penalty: 5579.968262 Iteration 35Q: 3 clusters Score -1.030984e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76462 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -10309855.000000 Penalty: 5579.968262 Iteration 36Q: 3 clusters Score -1.030986e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76465 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -10309857.000000 Penalty: 5579.968262 Iteration 37Q: 3 clusters Score -1.030986e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76466 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -10309863.000000 Penalty: 5579.968262 Iteration 38Q: 3 clusters Score -1.030986e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76467 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -10309856.000000 Penalty: 5579.968262 Iteration 39Q: 3 clusters Score -1.030986e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76467 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -10309856.000000 Penalty: 5579.968262 Iteration 40F: 3 clusters Score -1.030986e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Entering Unmasked Estep Score: -1214592.500000 Penalty: 2267.496582 Iteration 0F: 2 clusters Score -1214592 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1207304.250000 Penalty: 4534.993164 Iteration 0F: 3 clusters Score -1207304 nChanged 3860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4618 members Mstep: Class 2 contains 4732 members Entering Unmasked Estep Score: -1209313.250000 Penalty: 4534.993164 Iteration 1F: 3 clusters Score -1209313 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -1209582.375000 Penalty: 4534.993164 Iteration 2F: 3 clusters Score -1209582 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1209778.250000 Penalty: 4534.993164 Iteration 3Q: 3 clusters Score -1209778 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -1209996.000000 Penalty: 4534.993164 Iteration 4Q: 3 clusters Score -1209996 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -1210276.875000 Penalty: 4534.993164 Iteration 5Q: 3 clusters Score -1210277 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -1210570.125000 Penalty: 4534.993164 Iteration 6Q: 3 clusters Score -1210570 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -1210908.375000 Penalty: 4534.993164 Iteration 7F: 3 clusters Score -1210908 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 5624 members Entering Unmasked Estep Score: -1211257.375000 Penalty: 4534.993164 Iteration 8F: 3 clusters Score -1211257 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1211604.250000 Penalty: 4534.993164 Iteration 9F: 3 clusters Score -1211604 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -1211926.625000 Penalty: 4534.993164 Iteration 10F: 3 clusters Score -1211927 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -1212206.250000 Penalty: 4534.993164 Iteration 11Q: 3 clusters Score -1212206 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -1212465.375000 Penalty: 4534.993164 Iteration 12Q: 3 clusters Score -1212465 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -1212658.000000 Penalty: 4534.993164 Iteration 13Q: 3 clusters Score -1212658 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 7509 members Entering Unmasked Estep Score: -1212806.000000 Penalty: 4534.993164 Iteration 14Q: 3 clusters Score -1212806 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -1212926.000000 Penalty: 4534.993164 Iteration 15Q: 3 clusters Score -1212926 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -1213034.750000 Penalty: 4534.993164 Iteration 16Q: 3 clusters Score -1213035 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 7993 members Entering Unmasked Estep Score: -1213118.250000 Penalty: 4534.993164 Iteration 17Q: 3 clusters Score -1213118 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -1213179.375000 Penalty: 4534.993164 Iteration 18Q: 3 clusters Score -1213179 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -1213224.000000 Penalty: 4534.993164 Iteration 19Q: 3 clusters Score -1213224 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 8262 members Entering Unmasked Estep Score: -1213272.500000 Penalty: 4534.993164 Iteration 20F: 3 clusters Score -1213272 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -1213304.750000 Penalty: 4534.993164 Iteration 21Q: 3 clusters Score -1213305 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -1213326.375000 Penalty: 4534.993164 Iteration 22Q: 3 clusters Score -1213326 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 8402 members Entering Unmasked Estep Score: -1213344.750000 Penalty: 4534.993164 Iteration 23Q: 3 clusters Score -1213345 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -1213359.125000 Penalty: 4534.993164 Iteration 24Q: 3 clusters Score -1213359 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -1213367.375000 Penalty: 4534.993164 Iteration 25Q: 3 clusters Score -1213367 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 8484 members Entering Unmasked Estep Score: -1213381.000000 Penalty: 4534.993164 Iteration 26Q: 3 clusters Score -1213381 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 8498 members Entering Unmasked Estep Score: -1213389.375000 Penalty: 4534.993164 Iteration 27Q: 3 clusters Score -1213389 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 8507 members Entering Unmasked Estep Score: -1213394.250000 Penalty: 4534.993164 Iteration 28Q: 3 clusters Score -1213394 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -1213400.625000 Penalty: 4534.993164 Iteration 29Q: 3 clusters Score -1213401 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -1213401.000000 Penalty: 4534.993164 Iteration 30Q: 3 clusters Score -1213401 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 8534 members Entering Unmasked Estep Score: -1213402.750000 Penalty: 4534.993164 Iteration 31Q: 3 clusters Score -1213403 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 8540 members Entering Unmasked Estep Score: -1213405.000000 Penalty: 4534.993164 Iteration 32Q: 3 clusters Score -1213405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 8545 members Entering Unmasked Estep Score: -1213406.125000 Penalty: 4534.993164 Iteration 33Q: 3 clusters Score -1213406 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 8549 members Entering Unmasked Estep Score: -1213412.125000 Penalty: 4534.993164 Iteration 34Q: 3 clusters Score -1213412 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -1213413.750000 Penalty: 4534.993164 Iteration 35Q: 3 clusters Score -1213414 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -1213413.250000 Penalty: 4534.993164 Iteration 36Q: 3 clusters Score -1213413 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 8551 members Entering Unmasked Estep Score: -1213413.250000 Penalty: 4534.993164 Iteration 37F: 3 clusters Score -1213413 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (40051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40051 members Entering Unmasked Estep Score: -5376482.500000 Penalty: 2628.281494 Iteration 0F: 2 clusters Score -5376482 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20085 members Mstep: Class 2 contains 19966 members Entering Unmasked Estep Score: -5349336.500000 Penalty: 5256.562988 Iteration 0F: 3 clusters Score -5349336 nChanged 18329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20728 members Mstep: Class 2 contains 19323 members Entering Unmasked Estep Score: -5359407.500000 Penalty: 5256.562988 Iteration 1F: 3 clusters Score -5359408 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21205 members Mstep: Class 2 contains 18846 members Entering Unmasked Estep Score: -5359981.500000 Penalty: 5256.562988 Iteration 2Q: 3 clusters Score -5359982 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21947 members Mstep: Class 2 contains 18104 members Entering Unmasked Estep Score: -5360646.500000 Penalty: 5256.562988 Iteration 3Q: 3 clusters Score -5360646 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23062 members Mstep: Class 2 contains 16989 members Entering Unmasked Estep Score: -5361440.000000 Penalty: 5256.562988 Iteration 4Q: 3 clusters Score -5361440 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24552 members Mstep: Class 2 contains 15499 members Entering Unmasked Estep Score: -5362661.000000 Penalty: 5256.562988 Iteration 5F: 3 clusters Score -5362661 nChanged 2538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26464 members Mstep: Class 2 contains 13587 members Entering Unmasked Estep Score: -5364302.000000 Penalty: 5256.562988 Iteration 6F: 3 clusters Score -5364302 nChanged 2885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28757 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -5366439.500000 Penalty: 5256.562988 Iteration 7F: 3 clusters Score -5366440 nChanged 2787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31096 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -5368476.500000 Penalty: 5256.562988 Iteration 8F: 3 clusters Score -5368476 nChanged 2306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33110 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -5370159.000000 Penalty: 5256.562988 Iteration 9F: 3 clusters Score -5370159 nChanged 1811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34777 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -5371411.500000 Penalty: 5256.562988 Iteration 10Q: 3 clusters Score -5371412 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36112 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -5372354.500000 Penalty: 5256.562988 Iteration 11Q: 3 clusters Score -5372354 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37130 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -5373070.500000 Penalty: 5256.562988 Iteration 12Q: 3 clusters Score -5373070 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37866 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -5373531.000000 Penalty: 5256.562988 Iteration 13Q: 3 clusters Score -5373531 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38345 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -5373844.500000 Penalty: 5256.562988 Iteration 14Q: 3 clusters Score -5373844 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38655 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -5374029.000000 Penalty: 5256.562988 Iteration 15Q: 3 clusters Score -5374029 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38864 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -5374135.500000 Penalty: 5256.562988 Iteration 16Q: 3 clusters Score -5374136 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38989 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -5374205.000000 Penalty: 5256.562988 Iteration 17Q: 3 clusters Score -5374205 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39066 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -5374241.000000 Penalty: 5256.562988 Iteration 18Q: 3 clusters Score -5374241 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39122 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -5374270.500000 Penalty: 5256.562988 Iteration 19Q: 3 clusters Score -5374270 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39167 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -5374289.500000 Penalty: 5256.562988 Iteration 20F: 3 clusters Score -5374290 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39209 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -5374322.000000 Penalty: 5256.562988 Iteration 21Q: 3 clusters Score -5374322 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39252 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -5374350.000000 Penalty: 5256.562988 Iteration 22Q: 3 clusters Score -5374350 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39281 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -5374371.000000 Penalty: 5256.562988 Iteration 23Q: 3 clusters Score -5374371 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39309 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -5374383.500000 Penalty: 5256.562988 Iteration 24Q: 3 clusters Score -5374384 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39327 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -5374397.000000 Penalty: 5256.562988 Iteration 25Q: 3 clusters Score -5374397 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39346 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -5374412.000000 Penalty: 5256.562988 Iteration 26Q: 3 clusters Score -5374412 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39361 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -5374425.500000 Penalty: 5256.562988 Iteration 27Q: 3 clusters Score -5374426 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39368 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -5374434.500000 Penalty: 5256.562988 Iteration 28Q: 3 clusters Score -5374434 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39376 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -5374432.500000 Penalty: 5256.562988 Iteration 29Q: 3 clusters Score -5374432 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39378 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -5374428.500000 Penalty: 5256.562988 Iteration 30Q: 3 clusters Score -5374428 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39381 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -5374439.000000 Penalty: 5256.562988 Iteration 31Q: 3 clusters Score -5374439 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39384 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -5374440.500000 Penalty: 5256.562988 Iteration 32Q: 3 clusters Score -5374440 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39387 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -5374437.500000 Penalty: 5256.562988 Iteration 33Q: 3 clusters Score -5374438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39391 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -5374442.000000 Penalty: 5256.562988 Iteration 34Q: 3 clusters Score -5374442 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39396 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -5374445.500000 Penalty: 5256.562988 Iteration 35Q: 3 clusters Score -5374446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39399 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -5374443.500000 Penalty: 5256.562988 Iteration 36Q: 3 clusters Score -5374444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39400 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -5374442.000000 Penalty: 5256.562988 Iteration 37Q: 3 clusters Score -5374442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39401 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -5374442.000000 Penalty: 5256.562988 Iteration 38Q: 3 clusters Score -5374442 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39402 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -5374446.000000 Penalty: 5256.562988 Iteration 39Q: 3 clusters Score -5374446 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39404 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -5374448.000000 Penalty: 5256.562988 Iteration 40F: 3 clusters Score -5374448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39406 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -5374450.000000 Penalty: 5256.562988 Iteration 41Q: 3 clusters Score -5374450 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39407 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -5374445.500000 Penalty: 5256.562988 Iteration 42Q: 3 clusters Score -5374446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39408 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -5374448.000000 Penalty: 5256.562988 Iteration 43Q: 3 clusters Score -5374448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39409 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -5374445.500000 Penalty: 5256.562988 Iteration 44Q: 3 clusters Score -5374446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39412 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -5374449.500000 Penalty: 5256.562988 Iteration 45Q: 3 clusters Score -5374450 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39412 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -5374456.000000 Penalty: 5256.562988 Iteration 46Q: 3 clusters Score -5374456 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39414 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -5374456.000000 Penalty: 5256.562988 Iteration 47Q: 3 clusters Score -5374456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39415 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -5374458.500000 Penalty: 5256.562988 Iteration 48Q: 3 clusters Score -5374458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39416 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -5374454.000000 Penalty: 5256.562988 Iteration 49Q: 3 clusters Score -5374454 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39416 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -5374457.500000 Penalty: 5256.562988 Iteration 50Q: 3 clusters Score -5374458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39416 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -5374452.500000 Penalty: 5256.562988 Iteration 51Q: 3 clusters Score -5374452 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39416 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -5374455.000000 Penalty: 5256.562988 Iteration 52Q: 3 clusters Score -5374455 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39418 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -5374459.500000 Penalty: 5256.562988 Iteration 53Q: 3 clusters Score -5374460 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39418 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -5374467.500000 Penalty: 5256.562988 Iteration 54Q: 3 clusters Score -5374468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39419 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -5374466.000000 Penalty: 5256.562988 Iteration 55Q: 3 clusters Score -5374466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39418 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -5374467.000000 Penalty: 5256.562988 Iteration 56Q: 3 clusters Score -5374467 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39419 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -5374472.500000 Penalty: 5256.562988 Iteration 57Q: 3 clusters Score -5374472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39421 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -5374465.500000 Penalty: 5256.562988 Iteration 58Q: 3 clusters Score -5374466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39422 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -5374468.000000 Penalty: 5256.562988 Iteration 59Q: 3 clusters Score -5374468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39425 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -5374471.000000 Penalty: 5256.562988 Iteration 60F: 3 clusters Score -5374471 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39427 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -5374473.000000 Penalty: 5256.562988 Iteration 61Q: 3 clusters Score -5374473 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39429 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -5374483.000000 Penalty: 5256.562988 Iteration 62Q: 3 clusters Score -5374483 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39431 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -5374482.000000 Penalty: 5256.562988 Iteration 63Q: 3 clusters Score -5374482 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39433 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -5374489.500000 Penalty: 5256.562988 Iteration 64Q: 3 clusters Score -5374490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39434 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -5374490.000000 Penalty: 5256.562988 Iteration 65Q: 3 clusters Score -5374490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39437 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -5374499.500000 Penalty: 5256.562988 Iteration 66Q: 3 clusters Score -5374500 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39439 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -5374501.500000 Penalty: 5256.562988 Iteration 67Q: 3 clusters Score -5374502 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39438 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -5374501.000000 Penalty: 5256.562988 Iteration 68Q: 3 clusters Score -5374501 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39441 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -5374499.000000 Penalty: 5256.562988 Iteration 69Q: 3 clusters Score -5374499 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39440 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -5374499.500000 Penalty: 5256.562988 Iteration 70Q: 3 clusters Score -5374500 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39440 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -5374499.500000 Penalty: 5256.562988 Iteration 71F: 3 clusters Score -5374500 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Entering Unmasked Estep Score: -696783.187500 Penalty: 2124.080322 Iteration 0F: 2 clusters Score -696783.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -692087.750000 Penalty: 4248.160645 Iteration 0F: 3 clusters Score -692087.8 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -693233.500000 Penalty: 4248.160645 Iteration 1F: 3 clusters Score -693233.5 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -693449.187500 Penalty: 4248.160645 Iteration 2F: 3 clusters Score -693449.2 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -693600.187500 Penalty: 4248.160645 Iteration 3F: 3 clusters Score -693600.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -693741.375000 Penalty: 4248.160645 Iteration 4Q: 3 clusters Score -693741.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 3086 members Entering Unmasked Estep Score: -693896.250000 Penalty: 4248.160645 Iteration 5Q: 3 clusters Score -693896.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -694068.312500 Penalty: 4248.160645 Iteration 6Q: 3 clusters Score -694068.3 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -694267.187500 Penalty: 4248.160645 Iteration 7Q: 3 clusters Score -694267.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 3679 members Entering Unmasked Estep Score: -694493.062500 Penalty: 4248.160645 Iteration 8F: 3 clusters Score -694493.1 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -694697.312500 Penalty: 4248.160645 Iteration 9Q: 3 clusters Score -694697.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -694886.625000 Penalty: 4248.160645 Iteration 10Q: 3 clusters Score -694886.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -695063.812500 Penalty: 4248.160645 Iteration 11Q: 3 clusters Score -695063.8 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -695201.062500 Penalty: 4248.160645 Iteration 12Q: 3 clusters Score -695201.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4551 members Entering Unmasked Estep Score: -695320.937500 Penalty: 4248.160645 Iteration 13Q: 3 clusters Score -695320.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -695403.062500 Penalty: 4248.160645 Iteration 14Q: 3 clusters Score -695403.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -695458.062500 Penalty: 4248.160645 Iteration 15Q: 3 clusters Score -695458.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -695481.687500 Penalty: 4248.160645 Iteration 16Q: 3 clusters Score -695481.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -695497.687500 Penalty: 4248.160645 Iteration 17Q: 3 clusters Score -695497.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -695514.437500 Penalty: 4248.160645 Iteration 18Q: 3 clusters Score -695514.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -695524.750000 Penalty: 4248.160645 Iteration 19Q: 3 clusters Score -695524.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -695533.687500 Penalty: 4248.160645 Iteration 20F: 3 clusters Score -695533.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -695537.625000 Penalty: 4248.160645 Iteration 21Q: 3 clusters Score -695537.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -695537.375000 Penalty: 4248.160645 Iteration 22Q: 3 clusters Score -695537.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -695537.937500 Penalty: 4248.160645 Iteration 23Q: 3 clusters Score -695537.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -695537.937500 Penalty: 4248.160645 Iteration 24F: 3 clusters Score -695537.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -22507.253906 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -22507.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -21380.535156 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -21380.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -21440.269531 Penalty: 2659.200928 Iteration 1F: 3 clusters Score -21440.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -21448.294922 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -21448.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -21448.294922 Penalty: 2659.200928 Iteration 3F: 3 clusters Score -21448.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (100079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100079 members Entering Unmasked Estep Score: -13355190.000000 Penalty: 2855.401367 Iteration 0F: 2 clusters Score -1.335519e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50064 members Mstep: Class 2 contains 50015 members Entering Unmasked Estep Score: -13288363.000000 Penalty: 5710.802734 Iteration 0F: 3 clusters Score -1.328836e+07 nChanged 47425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49393 members Mstep: Class 2 contains 50686 members Entering Unmasked Estep Score: -13316020.000000 Penalty: 5710.802734 Iteration 1F: 3 clusters Score -1.331602e+07 nChanged 4125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48706 members Mstep: Class 2 contains 51373 members Entering Unmasked Estep Score: -13317379.000000 Penalty: 5710.802734 Iteration 2Q: 3 clusters Score -1.331738e+07 nChanged 4658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47540 members Mstep: Class 2 contains 52539 members Entering Unmasked Estep Score: -13319425.000000 Penalty: 5710.802734 Iteration 3Q: 3 clusters Score -1.331942e+07 nChanged 5449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45783 members Mstep: Class 2 contains 54296 members Entering Unmasked Estep Score: -13322181.000000 Penalty: 5710.802734 Iteration 4F: 3 clusters Score -1.332218e+07 nChanged 6162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43393 members Mstep: Class 2 contains 56686 members Entering Unmasked Estep Score: -13325426.000000 Penalty: 5710.802734 Iteration 5F: 3 clusters Score -1.332543e+07 nChanged 6351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40690 members Mstep: Class 2 contains 59389 members Entering Unmasked Estep Score: -13328810.000000 Penalty: 5710.802734 Iteration 6F: 3 clusters Score -1.332881e+07 nChanged 5802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37712 members Mstep: Class 2 contains 62367 members Entering Unmasked Estep Score: -13331533.000000 Penalty: 5710.802734 Iteration 7F: 3 clusters Score -1.333153e+07 nChanged 4849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34603 members Mstep: Class 2 contains 65476 members Entering Unmasked Estep Score: -13333673.000000 Penalty: 5710.802734 Iteration 8Q: 3 clusters Score -1.333367e+07 nChanged 4164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31349 members Mstep: Class 2 contains 68730 members Entering Unmasked Estep Score: -13335412.000000 Penalty: 5710.802734 Iteration 9Q: 3 clusters Score -1.333541e+07 nChanged 3789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27918 members Mstep: Class 2 contains 72161 members Entering Unmasked Estep Score: -13337204.000000 Penalty: 5710.802734 Iteration 10Q: 3 clusters Score -1.33372e+07 nChanged 3676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24340 members Mstep: Class 2 contains 75739 members Entering Unmasked Estep Score: -13339095.000000 Penalty: 5710.802734 Iteration 11Q: 3 clusters Score -1.33391e+07 nChanged 3743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20625 members Mstep: Class 2 contains 79454 members Entering Unmasked Estep Score: -13341224.000000 Penalty: 5710.802734 Iteration 12Q: 3 clusters Score -1.334122e+07 nChanged 3687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16942 members Mstep: Class 2 contains 83137 members Entering Unmasked Estep Score: -13343351.000000 Penalty: 5710.802734 Iteration 13Q: 3 clusters Score -1.334335e+07 nChanged 3460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13482 members Mstep: Class 2 contains 86597 members Entering Unmasked Estep Score: -13345450.000000 Penalty: 5710.802734 Iteration 14Q: 3 clusters Score -1.334545e+07 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 89685 members Entering Unmasked Estep Score: -13347365.000000 Penalty: 5710.802734 Iteration 15Q: 3 clusters Score -1.334736e+07 nChanged 2541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Mstep: Class 2 contains 92226 members Entering Unmasked Estep Score: -13348883.000000 Penalty: 5710.802734 Iteration 16Q: 3 clusters Score -1.334888e+07 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Mstep: Class 2 contains 94279 members Entering Unmasked Estep Score: -13350086.000000 Penalty: 5710.802734 Iteration 17Q: 3 clusters Score -1.335009e+07 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 95882 members Entering Unmasked Estep Score: -13351070.000000 Penalty: 5710.802734 Iteration 18Q: 3 clusters Score -1.335107e+07 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3025 members Mstep: Class 2 contains 97054 members Entering Unmasked Estep Score: -13351740.000000 Penalty: 5710.802734 Iteration 19Q: 3 clusters Score -1.335174e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 97827 members Entering Unmasked Estep Score: -13352229.000000 Penalty: 5710.802734 Iteration 20F: 3 clusters Score -1.335223e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 98301 members Entering Unmasked Estep Score: -13352495.000000 Penalty: 5710.802734 Iteration 21Q: 3 clusters Score -1.33525e+07 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 98614 members Entering Unmasked Estep Score: -13352673.000000 Penalty: 5710.802734 Iteration 22Q: 3 clusters Score -1.335267e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 98818 members Entering Unmasked Estep Score: -13352801.000000 Penalty: 5710.802734 Iteration 23Q: 3 clusters Score -1.33528e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 98941 members Entering Unmasked Estep Score: -13352889.000000 Penalty: 5710.802734 Iteration 24Q: 3 clusters Score -1.335289e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 99029 members Entering Unmasked Estep Score: -13352968.000000 Penalty: 5710.802734 Iteration 25Q: 3 clusters Score -1.335297e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 99089 members Entering Unmasked Estep Score: -13352987.000000 Penalty: 5710.802734 Iteration 26Q: 3 clusters Score -1.335299e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 99140 members Entering Unmasked Estep Score: -13353030.000000 Penalty: 5710.802734 Iteration 27Q: 3 clusters Score -1.335303e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 99175 members Entering Unmasked Estep Score: -13353048.000000 Penalty: 5710.802734 Iteration 28Q: 3 clusters Score -1.335305e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 99201 members Entering Unmasked Estep Score: -13353062.000000 Penalty: 5710.802734 Iteration 29Q: 3 clusters Score -1.335306e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 99224 members Entering Unmasked Estep Score: -13353083.000000 Penalty: 5710.802734 Iteration 30Q: 3 clusters Score -1.335308e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 99243 members Entering Unmasked Estep Score: -13353096.000000 Penalty: 5710.802734 Iteration 31Q: 3 clusters Score -1.33531e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 99252 members Entering Unmasked Estep Score: -13353101.000000 Penalty: 5710.802734 Iteration 32Q: 3 clusters Score -1.33531e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 99265 members Entering Unmasked Estep Score: -13353107.000000 Penalty: 5710.802734 Iteration 33Q: 3 clusters Score -1.335311e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 99267 members Entering Unmasked Estep Score: -13353108.000000 Penalty: 5710.802734 Iteration 34Q: 3 clusters Score -1.335311e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 99270 members Entering Unmasked Estep Score: -13353107.000000 Penalty: 5710.802734 Iteration 35Q: 3 clusters Score -1.335311e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 99270 members Entering Unmasked Estep Score: -13353107.000000 Penalty: 5710.802734 Iteration 36F: 3 clusters Score -1.335311e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -90151.968750 Penalty: 1635.074951 Iteration 0F: 2 clusters Score -90151.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -88420.890625 Penalty: 3270.149902 Iteration 0F: 3 clusters Score -88420.89 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -88699.156250 Penalty: 3270.149902 Iteration 1F: 3 clusters Score -88699.16 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -88812.851562 Penalty: 3270.149902 Iteration 2F: 3 clusters Score -88812.85 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -88865.687500 Penalty: 3270.149902 Iteration 3Q: 3 clusters Score -88865.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -88902.570312 Penalty: 3270.149902 Iteration 4Q: 3 clusters Score -88902.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -88926.117188 Penalty: 3270.149902 Iteration 5Q: 3 clusters Score -88926.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -88940.421875 Penalty: 3270.149902 Iteration 6Q: 3 clusters Score -88940.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -88943.468750 Penalty: 3270.149902 Iteration 7Q: 3 clusters Score -88943.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -88960.734375 Penalty: 3270.149902 Iteration 8Q: 3 clusters Score -88960.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -88965.578125 Penalty: 3270.149902 Iteration 9Q: 3 clusters Score -88965.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -88968.179688 Penalty: 3270.149902 Iteration 10Q: 3 clusters Score -88968.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -88972.125000 Penalty: 3270.149902 Iteration 11Q: 3 clusters Score -88972.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -88976.242188 Penalty: 3270.149902 Iteration 12Q: 3 clusters Score -88976.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -88976.242188 Penalty: 3270.149902 Iteration 13F: 3 clusters Score -88976.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (723 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Entering Unmasked Estep Score: -86118.148438 Penalty: 1632.685547 Iteration 0F: 2 clusters Score -86118.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -84430.007812 Penalty: 3265.371094 Iteration 0F: 3 clusters Score -84430.01 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -84682.546875 Penalty: 3265.371094 Iteration 1F: 3 clusters Score -84682.55 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -84754.703125 Penalty: 3265.371094 Iteration 2F: 3 clusters Score -84754.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -84777.546875 Penalty: 3265.371094 Iteration 3Q: 3 clusters Score -84777.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -84795.250000 Penalty: 3265.371094 Iteration 4Q: 3 clusters Score -84795.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -84809.625000 Penalty: 3265.371094 Iteration 5Q: 3 clusters Score -84809.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -84820.757812 Penalty: 3265.371094 Iteration 6Q: 3 clusters Score -84820.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -84827.125000 Penalty: 3265.371094 Iteration 7Q: 3 clusters Score -84827.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -84835.500000 Penalty: 3265.371094 Iteration 8Q: 3 clusters Score -84835.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -84844.343750 Penalty: 3265.371094 Iteration 9Q: 3 clusters Score -84844.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -84845.265625 Penalty: 3265.371094 Iteration 10Q: 3 clusters Score -84845.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -84848.867188 Penalty: 3265.371094 Iteration 11Q: 3 clusters Score -84848.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -84851.664062 Penalty: 3265.371094 Iteration 12Q: 3 clusters Score -84851.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -84852.500000 Penalty: 3265.371094 Iteration 13Q: 3 clusters Score -84852.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -84854.171875 Penalty: 3265.371094 Iteration 14Q: 3 clusters Score -84854.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -84854.171875 Penalty: 3265.371094 Iteration 15F: 3 clusters Score -84854.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Entering Unmasked Estep Score: -658359.437500 Penalty: 2111.568359 Iteration 0F: 2 clusters Score -658359.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -653851.937500 Penalty: 4223.136719 Iteration 0F: 3 clusters Score -653851.9 nChanged 1927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -655323.562500 Penalty: 4223.136719 Iteration 1F: 3 clusters Score -655323.6 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -655868.125000 Penalty: 4223.136719 Iteration 2F: 3 clusters Score -655868.1 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -656237.375000 Penalty: 4223.136719 Iteration 3F: 3 clusters Score -656237.4 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -656476.312500 Penalty: 4223.136719 Iteration 4F: 3 clusters Score -656476.3 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -656644.562500 Penalty: 4223.136719 Iteration 5Q: 3 clusters Score -656644.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -656805.375000 Penalty: 4223.136719 Iteration 6Q: 3 clusters Score -656805.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -656980.187500 Penalty: 4223.136719 Iteration 7Q: 3 clusters Score -656980.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -657138.250000 Penalty: 4223.136719 Iteration 8Q: 3 clusters Score -657138.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -657246.625000 Penalty: 4223.136719 Iteration 9Q: 3 clusters Score -657246.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -657348.000000 Penalty: 4223.136719 Iteration 10Q: 3 clusters Score -657348 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -657437.125000 Penalty: 4223.136719 Iteration 11Q: 3 clusters Score -657437.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -657504.250000 Penalty: 4223.136719 Iteration 12Q: 3 clusters Score -657504.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -657542.062500 Penalty: 4223.136719 Iteration 13Q: 3 clusters Score -657542.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -657565.812500 Penalty: 4223.136719 Iteration 14Q: 3 clusters Score -657565.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -657581.125000 Penalty: 4223.136719 Iteration 15Q: 3 clusters Score -657581.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -657588.125000 Penalty: 4223.136719 Iteration 16Q: 3 clusters Score -657588.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -657594.625000 Penalty: 4223.136719 Iteration 17Q: 3 clusters Score -657594.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -657598.750000 Penalty: 4223.136719 Iteration 18Q: 3 clusters Score -657598.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -657603.375000 Penalty: 4223.136719 Iteration 19Q: 3 clusters Score -657603.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -657603.000000 Penalty: 4223.136719 Iteration 20F: 3 clusters Score -657603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -657602.750000 Penalty: 4223.136719 Iteration 21Q: 3 clusters Score -657602.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -657605.375000 Penalty: 4223.136719 Iteration 22Q: 3 clusters Score -657605.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -657606.000000 Penalty: 4223.136719 Iteration 23Q: 3 clusters Score -657606 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -657606.187500 Penalty: 4223.136719 Iteration 24Q: 3 clusters Score -657606.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -657606.187500 Penalty: 4223.136719 Iteration 25F: 3 clusters Score -657606.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7746 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Entering Unmasked Estep Score: -1028491.062500 Penalty: 2220.823242 Iteration 0F: 2 clusters Score -1028491 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1022289.500000 Penalty: 4441.646484 Iteration 0F: 3 clusters Score -1022290 nChanged 3122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1023972.312500 Penalty: 4441.646484 Iteration 1F: 3 clusters Score -1023972 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1024254.187500 Penalty: 4441.646484 Iteration 2F: 3 clusters Score -1024254 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1024445.562500 Penalty: 4441.646484 Iteration 3F: 3 clusters Score -1024446 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -1024589.812500 Penalty: 4441.646484 Iteration 4Q: 3 clusters Score -1024590 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -1024695.625000 Penalty: 4441.646484 Iteration 5Q: 3 clusters Score -1024696 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1024783.312500 Penalty: 4441.646484 Iteration 6Q: 3 clusters Score -1024783 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 4289 members Entering Unmasked Estep Score: -1024857.937500 Penalty: 4441.646484 Iteration 7Q: 3 clusters Score -1024858 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -1024922.812500 Penalty: 4441.646484 Iteration 8Q: 3 clusters Score -1024923 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -1024992.625000 Penalty: 4441.646484 Iteration 9Q: 3 clusters Score -1024993 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 4524 members Entering Unmasked Estep Score: -1025068.375000 Penalty: 4441.646484 Iteration 10Q: 3 clusters Score -1025068 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1025161.937500 Penalty: 4441.646484 Iteration 11Q: 3 clusters Score -1025162 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -1025248.062500 Penalty: 4441.646484 Iteration 12Q: 3 clusters Score -1025248 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -1025326.812500 Penalty: 4441.646484 Iteration 13Q: 3 clusters Score -1025327 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1025433.875000 Penalty: 4441.646484 Iteration 14Q: 3 clusters Score -1025434 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 5111 members Entering Unmasked Estep Score: -1025555.000000 Penalty: 4441.646484 Iteration 15Q: 3 clusters Score -1025555 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -1025666.875000 Penalty: 4441.646484 Iteration 16Q: 3 clusters Score -1025667 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1025783.062500 Penalty: 4441.646484 Iteration 17Q: 3 clusters Score -1025783 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1025881.125000 Penalty: 4441.646484 Iteration 18Q: 3 clusters Score -1025881 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1026534.500000 Penalty: 4441.646484 Iteration 23Q: 3 clusters Score -1026534 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -1026680.312500 Penalty: 4441.646484 Iteration 24Q: 3 clusters Score -1026680 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -1026805.625000 Penalty: 4441.646484 Iteration 25Q: 3 clusters Score -1026806 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1026877.062500 Penalty: 4441.646484 Iteration 26Q: 3 clusters Score -1026877 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1026927.562500 Penalty: 4441.646484 Iteration 27Q: 3 clusters Score -1026928 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1026969.062500 Penalty: 4441.646484 Iteration 28Q: 3 clusters Score -1026969 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -1027015.937500 Penalty: 4441.646484 Iteration 29Q: 3 clusters Score -1027016 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -1027053.500000 Penalty: 4441.646484 Iteration 30Q: 3 clusters Score -1027054 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1027082.937500 Penalty: 4441.646484 Iteration 31Q: 3 clusters Score -1027083 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 5687 members Entering Unmasked Estep Score: -1027112.562500 Penalty: 4441.646484 Iteration 32Q: 3 clusters Score -1027113 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -1027154.937500 Penalty: 4441.646484 Iteration 33Q: 3 clusters Score -1027155 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1027190.500000 Penalty: 4441.646484 Iteration 34Q: 3 clusters Score -1027190 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -1027228.812500 Penalty: 4441.646484 Iteration 35Q: 3 clusters Score -1027229 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -1027252.687500 Penalty: 4441.646484 Iteration 36Q: 3 clusters Score -1027253 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -1027273.000000 Penalty: 4441.646484 Iteration 37Q: 3 clusters Score -1027273 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -1027289.250000 Penalty: 4441.646484 Iteration 38Q: 3 clusters Score -1027289 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 5362 members Entering Unmasked Estep Score: -1027307.812500 Penalty: 4441.646484 Iteration 39Q: 3 clusters Score -1027308 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -1027337.187500 Penalty: 4441.646484 Iteration 40F: 3 clusters Score -1027337 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1027369.937500 Penalty: 4441.646484 Iteration 41Q: 3 clusters Score -1027370 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -1027399.375000 Penalty: 4441.646484 Iteration 42Q: 3 clusters Score -1027399 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -1027424.625000 Penalty: 4441.646484 Iteration 43Q: 3 clusters Score -1027425 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -1027451.187500 Penalty: 4441.646484 Iteration 44Q: 3 clusters Score -1027451 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1027475.625000 Penalty: 4441.646484 Iteration 45Q: 3 clusters Score -1027476 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -1027502.312500 Penalty: 4441.646484 Iteration 46Q: 3 clusters Score -1027502 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1027532.312500 Penalty: 4441.646484 Iteration 47Q: 3 clusters Score -1027532 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1027551.812500 Penalty: 4441.646484 Iteration 48Q: 3 clusters Score -1027552 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -1027567.875000 Penalty: 4441.646484 Iteration 49Q: 3 clusters Score -1027568 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 4737 members Entering Unmasked Estep Score: -1027587.125000 Penalty: 4441.646484 Iteration 50Q: 3 clusters Score -1027587 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 4703 members Entering Unmasked Estep Score: -1027600.000000 Penalty: 4441.646484 Iteration 51Q: 3 clusters Score -1027600 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1027616.437500 Penalty: 4441.646484 Iteration 52Q: 3 clusters Score -1027616 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1027637.187500 Penalty: 4441.646484 Iteration 53Q: 3 clusters Score -1027637 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -1027652.875000 Penalty: 4441.646484 Iteration 54Q: 3 clusters Score -1027653 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1027671.125000 Penalty: 4441.646484 Iteration 55Q: 3 clusters Score -1027671 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1027690.937500 Penalty: 4441.646484 Iteration 56Q: 3 clusters Score -1027691 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -1027711.000000 Penalty: 4441.646484 Iteration 57Q: 3 clusters Score -1027711 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -1027735.125000 Penalty: 4441.646484 Iteration 58Q: 3 clusters Score -1027735 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -1027755.687500 Penalty: 4441.646484 Iteration 59Q: 3 clusters Score -1027756 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3498 members Mstep: Class 2 contains 4248 members Entering Unmasked Estep Score: -1027775.062500 Penalty: 4441.646484 Iteration 60F: 3 clusters Score -1027775 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -1027794.812500 Penalty: 4441.646484 Iteration 61Q: 3 clusters Score -1027795 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -1027821.562500 Penalty: 4441.646484 Iteration 62Q: 3 clusters Score -1027822 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1027850.062500 Penalty: 4441.646484 Iteration 63Q: 3 clusters Score -1027850 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1027872.625000 Penalty: 4441.646484 Iteration 64Q: 3 clusters Score -1027873 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -1027903.187500 Penalty: 4441.646484 Iteration 65Q: 3 clusters Score -1027903 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1027931.125000 Penalty: 4441.646484 Iteration 66Q: 3 clusters Score -1027931 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3898 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1027952.812500 Penalty: 4441.646484 Iteration 67Q: 3 clusters Score -1027953 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1027969.750000 Penalty: 4441.646484 Iteration 68Q: 3 clusters Score -1027970 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -1027986.750000 Penalty: 4441.646484 Iteration 69Q: 3 clusters Score -1027987 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1028001.812500 Penalty: 4441.646484 Iteration 70Q: 3 clusters Score -1028002 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -1028029.937500 Penalty: 4441.646484 Iteration 71Q: 3 clusters Score -1028030 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1028052.750000 Penalty: 4441.646484 Iteration 72Q: 3 clusters Score -1028053 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -1028072.000000 Penalty: 4441.646484 Iteration 73Q: 3 clusters Score -1028072 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -1028086.562500 Penalty: 4441.646484 Iteration 74Q: 3 clusters Score -1028087 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1028099.437500 Penalty: 4441.646484 Iteration 75Q: 3 clusters Score -1028099 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -1028107.812500 Penalty: 4441.646484 Iteration 76Q: 3 clusters Score -1028108 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -1028111.500000 Penalty: 4441.646484 Iteration 77Q: 3 clusters Score -1028112 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -1028116.125000 Penalty: 4441.646484 Iteration 78Q: 3 clusters Score -1028116 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -1028117.937500 Penalty: 4441.646484 Iteration 79Q: 3 clusters Score -1028118 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -1028117.000000 Penalty: 4441.646484 Iteration 80F: 3 clusters Score -1028117 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1028119.187500 Penalty: 4441.646484 Iteration 81Q: 3 clusters Score -1028119 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -1028119.187500 Penalty: 4441.646484 Iteration 82F: 3 clusters Score -1028119 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12700 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12700 members Entering Unmasked Estep Score: -1577819.625000 Penalty: 2343.440430 Iteration 0F: 2 clusters Score -1577820 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -1568371.750000 Penalty: 4686.880859 Iteration 0F: 3 clusters Score -1568372 nChanged 5453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -1571455.875000 Penalty: 4686.880859 Iteration 1F: 3 clusters Score -1571456 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5912 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -1572033.000000 Penalty: 4686.880859 Iteration 2F: 3 clusters Score -1572033 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -1572595.625000 Penalty: 4686.880859 Iteration 3F: 3 clusters Score -1572596 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -1573131.375000 Penalty: 4686.880859 Iteration 4F: 3 clusters Score -1573131 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 7217 members Entering Unmasked Estep Score: -1573612.125000 Penalty: 4686.880859 Iteration 5F: 3 clusters Score -1573612 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -1574008.500000 Penalty: 4686.880859 Iteration 6Q: 3 clusters Score -1574008 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -1574295.875000 Penalty: 4686.880859 Iteration 7Q: 3 clusters Score -1574296 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 7535 members Entering Unmasked Estep Score: -1574495.625000 Penalty: 4686.880859 Iteration 8Q: 3 clusters Score -1574496 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -1574651.625000 Penalty: 4686.880859 Iteration 9Q: 3 clusters Score -1574652 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 7710 members Entering Unmasked Estep Score: -1574773.625000 Penalty: 4686.880859 Iteration 10Q: 3 clusters Score -1574774 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -1574888.250000 Penalty: 4686.880859 Iteration 11Q: 3 clusters Score -1574888 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -1574984.875000 Penalty: 4686.880859 Iteration 12Q: 3 clusters Score -1574985 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -1575079.375000 Penalty: 4686.880859 Iteration 13Q: 3 clusters Score -1575079 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1575143.750000 Penalty: 4686.880859 Iteration 14Q: 3 clusters Score -1575144 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -1575199.500000 Penalty: 4686.880859 Iteration 15Q: 3 clusters Score -1575200 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -1575231.625000 Penalty: 4686.880859 Iteration 16Q: 3 clusters Score -1575232 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 8185 members Entering Unmasked Estep Score: -1575260.250000 Penalty: 4686.880859 Iteration 17Q: 3 clusters Score -1575260 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 8233 members Entering Unmasked Estep Score: -1575292.250000 Penalty: 4686.880859 Iteration 18Q: 3 clusters Score -1575292 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -1575316.125000 Penalty: 4686.880859 Iteration 19Q: 3 clusters Score -1575316 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 8335 members Entering Unmasked Estep Score: -1575340.000000 Penalty: 4686.880859 Iteration 20F: 3 clusters Score -1575340 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 8374 members Entering Unmasked Estep Score: -1575357.125000 Penalty: 4686.880859 Iteration 21Q: 3 clusters Score -1575357 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 8399 members Entering Unmasked Estep Score: -1575368.250000 Penalty: 4686.880859 Iteration 22Q: 3 clusters Score -1575368 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4264 members Mstep: Class 2 contains 8436 members Entering Unmasked Estep Score: -1575375.500000 Penalty: 4686.880859 Iteration 23Q: 3 clusters Score -1575376 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -1575382.625000 Penalty: 4686.880859 Iteration 24Q: 3 clusters Score -1575383 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -1575393.875000 Penalty: 4686.880859 Iteration 25Q: 3 clusters Score -1575394 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 8525 members Entering Unmasked Estep Score: -1575402.625000 Penalty: 4686.880859 Iteration 26Q: 3 clusters Score -1575403 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 8546 members Entering Unmasked Estep Score: -1575408.875000 Penalty: 4686.880859 Iteration 27Q: 3 clusters Score -1575409 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -1575414.000000 Penalty: 4686.880859 Iteration 28Q: 3 clusters Score -1575414 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 8589 members Entering Unmasked Estep Score: -1575418.750000 Penalty: 4686.880859 Iteration 29Q: 3 clusters Score -1575419 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 8601 members Entering Unmasked Estep Score: -1575418.250000 Penalty: 4686.880859 Iteration 30Q: 3 clusters Score -1575418 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 8604 members Entering Unmasked Estep Score: -1575417.625000 Penalty: 4686.880859 Iteration 31Q: 3 clusters Score -1575418 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -1575417.750000 Penalty: 4686.880859 Iteration 32Q: 3 clusters Score -1575418 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -1575422.625000 Penalty: 4686.880859 Iteration 33Q: 3 clusters Score -1575423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -1575419.875000 Penalty: 4686.880859 Iteration 34Q: 3 clusters Score -1575420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -1575421.625000 Penalty: 4686.880859 Iteration 35Q: 3 clusters Score -1575422 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 8612 members Entering Unmasked Estep Score: -1575421.625000 Penalty: 4686.880859 Iteration 36F: 3 clusters Score -1575422 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3728 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Entering Unmasked Estep Score: -459512.937500 Penalty: 2039.459473 Iteration 0F: 2 clusters Score -459512.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -455790.218750 Penalty: 4078.918945 Iteration 0F: 3 clusters Score -455790.2 nChanged 1334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -456632.937500 Penalty: 4078.918945 Iteration 1F: 3 clusters Score -456632.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -456803.562500 Penalty: 4078.918945 Iteration 2F: 3 clusters Score -456803.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -456925.250000 Penalty: 4078.918945 Iteration 3Q: 3 clusters Score -456925.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -457025.093750 Penalty: 4078.918945 Iteration 4Q: 3 clusters Score -457025.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -457104.750000 Penalty: 4078.918945 Iteration 5Q: 3 clusters Score -457104.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -457162.718750 Penalty: 4078.918945 Iteration 6Q: 3 clusters Score -457162.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -457220.250000 Penalty: 4078.918945 Iteration 7Q: 3 clusters Score -457220.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -457271.281250 Penalty: 4078.918945 Iteration 8Q: 3 clusters Score -457271.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -457314.531250 Penalty: 4078.918945 Iteration 9Q: 3 clusters Score -457314.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -457355.406250 Penalty: 4078.918945 Iteration 10Q: 3 clusters Score -457355.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -457399.593750 Penalty: 4078.918945 Iteration 11Q: 3 clusters Score -457399.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -457430.875000 Penalty: 4078.918945 Iteration 12Q: 3 clusters Score -457430.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -457464.281250 Penalty: 4078.918945 Iteration 13Q: 3 clusters Score -457464.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -457508.937500 Penalty: 4078.918945 Iteration 14Q: 3 clusters Score -457508.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -457555.281250 Penalty: 4078.918945 Iteration 15Q: 3 clusters Score -457555.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -457601.750000 Penalty: 4078.918945 Iteration 16Q: 3 clusters Score -457601.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -457641.625000 Penalty: 4078.918945 Iteration 17Q: 3 clusters Score -457641.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -457689.750000 Penalty: 4078.918945 Iteration 18Q: 3 clusters Score -457689.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -457724.500000 Penalty: 4078.918945 Iteration 19Q: 3 clusters Score -457724.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -457758.343750 Penalty: 4078.918945 Iteration 20F: 3 clusters Score -457758.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -457785.281250 Penalty: 4078.918945 Iteration 21Q: 3 clusters Score -457785.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -457807.968750 Penalty: 4078.918945 Iteration 22Q: 3 clusters Score -457808 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -457830.093750 Penalty: 4078.918945 Iteration 23Q: 3 clusters Score -457830.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -457847.593750 Penalty: 4078.918945 Iteration 24Q: 3 clusters Score -457847.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -457859.781250 Penalty: 4078.918945 Iteration 25Q: 3 clusters Score -457859.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -457869.593750 Penalty: 4078.918945 Iteration 26Q: 3 clusters Score -457869.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -457874.468750 Penalty: 4078.918945 Iteration 27Q: 3 clusters Score -457874.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -457878.781250 Penalty: 4078.918945 Iteration 28Q: 3 clusters Score -457878.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -457881.000000 Penalty: 4078.918945 Iteration 29Q: 3 clusters Score -457881 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -457883.500000 Penalty: 4078.918945 Iteration 30Q: 3 clusters Score -457883.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -457884.718750 Penalty: 4078.918945 Iteration 31Q: 3 clusters Score -457884.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -457885.593750 Penalty: 4078.918945 Iteration 32Q: 3 clusters Score -457885.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -457886.562500 Penalty: 4078.918945 Iteration 33Q: 3 clusters Score -457886.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -457887.937500 Penalty: 4078.918945 Iteration 34Q: 3 clusters Score -457887.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -457889.187500 Penalty: 4078.918945 Iteration 35Q: 3 clusters Score -457889.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -457890.343750 Penalty: 4078.918945 Iteration 36Q: 3 clusters Score -457890.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -457891.031250 Penalty: 4078.918945 Iteration 37Q: 3 clusters Score -457891 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -457891.750000 Penalty: 4078.918945 Iteration 38Q: 3 clusters Score -457891.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -457893.937500 Penalty: 4078.918945 Iteration 39Q: 3 clusters Score -457893.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -457894.468750 Penalty: 4078.918945 Iteration 40F: 3 clusters Score -457894.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25421 members Entering Unmasked Estep Score: -3367287.750000 Penalty: 2515.545898 Iteration 0F: 2 clusters Score -3367288 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12592 members Mstep: Class 2 contains 12829 members Entering Unmasked Estep Score: -3349805.000000 Penalty: 5031.091797 Iteration 0F: 3 clusters Score -3349805 nChanged 11349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 13734 members Entering Unmasked Estep Score: -3356014.500000 Penalty: 5031.091797 Iteration 1F: 3 clusters Score -3356014 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11029 members Mstep: Class 2 contains 14392 members Entering Unmasked Estep Score: -3356691.750000 Penalty: 5031.091797 Iteration 2F: 3 clusters Score -3356692 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10124 members Mstep: Class 2 contains 15297 members Entering Unmasked Estep Score: -3357464.750000 Penalty: 5031.091797 Iteration 3F: 3 clusters Score -3357465 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 16466 members Entering Unmasked Estep Score: -3358402.000000 Penalty: 5031.091797 Iteration 4F: 3 clusters Score -3358402 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 17891 members Entering Unmasked Estep Score: -3359527.500000 Penalty: 5031.091797 Iteration 5F: 3 clusters Score -3359528 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 19406 members Entering Unmasked Estep Score: -3360750.250000 Penalty: 5031.091797 Iteration 6F: 3 clusters Score -3360750 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 20833 members Entering Unmasked Estep Score: -3361900.750000 Penalty: 5031.091797 Iteration 7F: 3 clusters Score -3361901 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 22081 members Entering Unmasked Estep Score: -3362893.000000 Penalty: 5031.091797 Iteration 8F: 3 clusters Score -3362893 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 23031 members Entering Unmasked Estep Score: -3363657.500000 Penalty: 5031.091797 Iteration 9Q: 3 clusters Score -3363658 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 23763 members Entering Unmasked Estep Score: -3364256.750000 Penalty: 5031.091797 Iteration 10Q: 3 clusters Score -3364257 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 24231 members Entering Unmasked Estep Score: -3364642.500000 Penalty: 5031.091797 Iteration 11Q: 3 clusters Score -3364642 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 24516 members Entering Unmasked Estep Score: -3364881.000000 Penalty: 5031.091797 Iteration 12Q: 3 clusters Score -3364881 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 24674 members Entering Unmasked Estep Score: -3364992.000000 Penalty: 5031.091797 Iteration 13Q: 3 clusters Score -3364992 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 24769 members Entering Unmasked Estep Score: -3365072.000000 Penalty: 5031.091797 Iteration 14Q: 3 clusters Score -3365072 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 24838 members Entering Unmasked Estep Score: -3365129.250000 Penalty: 5031.091797 Iteration 15Q: 3 clusters Score -3365129 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 24887 members Entering Unmasked Estep Score: -3365166.250000 Penalty: 5031.091797 Iteration 16Q: 3 clusters Score -3365166 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 24911 members Entering Unmasked Estep Score: -3365189.250000 Penalty: 5031.091797 Iteration 17Q: 3 clusters Score -3365189 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 24933 members Entering Unmasked Estep Score: -3365218.000000 Penalty: 5031.091797 Iteration 18Q: 3 clusters Score -3365218 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 24958 members Entering Unmasked Estep Score: -3365238.750000 Penalty: 5031.091797 Iteration 19Q: 3 clusters Score -3365239 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 24970 members Entering Unmasked Estep Score: -3365254.000000 Penalty: 5031.091797 Iteration 20F: 3 clusters Score -3365254 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 24977 members Entering Unmasked Estep Score: -3365260.750000 Penalty: 5031.091797 Iteration 21Q: 3 clusters Score -3365261 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 24984 members Entering Unmasked Estep Score: -3365269.250000 Penalty: 5031.091797 Iteration 22Q: 3 clusters Score -3365269 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 24992 members Entering Unmasked Estep Score: -3365278.000000 Penalty: 5031.091797 Iteration 23Q: 3 clusters Score -3365278 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 24999 members Entering Unmasked Estep Score: -3365284.000000 Penalty: 5031.091797 Iteration 24Q: 3 clusters Score -3365284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -3365283.500000 Penalty: 5031.091797 Iteration 25Q: 3 clusters Score -3365284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -3365286.000000 Penalty: 5031.091797 Iteration 26Q: 3 clusters Score -3365286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 25001 members Entering Unmasked Estep Score: -3365288.500000 Penalty: 5031.091797 Iteration 27Q: 3 clusters Score -3365288 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 25004 members Entering Unmasked Estep Score: -3365294.500000 Penalty: 5031.091797 Iteration 28Q: 3 clusters Score -3365294 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 25009 members Entering Unmasked Estep Score: -3365300.750000 Penalty: 5031.091797 Iteration 29Q: 3 clusters Score -3365301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 25017 members Entering Unmasked Estep Score: -3365306.000000 Penalty: 5031.091797 Iteration 30Q: 3 clusters Score -3365306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 25019 members Entering Unmasked Estep Score: -3365306.000000 Penalty: 5031.091797 Iteration 31Q: 3 clusters Score -3365306 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 25022 members Entering Unmasked Estep Score: -3365317.500000 Penalty: 5031.091797 Iteration 32Q: 3 clusters Score -3365318 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 25026 members Entering Unmasked Estep Score: -3365318.750000 Penalty: 5031.091797 Iteration 33Q: 3 clusters Score -3365319 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 25029 members Entering Unmasked Estep Score: -3365324.000000 Penalty: 5031.091797 Iteration 34Q: 3 clusters Score -3365324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 25032 members Entering Unmasked Estep Score: -3365327.750000 Penalty: 5031.091797 Iteration 35Q: 3 clusters Score -3365328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 25033 members Entering Unmasked Estep Score: -3365332.750000 Penalty: 5031.091797 Iteration 36Q: 3 clusters Score -3365333 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 25034 members Entering Unmasked Estep Score: -3365329.500000 Penalty: 5031.091797 Iteration 37Q: 3 clusters Score -3365330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 25034 members Entering Unmasked Estep Score: -3365329.500000 Penalty: 5031.091797 Iteration 38F: 3 clusters Score -3365330 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Entering Unmasked Estep Score: -150961.171875 Penalty: 1747.568481 Iteration 0F: 2 clusters Score -150961.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -148897.062500 Penalty: 3495.136963 Iteration 0F: 3 clusters Score -148897.1 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -149146.046875 Penalty: 3495.136963 Iteration 1F: 3 clusters Score -149146 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -149214.093750 Penalty: 3495.136963 Iteration 2F: 3 clusters Score -149214.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -149243.078125 Penalty: 3495.136963 Iteration 3Q: 3 clusters Score -149243.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -149270.125000 Penalty: 3495.136963 Iteration 4Q: 3 clusters Score -149270.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -149285.000000 Penalty: 3495.136963 Iteration 5Q: 3 clusters Score -149285 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -149297.031250 Penalty: 3495.136963 Iteration 6Q: 3 clusters Score -149297 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -149302.468750 Penalty: 3495.136963 Iteration 7Q: 3 clusters Score -149302.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -149304.812500 Penalty: 3495.136963 Iteration 8Q: 3 clusters Score -149304.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -149309.453125 Penalty: 3495.136963 Iteration 9Q: 3 clusters Score -149309.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -149312.687500 Penalty: 3495.136963 Iteration 10Q: 3 clusters Score -149312.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -149318.265625 Penalty: 3495.136963 Iteration 11Q: 3 clusters Score -149318.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -149323.156250 Penalty: 3495.136963 Iteration 12Q: 3 clusters Score -149323.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -149327.562500 Penalty: 3495.136963 Iteration 13Q: 3 clusters Score -149327.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -149334.656250 Penalty: 3495.136963 Iteration 14Q: 3 clusters Score -149334.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -149339.546875 Penalty: 3495.136963 Iteration 15Q: 3 clusters Score -149339.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -149344.906250 Penalty: 3495.136963 Iteration 16Q: 3 clusters Score -149344.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -149349.250000 Penalty: 3495.136963 Iteration 17Q: 3 clusters Score -149349.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -149353.781250 Penalty: 3495.136963 Iteration 18Q: 3 clusters Score -149353.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -149361.718750 Penalty: 3495.136963 Iteration 19Q: 3 clusters Score -149361.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -149370.703125 Penalty: 3495.136963 Iteration 20F: 3 clusters Score -149370.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -149383.046875 Penalty: 3495.136963 Iteration 21Q: 3 clusters Score -149383 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -149394.093750 Penalty: 3495.136963 Iteration 22Q: 3 clusters Score -149394.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -149401.296875 Penalty: 3495.136963 Iteration 23Q: 3 clusters Score -149401.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -149411.718750 Penalty: 3495.136963 Iteration 24Q: 3 clusters Score -149411.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -149425.906250 Penalty: 3495.136963 Iteration 25Q: 3 clusters Score -149425.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -149437.968750 Penalty: 3495.136963 Iteration 26Q: 3 clusters Score -149438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -149441.625000 Penalty: 3495.136963 Iteration 27Q: 3 clusters Score -149441.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -149441.625000 Penalty: 3495.136963 Iteration 28F: 3 clusters Score -149441.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Entering Unmasked Estep Score: -84999.398438 Penalty: 1621.099487 Iteration 0F: 2 clusters Score -84999.4 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 366 members Entering Unmasked Estep Score: -83355.812500 Penalty: 3242.198975 Iteration 0F: 3 clusters Score -83355.81 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -83668.773438 Penalty: 3242.198975 Iteration 1F: 3 clusters Score -83668.77 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -83774.960938 Penalty: 3242.198975 Iteration 2F: 3 clusters Score -83774.96 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -83808.414062 Penalty: 3242.198975 Iteration 3Q: 3 clusters Score -83808.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -83853.570312 Penalty: 3242.198975 Iteration 4Q: 3 clusters Score -83853.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -83881.546875 Penalty: 3242.198975 Iteration 5Q: 3 clusters Score -83881.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -83926.507812 Penalty: 3242.198975 Iteration 6Q: 3 clusters Score -83926.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -83956.718750 Penalty: 3242.198975 Iteration 7Q: 3 clusters Score -83956.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -84004.429688 Penalty: 3242.198975 Iteration 8Q: 3 clusters Score -84004.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -84048.789062 Penalty: 3242.198975 Iteration 9Q: 3 clusters Score -84048.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -84081.453125 Penalty: 3242.198975 Iteration 10Q: 3 clusters Score -84081.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -84118.601562 Penalty: 3242.198975 Iteration 11Q: 3 clusters Score -84118.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -84155.585938 Penalty: 3242.198975 Iteration 12Q: 3 clusters Score -84155.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -84201.500000 Penalty: 3242.198975 Iteration 13Q: 3 clusters Score -84201.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -84260.875000 Penalty: 3242.198975 Iteration 14Q: 3 clusters Score -84260.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -84334.359375 Penalty: 3242.198975 Iteration 15Q: 3 clusters Score -84334.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -84370.476562 Penalty: 3242.198975 Iteration 16Q: 3 clusters Score -84370.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -84416.304688 Penalty: 3242.198975 Iteration 17Q: 3 clusters Score -84416.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -84477.507812 Penalty: 3242.198975 Iteration 18Q: 3 clusters Score -84477.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -84516.945312 Penalty: 3242.198975 Iteration 19Q: 3 clusters Score -84516.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -84560.546875 Penalty: 3242.198975 Iteration 20F: 3 clusters Score -84560.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -84592.804688 Penalty: 3242.198975 Iteration 21Q: 3 clusters Score -84592.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -84611.492188 Penalty: 3242.198975 Iteration 22Q: 3 clusters Score -84611.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -84624.992188 Penalty: 3242.198975 Iteration 23Q: 3 clusters Score -84624.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -84636.000000 Penalty: 3242.198975 Iteration 24Q: 3 clusters Score -84636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -84645.851562 Penalty: 3242.198975 Iteration 25Q: 3 clusters Score -84645.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -84658.757812 Penalty: 3242.198975 Iteration 26Q: 3 clusters Score -84658.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -84665.921875 Penalty: 3242.198975 Iteration 27Q: 3 clusters Score -84665.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -84665.921875 Penalty: 3242.198975 Iteration 28F: 3 clusters Score -84665.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (48865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48865 members Entering Unmasked Estep Score: -6550981.000000 Penalty: 2677.610596 Iteration 0F: 2 clusters Score -6550981 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24377 members Mstep: Class 2 contains 24488 members Entering Unmasked Estep Score: -6518127.000000 Penalty: 5355.221191 Iteration 0F: 3 clusters Score -6518127 nChanged 22508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24367 members Mstep: Class 2 contains 24498 members Entering Unmasked Estep Score: -6530456.500000 Penalty: 5355.221191 Iteration 1F: 3 clusters Score -6530456 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24544 members Mstep: Class 2 contains 24321 members Entering Unmasked Estep Score: -6531165.500000 Penalty: 5355.221191 Iteration 2Q: 3 clusters Score -6531166 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24892 members Mstep: Class 2 contains 23973 members Entering Unmasked Estep Score: -6531939.500000 Penalty: 5355.221191 Iteration 3Q: 3 clusters Score -6531940 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25479 members Mstep: Class 2 contains 23386 members Entering Unmasked Estep Score: -6533027.500000 Penalty: 5355.221191 Iteration 4Q: 3 clusters Score -6533028 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26306 members Mstep: Class 2 contains 22559 members Entering Unmasked Estep Score: -6534411.500000 Penalty: 5355.221191 Iteration 5F: 3 clusters Score -6534412 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27321 members Mstep: Class 2 contains 21544 members Entering Unmasked Estep Score: -6535995.500000 Penalty: 5355.221191 Iteration 6F: 3 clusters Score -6535996 nChanged 2918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28419 members Mstep: Class 2 contains 20446 members Entering Unmasked Estep Score: -6537420.500000 Penalty: 5355.221191 Iteration 7F: 3 clusters Score -6537420 nChanged 2650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29571 members Mstep: Class 2 contains 19294 members Entering Unmasked Estep Score: -6538635.500000 Penalty: 5355.221191 Iteration 8F: 3 clusters Score -6538636 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30741 members Mstep: Class 2 contains 18124 members Entering Unmasked Estep Score: -6539582.500000 Penalty: 5355.221191 Iteration 9Q: 3 clusters Score -6539582 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31972 members Mstep: Class 2 contains 16893 members Entering Unmasked Estep Score: -6540359.000000 Penalty: 5355.221191 Iteration 10Q: 3 clusters Score -6540359 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33254 members Mstep: Class 2 contains 15611 members Entering Unmasked Estep Score: -6540953.500000 Penalty: 5355.221191 Iteration 11Q: 3 clusters Score -6540954 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34684 members Mstep: Class 2 contains 14181 members Entering Unmasked Estep Score: -6541550.000000 Penalty: 5355.221191 Iteration 12Q: 3 clusters Score -6541550 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36240 members Mstep: Class 2 contains 12625 members Entering Unmasked Estep Score: -6542232.000000 Penalty: 5355.221191 Iteration 13Q: 3 clusters Score -6542232 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37808 members Mstep: Class 2 contains 11057 members Entering Unmasked Estep Score: -6542973.000000 Penalty: 5355.221191 Iteration 14Q: 3 clusters Score -6542973 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39487 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -6543759.500000 Penalty: 5355.221191 Iteration 15Q: 3 clusters Score -6543760 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41126 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -6544635.000000 Penalty: 5355.221191 Iteration 16Q: 3 clusters Score -6544635 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42655 members Mstep: Class 2 contains 6210 members Entering Unmasked Estep Score: -6545430.000000 Penalty: 5355.221191 Iteration 17Q: 3 clusters Score -6545430 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44024 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -6546239.500000 Penalty: 5355.221191 Iteration 18Q: 3 clusters Score -6546240 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45215 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -6546949.000000 Penalty: 5355.221191 Iteration 19Q: 3 clusters Score -6546949 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46103 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -6547500.500000 Penalty: 5355.221191 Iteration 20F: 3 clusters Score -6547500 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46762 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -6547887.500000 Penalty: 5355.221191 Iteration 21Q: 3 clusters Score -6547888 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47217 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -6548166.000000 Penalty: 5355.221191 Iteration 22Q: 3 clusters Score -6548166 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47535 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -6548345.000000 Penalty: 5355.221191 Iteration 23Q: 3 clusters Score -6548345 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47744 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -6548477.500000 Penalty: 5355.221191 Iteration 24Q: 3 clusters Score -6548478 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47878 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -6548593.500000 Penalty: 5355.221191 Iteration 25Q: 3 clusters Score -6548594 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47965 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -6548619.500000 Penalty: 5355.221191 Iteration 26Q: 3 clusters Score -6548620 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48035 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -6548661.500000 Penalty: 5355.221191 Iteration 27Q: 3 clusters Score -6548662 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48077 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -6548664.000000 Penalty: 5355.221191 Iteration 28Q: 3 clusters Score -6548664 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48106 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -6548684.000000 Penalty: 5355.221191 Iteration 29Q: 3 clusters Score -6548684 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48125 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -6548711.000000 Penalty: 5355.221191 Iteration 30Q: 3 clusters Score -6548711 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48149 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -6548703.500000 Penalty: 5355.221191 Iteration 31Q: 3 clusters Score -6548704 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48164 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -6548721.500000 Penalty: 5355.221191 Iteration 32Q: 3 clusters Score -6548722 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48182 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -6548741.000000 Penalty: 5355.221191 Iteration 33Q: 3 clusters Score -6548741 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48195 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -6548751.500000 Penalty: 5355.221191 Iteration 34Q: 3 clusters Score -6548752 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48205 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -6548771.000000 Penalty: 5355.221191 Iteration 35Q: 3 clusters Score -6548771 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48206 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -6548762.000000 Penalty: 5355.221191 Iteration 36Q: 3 clusters Score -6548762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48209 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -6548763.500000 Penalty: 5355.221191 Iteration 37Q: 3 clusters Score -6548764 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48212 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -6548768.000000 Penalty: 5355.221191 Iteration 38Q: 3 clusters Score -6548768 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48216 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -6548774.000000 Penalty: 5355.221191 Iteration 39Q: 3 clusters Score -6548774 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48217 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -6548771.500000 Penalty: 5355.221191 Iteration 40F: 3 clusters Score -6548772 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -61758.582031 Penalty: 1545.159424 Iteration 0F: 2 clusters Score -61758.58 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 259 members Entering Unmasked Estep Score: -60210.183594 Penalty: 3090.318848 Iteration 0F: 3 clusters Score -60210.18 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -60415.699219 Penalty: 3090.318848 Iteration 1F: 3 clusters Score -60415.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -60501.953125 Penalty: 3090.318848 Iteration 2F: 3 clusters Score -60501.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -60544.300781 Penalty: 3090.318848 Iteration 3Q: 3 clusters Score -60544.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -60595.917969 Penalty: 3090.318848 Iteration 4Q: 3 clusters Score -60595.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -60624.691406 Penalty: 3090.318848 Iteration 5Q: 3 clusters Score -60624.69 nChanged 3 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: -60630.347656 Penalty: 3090.318848 Iteration 6Q: 3 clusters Score -60630.35 nChanged 0 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: -60630.347656 Penalty: 3090.318848 Iteration 7F: 3 clusters Score -60630.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100572 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65509 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143338 members Mstep: Class 8 contains 76875 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100079 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7746 members Mstep: Class 18 contains 12700 members Mstep: Class 19 contains 3728 members Mstep: Class 20 contains 25421 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884024.000000 Penalty: 79715.640625 Iteration 159Q: 25 clusters Score -8.588402e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100572 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 253 members Mstep: Class 5 contains 65508 members Mstep: Class 6 contains 798 members Mstep: Class 7 contains 143338 members Mstep: Class 8 contains 76874 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100079 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7749 members Mstep: Class 18 contains 12698 members Mstep: Class 19 contains 3728 members Mstep: Class 20 contains 25420 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48867 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884160.000000 Penalty: 79715.640625 Iteration 160F: 25 clusters Score -8.588416e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100572 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 258 members Mstep: Class 5 contains 65506 members Mstep: Class 6 contains 797 members Mstep: Class 7 contains 143338 members Mstep: Class 8 contains 76875 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100080 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 723 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7751 members Mstep: Class 18 contains 12696 members Mstep: Class 19 contains 3727 members Mstep: Class 20 contains 25420 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48868 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884248.000000 Penalty: 79715.640625 Iteration 161Q: 25 clusters Score -8.588425e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100572 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65504 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143337 members Mstep: Class 8 contains 76874 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40051 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100081 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7754 members Mstep: Class 18 contains 12697 members Mstep: Class 19 contains 3727 members Mstep: Class 20 contains 25420 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48869 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884200.000000 Penalty: 79715.640625 Iteration 162Q: 25 clusters Score -8.58842e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100572 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65504 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143335 members Mstep: Class 8 contains 76874 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5244 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100081 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7755 members Mstep: Class 18 contains 12698 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25420 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48868 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884200.000000 Penalty: 79715.640625 Iteration 163Q: 25 clusters Score -8.58842e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100569 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65499 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76877 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100082 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7757 members Mstep: Class 18 contains 12702 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48868 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884224.000000 Penalty: 79715.640625 Iteration 164Q: 25 clusters Score -8.588422e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100569 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65498 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76878 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100082 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7758 members Mstep: Class 18 contains 12702 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25418 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48868 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884232.000000 Penalty: 79715.640625 Iteration 165Q: 25 clusters Score -8.588423e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100569 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65499 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76879 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100082 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7758 members Mstep: Class 18 contains 12702 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25417 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48867 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884248.000000 Penalty: 79715.640625 Iteration 166Q: 25 clusters Score -8.588425e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100567 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65499 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76880 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100084 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7758 members Mstep: Class 18 contains 12702 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25417 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884224.000000 Penalty: 79715.640625 Iteration 167Q: 25 clusters Score -8.588422e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100566 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65499 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76881 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100084 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7758 members Mstep: Class 18 contains 12702 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25417 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884232.000000 Penalty: 79715.640625 Iteration 168Q: 25 clusters Score -8.588423e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100565 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65499 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76882 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100085 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7757 members Mstep: Class 18 contains 12702 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25417 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884216.000000 Penalty: 79715.640625 Iteration 169Q: 25 clusters Score -8.588422e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100562 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65498 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76883 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100087 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7758 members Mstep: Class 18 contains 12702 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25417 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884224.000000 Penalty: 79715.640625 Iteration 170Q: 25 clusters Score -8.588422e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100560 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65497 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76884 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100087 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12702 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25418 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884176.000000 Penalty: 79715.640625 Iteration 171Q: 25 clusters Score -8.588418e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100562 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9349 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100087 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12701 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25418 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884184.000000 Penalty: 79715.640625 Iteration 172Q: 25 clusters Score -8.588418e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100563 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100087 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12701 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25418 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884216.000000 Penalty: 79715.640625 Iteration 173Q: 25 clusters Score -8.588422e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100563 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100087 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12700 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884216.000000 Penalty: 79715.640625 Iteration 174Q: 25 clusters Score -8.588422e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100563 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12699 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884240.000000 Penalty: 79715.640625 Iteration 175Q: 25 clusters Score -8.588424e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100563 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12700 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884208.000000 Penalty: 79715.640625 Iteration 176Q: 25 clusters Score -8.588421e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100562 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12701 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884216.000000 Penalty: 79715.640625 Iteration 177Q: 25 clusters Score -8.588422e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100561 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12701 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884200.000000 Penalty: 79715.640625 Iteration 178Q: 25 clusters Score -8.58842e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100561 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12701 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884208.000000 Penalty: 79715.640625 Iteration 179F: 25 clusters Score -8.588421e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100561 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 257 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12701 members Mstep: Class 19 contains 3729 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884224.000000 Penalty: 79715.640625 Iteration 180F: 25 clusters Score -8.588422e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100561 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12701 members Mstep: Class 19 contains 3730 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884240.000000 Penalty: 79715.640625 Iteration 181Q: 25 clusters Score -8.588424e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100559 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65496 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100087 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12700 members Mstep: Class 19 contains 3734 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884232.000000 Penalty: 79715.640625 Iteration 182Q: 25 clusters Score -8.588423e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100557 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65495 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143334 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12700 members Mstep: Class 19 contains 3736 members Mstep: Class 20 contains 25419 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884248.000000 Penalty: 79715.640625 Iteration 183Q: 25 clusters Score -8.588425e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100558 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65495 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143334 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12698 members Mstep: Class 19 contains 3736 members Mstep: Class 20 contains 25420 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884224.000000 Penalty: 79715.640625 Iteration 184Q: 25 clusters Score -8.588422e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100558 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65495 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143335 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9347 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4986 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12697 members Mstep: Class 19 contains 3736 members Mstep: Class 20 contains 25420 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884256.000000 Penalty: 79715.640625 Iteration 185Q: 25 clusters Score -8.588426e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100558 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65495 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143335 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9347 members Mstep: Class 10 contains 40050 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4985 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12694 members Mstep: Class 19 contains 3739 members Mstep: Class 20 contains 25420 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884264.000000 Penalty: 79715.640625 Iteration 186Q: 25 clusters Score -8.588426e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100557 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65495 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143334 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 40049 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100086 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4985 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12694 members Mstep: Class 19 contains 3744 members Mstep: Class 20 contains 25421 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884240.000000 Penalty: 79715.640625 Iteration 187Q: 25 clusters Score -8.588424e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100555 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65495 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143333 members Mstep: Class 8 contains 76885 members Mstep: Class 9 contains 9350 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100085 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4985 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12692 members Mstep: Class 19 contains 3748 members Mstep: Class 20 contains 25422 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884256.000000 Penalty: 79715.640625 Iteration 188Q: 25 clusters Score -8.588426e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100556 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65494 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143332 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9349 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100086 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4985 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12692 members Mstep: Class 19 contains 3748 members Mstep: Class 20 contains 25422 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48865 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884288.000000 Penalty: 79715.640625 Iteration 189Q: 25 clusters Score -8.588429e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100555 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65494 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143330 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9349 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100087 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4985 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12695 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 25421 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884304.000000 Penalty: 79715.640625 Iteration 190Q: 25 clusters Score -8.58843e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100554 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65494 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143329 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9349 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4985 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12696 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 25421 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884296.000000 Penalty: 79715.640625 Iteration 191Q: 25 clusters Score -8.58843e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100554 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65494 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143329 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9349 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 100088 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4985 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12696 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 25421 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85884296.000000 Penalty: 79715.640625 Iteration 192F: 25 clusters Score -8.58843e+07 nChanged 0 Entering ConstructFrom: Score: -85884296.000000 Penalty: 79715.640625 Entering ConstructFrom: Trying to split cluster 1 (5397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Entering Unmasked Estep Score: -681213.375000 Penalty: 2131.212402 Iteration 0F: 2 clusters Score -681213.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -676506.812500 Penalty: 4262.424805 Iteration 0F: 3 clusters Score -676506.8 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -677823.375000 Penalty: 4262.424805 Iteration 1F: 3 clusters Score -677823.4 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -678148.937500 Penalty: 4262.424805 Iteration 2F: 3 clusters Score -678148.9 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -678334.750000 Penalty: 4262.424805 Iteration 3F: 3 clusters Score -678334.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -678460.750000 Penalty: 4262.424805 Iteration 4Q: 3 clusters Score -678460.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -678575.812500 Penalty: 4262.424805 Iteration 5Q: 3 clusters Score -678575.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -678680.437500 Penalty: 4262.424805 Iteration 6Q: 3 clusters Score -678680.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -678785.062500 Penalty: 4262.424805 Iteration 7Q: 3 clusters Score -678785.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -678886.062500 Penalty: 4262.424805 Iteration 8Q: 3 clusters Score -678886.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -678985.250000 Penalty: 4262.424805 Iteration 9Q: 3 clusters Score -678985.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -679098.187500 Penalty: 4262.424805 Iteration 10Q: 3 clusters Score -679098.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -679209.750000 Penalty: 4262.424805 Iteration 11Q: 3 clusters Score -679209.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -679309.750000 Penalty: 4262.424805 Iteration 12Q: 3 clusters Score -679309.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -679387.625000 Penalty: 4262.424805 Iteration 13Q: 3 clusters Score -679387.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -679470.000000 Penalty: 4262.424805 Iteration 14Q: 3 clusters Score -679470 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -679528.812500 Penalty: 4262.424805 Iteration 15Q: 3 clusters Score -679528.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -679570.125000 Penalty: 4262.424805 Iteration 16Q: 3 clusters Score -679570.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -679607.000000 Penalty: 4262.424805 Iteration 17Q: 3 clusters Score -679607 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -679633.812500 Penalty: 4262.424805 Iteration 18Q: 3 clusters Score -679633.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -679650.625000 Penalty: 4262.424805 Iteration 19Q: 3 clusters Score -679650.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -679668.625000 Penalty: 4262.424805 Iteration 20F: 3 clusters Score -679668.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -679689.875000 Penalty: 4262.424805 Iteration 21Q: 3 clusters Score -679689.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -679710.375000 Penalty: 4262.424805 Iteration 22Q: 3 clusters Score -679710.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -679723.562500 Penalty: 4262.424805 Iteration 23Q: 3 clusters Score -679723.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -679732.500000 Penalty: 4262.424805 Iteration 24Q: 3 clusters Score -679732.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -679741.937500 Penalty: 4262.424805 Iteration 25Q: 3 clusters Score -679741.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -679753.625000 Penalty: 4262.424805 Iteration 26Q: 3 clusters Score -679753.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -679762.000000 Penalty: 4262.424805 Iteration 27Q: 3 clusters Score -679762 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -679772.625000 Penalty: 4262.424805 Iteration 28Q: 3 clusters Score -679772.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -679781.000000 Penalty: 4262.424805 Iteration 29Q: 3 clusters Score -679781 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4272 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -679793.062500 Penalty: 4262.424805 Iteration 30Q: 3 clusters Score -679793.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -679805.437500 Penalty: 4262.424805 Iteration 31Q: 3 clusters Score -679805.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -679815.250000 Penalty: 4262.424805 Iteration 32Q: 3 clusters Score -679815.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -679831.312500 Penalty: 4262.424805 Iteration 33Q: 3 clusters Score -679831.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -679842.812500 Penalty: 4262.424805 Iteration 34Q: 3 clusters Score -679842.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -679853.875000 Penalty: 4262.424805 Iteration 35Q: 3 clusters Score -679853.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -679862.500000 Penalty: 4262.424805 Iteration 36Q: 3 clusters Score -679862.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -679868.375000 Penalty: 4262.424805 Iteration 37Q: 3 clusters Score -679868.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -679875.562500 Penalty: 4262.424805 Iteration 38Q: 3 clusters Score -679875.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -679881.937500 Penalty: 4262.424805 Iteration 39Q: 3 clusters Score -679881.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -679886.250000 Penalty: 4262.424805 Iteration 40F: 3 clusters Score -679886.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4448 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -679886.875000 Penalty: 4262.424805 Iteration 41Q: 3 clusters Score -679886.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -679891.562500 Penalty: 4262.424805 Iteration 42Q: 3 clusters Score -679891.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -679890.625000 Penalty: 4262.424805 Iteration 43Q: 3 clusters Score -679890.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -679893.875000 Penalty: 4262.424805 Iteration 44Q: 3 clusters Score -679893.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -679896.312500 Penalty: 4262.424805 Iteration 45Q: 3 clusters Score -679896.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -679898.062500 Penalty: 4262.424805 Iteration 46Q: 3 clusters Score -679898.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -679901.187500 Penalty: 4262.424805 Iteration 47Q: 3 clusters Score -679901.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -679901.000000 Penalty: 4262.424805 Iteration 48Q: 3 clusters Score -679901 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -679901.000000 Penalty: 4262.424805 Iteration 49F: 3 clusters Score -679901 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (100554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100554 members Entering Unmasked Estep Score: -13290364.000000 Penalty: 2856.575439 Iteration 0F: 2 clusters Score -1.329036e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50414 members Mstep: Class 2 contains 50140 members Entering Unmasked Estep Score: -13223316.000000 Penalty: 5713.150879 Iteration 0F: 3 clusters Score -1.322332e+07 nChanged 47424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51738 members Mstep: Class 2 contains 48816 members Entering Unmasked Estep Score: -13250196.000000 Penalty: 5713.150879 Iteration 1F: 3 clusters Score -1.32502e+07 nChanged 3224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52752 members Mstep: Class 2 contains 47802 members Entering Unmasked Estep Score: -13250980.000000 Penalty: 5713.150879 Iteration 2Q: 3 clusters Score -1.325098e+07 nChanged 3392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54446 members Mstep: Class 2 contains 46108 members Entering Unmasked Estep Score: -13251791.000000 Penalty: 5713.150879 Iteration 3Q: 3 clusters Score -1.325179e+07 nChanged 3646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56888 members Mstep: Class 2 contains 43666 members Entering Unmasked Estep Score: -13252936.000000 Penalty: 5713.150879 Iteration 4Q: 3 clusters Score -1.325294e+07 nChanged 4118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60306 members Mstep: Class 2 contains 40248 members Entering Unmasked Estep Score: -13254663.000000 Penalty: 5713.150879 Iteration 5Q: 3 clusters Score -1.325466e+07 nChanged 5194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65198 members Mstep: Class 2 contains 35356 members Entering Unmasked Estep Score: -13257350.000000 Penalty: 5713.150879 Iteration 6F: 3 clusters Score -1.325735e+07 nChanged 6611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71677 members Mstep: Class 2 contains 28877 members Entering Unmasked Estep Score: -13261773.000000 Penalty: 5713.150879 Iteration 7F: 3 clusters Score -1.326177e+07 nChanged 7934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79565 members Mstep: Class 2 contains 20989 members Entering Unmasked Estep Score: -13268068.000000 Penalty: 5713.150879 Iteration 8F: 3 clusters Score -1.326807e+07 nChanged 8161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87720 members Mstep: Class 2 contains 12834 members Entering Unmasked Estep Score: -13275726.000000 Penalty: 5713.150879 Iteration 9F: 3 clusters Score -1.327573e+07 nChanged 6598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94306 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -13282044.000000 Penalty: 5713.150879 Iteration 10F: 3 clusters Score -1.328204e+07 nChanged 3765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98067 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -13285588.000000 Penalty: 5713.150879 Iteration 11Q: 3 clusters Score -1.328559e+07 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99582 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -13286965.000000 Penalty: 5713.150879 Iteration 12Q: 3 clusters Score -1.328696e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100056 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -13287442.000000 Penalty: 5713.150879 Iteration 13Q: 3 clusters Score -1.328744e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100209 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -13287604.000000 Penalty: 5713.150879 Iteration 14Q: 3 clusters Score -1.32876e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100256 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -13287694.000000 Penalty: 5713.150879 Iteration 15Q: 3 clusters Score -1.328769e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100285 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -13287735.000000 Penalty: 5713.150879 Iteration 16Q: 3 clusters Score -1.328774e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100299 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -13287773.000000 Penalty: 5713.150879 Iteration 17Q: 3 clusters Score -1.328777e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100314 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -13287806.000000 Penalty: 5713.150879 Iteration 18Q: 3 clusters Score -1.328781e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100319 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -13287832.000000 Penalty: 5713.150879 Iteration 19Q: 3 clusters Score -1.328783e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100324 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -13287853.000000 Penalty: 5713.150879 Iteration 20F: 3 clusters Score -1.328785e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100326 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -13287864.000000 Penalty: 5713.150879 Iteration 21Q: 3 clusters Score -1.328786e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100326 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -13287866.000000 Penalty: 5713.150879 Iteration 22Q: 3 clusters Score -1.328787e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100327 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -13287868.000000 Penalty: 5713.150879 Iteration 23Q: 3 clusters Score -1.328787e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100328 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -13287876.000000 Penalty: 5713.150879 Iteration 24Q: 3 clusters Score -1.328788e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100328 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -13287873.000000 Penalty: 5713.150879 Iteration 25Q: 3 clusters Score -1.328787e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100330 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -13287875.000000 Penalty: 5713.150879 Iteration 26Q: 3 clusters Score -1.328788e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100332 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -13287874.000000 Penalty: 5713.150879 Iteration 27Q: 3 clusters Score -1.328787e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100333 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -13287889.000000 Penalty: 5713.150879 Iteration 28Q: 3 clusters Score -1.328789e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100333 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -13287889.000000 Penalty: 5713.150879 Iteration 29F: 3 clusters Score -1.328789e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -59312.097656 Penalty: 1536.212524 Iteration 0F: 2 clusters Score -59312.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -57857.542969 Penalty: 3072.425049 Iteration 0F: 3 clusters Score -57857.54 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -58074.632812 Penalty: 3072.425049 Iteration 1F: 3 clusters Score -58074.63 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -58190.265625 Penalty: 3072.425049 Iteration 2F: 3 clusters Score -58190.27 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -58339.898438 Penalty: 3072.425049 Iteration 3Q: 3 clusters Score -58339.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -58368.445312 Penalty: 3072.425049 Iteration 4Q: 3 clusters Score -58368.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -58385.343750 Penalty: 3072.425049 Iteration 5Q: 3 clusters Score -58385.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -58401.722656 Penalty: 3072.425049 Iteration 6Q: 3 clusters Score -58401.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -58418.640625 Penalty: 3072.425049 Iteration 7Q: 3 clusters Score -58418.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -58426.816406 Penalty: 3072.425049 Iteration 8Q: 3 clusters Score -58426.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -58433.511719 Penalty: 3072.425049 Iteration 9Q: 3 clusters Score -58433.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -58433.511719 Penalty: 3072.425049 Iteration 10F: 3 clusters Score -58433.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Entering Unmasked Estep Score: -24426.613281 Penalty: 1375.203979 Iteration 0F: 2 clusters Score -24426.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -23387.685547 Penalty: 2750.407959 Iteration 0F: 3 clusters Score -23387.69 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -23542.431641 Penalty: 2750.407959 Iteration 1F: 3 clusters Score -23542.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -23659.232422 Penalty: 2750.407959 Iteration 2Q: 3 clusters Score -23659.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -23696.001953 Penalty: 2750.407959 Iteration 3Q: 3 clusters Score -23696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -23702.910156 Penalty: 2750.407959 Iteration 4Q: 3 clusters Score -23702.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -23710.746094 Penalty: 2750.407959 Iteration 5Q: 3 clusters Score -23710.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23712.710938 Penalty: 2750.407959 Iteration 6Q: 3 clusters Score -23712.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -23712.710938 Penalty: 2750.407959 Iteration 7F: 3 clusters Score -23712.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (65494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65494 members Entering Unmasked Estep Score: -8867357.000000 Penalty: 2750.249023 Iteration 0F: 2 clusters Score -8867357 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32672 members Mstep: Class 2 contains 32822 members Entering Unmasked Estep Score: -8823544.000000 Penalty: 5500.498047 Iteration 0F: 3 clusters Score -8823544 nChanged 30474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31738 members Mstep: Class 2 contains 33756 members Entering Unmasked Estep Score: -8840520.000000 Penalty: 5500.498047 Iteration 1F: 3 clusters Score -8840520 nChanged 2803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30867 members Mstep: Class 2 contains 34627 members Entering Unmasked Estep Score: -8841556.000000 Penalty: 5500.498047 Iteration 2Q: 3 clusters Score -8841556 nChanged 3236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29399 members Mstep: Class 2 contains 36095 members Entering Unmasked Estep Score: -8843072.000000 Penalty: 5500.498047 Iteration 3Q: 3 clusters Score -8843072 nChanged 3967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27148 members Mstep: Class 2 contains 38346 members Entering Unmasked Estep Score: -8845377.000000 Penalty: 5500.498047 Iteration 4F: 3 clusters Score -8845377 nChanged 4637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24247 members Mstep: Class 2 contains 41247 members Entering Unmasked Estep Score: -8848451.000000 Penalty: 5500.498047 Iteration 5F: 3 clusters Score -8848451 nChanged 4881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21194 members Mstep: Class 2 contains 44300 members Entering Unmasked Estep Score: -8851700.000000 Penalty: 5500.498047 Iteration 6F: 3 clusters Score -8851700 nChanged 4285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18553 members Mstep: Class 2 contains 46941 members Entering Unmasked Estep Score: -8854316.000000 Penalty: 5500.498047 Iteration 7F: 3 clusters Score -8854316 nChanged 3389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16358 members Mstep: Class 2 contains 49136 members Entering Unmasked Estep Score: -8856060.000000 Penalty: 5500.498047 Iteration 8F: 3 clusters Score -8856060 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14318 members Mstep: Class 2 contains 51176 members Entering Unmasked Estep Score: -8857377.000000 Penalty: 5500.498047 Iteration 9Q: 3 clusters Score -8857377 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12372 members Mstep: Class 2 contains 53122 members Entering Unmasked Estep Score: -8858370.000000 Penalty: 5500.498047 Iteration 10Q: 3 clusters Score -8858370 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10463 members Mstep: Class 2 contains 55031 members Entering Unmasked Estep Score: -8859385.000000 Penalty: 5500.498047 Iteration 11Q: 3 clusters Score -8859385 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8646 members Mstep: Class 2 contains 56848 members Entering Unmasked Estep Score: -8860323.000000 Penalty: 5500.498047 Iteration 12Q: 3 clusters Score -8860323 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 58509 members Entering Unmasked Estep Score: -8861179.000000 Penalty: 5500.498047 Iteration 13Q: 3 clusters Score -8861179 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 60065 members Entering Unmasked Estep Score: -8862130.000000 Penalty: 5500.498047 Iteration 14Q: 3 clusters Score -8862130 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 61392 members Entering Unmasked Estep Score: -8863041.000000 Penalty: 5500.498047 Iteration 15Q: 3 clusters Score -8863041 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 62403 members Entering Unmasked Estep Score: -8863692.000000 Penalty: 5500.498047 Iteration 16Q: 3 clusters Score -8863692 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 63121 members Entering Unmasked Estep Score: -8864231.000000 Penalty: 5500.498047 Iteration 17Q: 3 clusters Score -8864231 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 63603 members Entering Unmasked Estep Score: -8864582.000000 Penalty: 5500.498047 Iteration 18Q: 3 clusters Score -8864582 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 63915 members Entering Unmasked Estep Score: -8864817.000000 Penalty: 5500.498047 Iteration 19Q: 3 clusters Score -8864817 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 64118 members Entering Unmasked Estep Score: -8865006.000000 Penalty: 5500.498047 Iteration 20F: 3 clusters Score -8865006 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 64256 members Entering Unmasked Estep Score: -8865096.000000 Penalty: 5500.498047 Iteration 21Q: 3 clusters Score -8865096 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 64344 members Entering Unmasked Estep Score: -8865177.000000 Penalty: 5500.498047 Iteration 22Q: 3 clusters Score -8865177 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 64403 members Entering Unmasked Estep Score: -8865228.000000 Penalty: 5500.498047 Iteration 23Q: 3 clusters Score -8865228 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 64454 members Entering Unmasked Estep Score: -8865284.000000 Penalty: 5500.498047 Iteration 24Q: 3 clusters Score -8865284 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 64482 members Entering Unmasked Estep Score: -8865300.000000 Penalty: 5500.498047 Iteration 25Q: 3 clusters Score -8865300 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 64507 members Entering Unmasked Estep Score: -8865342.000000 Penalty: 5500.498047 Iteration 26Q: 3 clusters Score -8865342 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 64532 members Entering Unmasked Estep Score: -8865365.000000 Penalty: 5500.498047 Iteration 27Q: 3 clusters Score -8865365 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 64548 members Entering Unmasked Estep Score: -8865389.000000 Penalty: 5500.498047 Iteration 28Q: 3 clusters Score -8865389 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 64570 members Entering Unmasked Estep Score: -8865425.000000 Penalty: 5500.498047 Iteration 29Q: 3 clusters Score -8865425 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 64586 members Entering Unmasked Estep Score: -8865458.000000 Penalty: 5500.498047 Iteration 30Q: 3 clusters Score -8865458 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 64606 members Entering Unmasked Estep Score: -8865515.000000 Penalty: 5500.498047 Iteration 31Q: 3 clusters Score -8865515 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 64621 members Entering Unmasked Estep Score: -8865521.000000 Penalty: 5500.498047 Iteration 32Q: 3 clusters Score -8865521 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 64630 members Entering Unmasked Estep Score: -8865552.000000 Penalty: 5500.498047 Iteration 33Q: 3 clusters Score -8865552 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 64645 members Entering Unmasked Estep Score: -8865565.000000 Penalty: 5500.498047 Iteration 34Q: 3 clusters Score -8865565 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 64645 members Entering Unmasked Estep Score: -8865577.000000 Penalty: 5500.498047 Iteration 35Q: 3 clusters Score -8865577 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 64644 members Entering Unmasked Estep Score: -8865595.000000 Penalty: 5500.498047 Iteration 36Q: 3 clusters Score -8865595 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 64643 members Entering Unmasked Estep Score: -8865623.000000 Penalty: 5500.498047 Iteration 37Q: 3 clusters Score -8865623 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 64641 members Entering Unmasked Estep Score: -8865634.000000 Penalty: 5500.498047 Iteration 38Q: 3 clusters Score -8865634 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 64643 members Entering Unmasked Estep Score: -8865633.000000 Penalty: 5500.498047 Iteration 39Q: 3 clusters Score -8865633 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 64647 members Entering Unmasked Estep Score: -8865648.000000 Penalty: 5500.498047 Iteration 40F: 3 clusters Score -8865648 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 64645 members Entering Unmasked Estep Score: -8865657.000000 Penalty: 5500.498047 Iteration 41Q: 3 clusters Score -8865657 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 64645 members Entering Unmasked Estep Score: -8865662.000000 Penalty: 5500.498047 Iteration 42Q: 3 clusters Score -8865662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 64645 members Entering Unmasked Estep Score: -8865664.000000 Penalty: 5500.498047 Iteration 43Q: 3 clusters Score -8865664 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 64647 members Entering Unmasked Estep Score: -8865681.000000 Penalty: 5500.498047 Iteration 44Q: 3 clusters Score -8865681 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 64650 members Entering Unmasked Estep Score: -8865680.000000 Penalty: 5500.498047 Iteration 45Q: 3 clusters Score -8865680 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 64653 members Entering Unmasked Estep Score: -8865689.000000 Penalty: 5500.498047 Iteration 46Q: 3 clusters Score -8865689 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 64655 members Entering Unmasked Estep Score: -8865688.000000 Penalty: 5500.498047 Iteration 47Q: 3 clusters Score -8865688 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 64653 members Entering Unmasked Estep Score: -8865684.000000 Penalty: 5500.498047 Iteration 48Q: 3 clusters Score -8865684 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 64653 members Entering Unmasked Estep Score: -8865700.000000 Penalty: 5500.498047 Iteration 49Q: 3 clusters Score -8865700 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 64653 members Entering Unmasked Estep Score: -8865704.000000 Penalty: 5500.498047 Iteration 50Q: 3 clusters Score -8865704 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 64658 members Entering Unmasked Estep Score: -8865717.000000 Penalty: 5500.498047 Iteration 51Q: 3 clusters Score -8865717 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 64661 members Entering Unmasked Estep Score: -8865725.000000 Penalty: 5500.498047 Iteration 52Q: 3 clusters Score -8865725 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 64660 members Entering Unmasked Estep Score: -8865724.000000 Penalty: 5500.498047 Iteration 53Q: 3 clusters Score -8865724 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 64661 members Entering Unmasked Estep Score: -8865733.000000 Penalty: 5500.498047 Iteration 54Q: 3 clusters Score -8865733 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 64664 members Entering Unmasked Estep Score: -8865737.000000 Penalty: 5500.498047 Iteration 55Q: 3 clusters Score -8865737 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 64662 members Entering Unmasked Estep Score: -8865741.000000 Penalty: 5500.498047 Iteration 56Q: 3 clusters Score -8865741 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 64666 members Entering Unmasked Estep Score: -8865737.000000 Penalty: 5500.498047 Iteration 57Q: 3 clusters Score -8865737 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 64666 members Entering Unmasked Estep Score: -8865731.000000 Penalty: 5500.498047 Iteration 58Q: 3 clusters Score -8865731 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 64663 members Entering Unmasked Estep Score: -8865736.000000 Penalty: 5500.498047 Iteration 59Q: 3 clusters Score -8865736 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 64667 members Entering Unmasked Estep Score: -8865743.000000 Penalty: 5500.498047 Iteration 60F: 3 clusters Score -8865743 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 64668 members Entering Unmasked Estep Score: -8865742.000000 Penalty: 5500.498047 Iteration 61Q: 3 clusters Score -8865742 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 64669 members Entering Unmasked Estep Score: -8865742.000000 Penalty: 5500.498047 Iteration 62Q: 3 clusters Score -8865742 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 64669 members Entering Unmasked Estep Score: -8865744.000000 Penalty: 5500.498047 Iteration 63Q: 3 clusters Score -8865744 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 64670 members Entering Unmasked Estep Score: -8865749.000000 Penalty: 5500.498047 Iteration 64Q: 3 clusters Score -8865749 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 64670 members Entering Unmasked Estep Score: -8865749.000000 Penalty: 5500.498047 Iteration 65F: 3 clusters Score -8865749 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (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: -89693.328125 Penalty: 1656.540649 Iteration 0F: 2 clusters Score -89693.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -88031.781250 Penalty: 3313.081299 Iteration 0F: 3 clusters Score -88031.78 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -88391.359375 Penalty: 3313.081299 Iteration 1F: 3 clusters Score -88391.36 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -88629.914062 Penalty: 3313.081299 Iteration 2F: 3 clusters Score -88629.91 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -88767.601562 Penalty: 3313.081299 Iteration 3F: 3 clusters Score -88767.6 nChanged 33 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: -88848.429688 Penalty: 3313.081299 Iteration 4Q: 3 clusters Score -88848.43 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -88935.484375 Penalty: 3313.081299 Iteration 5Q: 3 clusters Score -88935.48 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -88998.210938 Penalty: 3313.081299 Iteration 6Q: 3 clusters Score -88998.21 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -89089.992188 Penalty: 3313.081299 Iteration 7Q: 3 clusters Score -89089.99 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -89167.195312 Penalty: 3313.081299 Iteration 8Q: 3 clusters Score -89167.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -89268.789062 Penalty: 3313.081299 Iteration 9Q: 3 clusters Score -89268.79 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -89322.570312 Penalty: 3313.081299 Iteration 10Q: 3 clusters Score -89322.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -89367.289062 Penalty: 3313.081299 Iteration 11Q: 3 clusters Score -89367.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -89425.289062 Penalty: 3313.081299 Iteration 12Q: 3 clusters Score -89425.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -89458.335938 Penalty: 3313.081299 Iteration 13Q: 3 clusters Score -89458.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -89490.960938 Penalty: 3313.081299 Iteration 14Q: 3 clusters Score -89490.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -89522.218750 Penalty: 3313.081299 Iteration 15Q: 3 clusters Score -89522.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -89535.640625 Penalty: 3313.081299 Iteration 16Q: 3 clusters Score -89535.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -89554.390625 Penalty: 3313.081299 Iteration 17Q: 3 clusters Score -89554.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -89589.578125 Penalty: 3313.081299 Iteration 18Q: 3 clusters Score -89589.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -89604.375000 Penalty: 3313.081299 Iteration 19Q: 3 clusters Score -89604.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -89606.593750 Penalty: 3313.081299 Iteration 20F: 3 clusters Score -89606.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -89612.835938 Penalty: 3313.081299 Iteration 21Q: 3 clusters Score -89612.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -89613.843750 Penalty: 3313.081299 Iteration 22Q: 3 clusters Score -89613.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -89613.843750 Penalty: 3313.081299 Iteration 23F: 3 clusters Score -89613.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (143329 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143329 members Entering Unmasked Estep Score: -19285844.000000 Penalty: 2944.478760 Iteration 0F: 2 clusters Score -1.928584e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71755 members Mstep: Class 2 contains 71574 members Entering Unmasked Estep Score: -19194356.000000 Penalty: 5888.957520 Iteration 0F: 3 clusters Score -1.919436e+07 nChanged 68154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72069 members Mstep: Class 2 contains 71260 members Entering Unmasked Estep Score: -19233514.000000 Penalty: 5888.957520 Iteration 1F: 3 clusters Score -1.923351e+07 nChanged 4136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72129 members Mstep: Class 2 contains 71200 members Entering Unmasked Estep Score: -19234342.000000 Penalty: 5888.957520 Iteration 2Q: 3 clusters Score -1.923434e+07 nChanged 4353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72284 members Mstep: Class 2 contains 71045 members Entering Unmasked Estep Score: -19235564.000000 Penalty: 5888.957520 Iteration 3Q: 3 clusters Score -1.923556e+07 nChanged 4998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72702 members Mstep: Class 2 contains 70627 members Entering Unmasked Estep Score: -19237332.000000 Penalty: 5888.957520 Iteration 4Q: 3 clusters Score -1.923733e+07 nChanged 6059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73531 members Mstep: Class 2 contains 69798 members Entering Unmasked Estep Score: -19240110.000000 Penalty: 5888.957520 Iteration 5Q: 3 clusters Score -1.924011e+07 nChanged 7053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75114 members Mstep: Class 2 contains 68215 members Entering Unmasked Estep Score: -19243834.000000 Penalty: 5888.957520 Iteration 6Q: 3 clusters Score -1.924383e+07 nChanged 8068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77682 members Mstep: Class 2 contains 65647 members Entering Unmasked Estep Score: -19248396.000000 Penalty: 5888.957520 Iteration 7F: 3 clusters Score -1.92484e+07 nChanged 8795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81129 members Mstep: Class 2 contains 62200 members Entering Unmasked Estep Score: -19253618.000000 Penalty: 5888.957520 Iteration 8F: 3 clusters Score -1.925362e+07 nChanged 8669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84784 members Mstep: Class 2 contains 58545 members Entering Unmasked Estep Score: -19258764.000000 Penalty: 5888.957520 Iteration 9F: 3 clusters Score -1.925876e+07 nChanged 7570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88126 members Mstep: Class 2 contains 55203 members Entering Unmasked Estep Score: -19262856.000000 Penalty: 5888.957520 Iteration 10F: 3 clusters Score -1.926286e+07 nChanged 5738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91052 members Mstep: Class 2 contains 52277 members Entering Unmasked Estep Score: -19265550.000000 Penalty: 5888.957520 Iteration 11Q: 3 clusters Score -1.926555e+07 nChanged 4242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94064 members Mstep: Class 2 contains 49265 members Entering Unmasked Estep Score: -19267152.000000 Penalty: 5888.957520 Iteration 12Q: 3 clusters Score -1.926715e+07 nChanged 3489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97259 members Mstep: Class 2 contains 46070 members Entering Unmasked Estep Score: -19268288.000000 Penalty: 5888.957520 Iteration 13Q: 3 clusters Score -1.926829e+07 nChanged 3328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100531 members Mstep: Class 2 contains 42798 members Entering Unmasked Estep Score: -19269506.000000 Penalty: 5888.957520 Iteration 14Q: 3 clusters Score -1.926951e+07 nChanged 3368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103869 members Mstep: Class 2 contains 39460 members Entering Unmasked Estep Score: -19270814.000000 Penalty: 5888.957520 Iteration 15Q: 3 clusters Score -1.927081e+07 nChanged 3469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107318 members Mstep: Class 2 contains 36011 members Entering Unmasked Estep Score: -19272236.000000 Penalty: 5888.957520 Iteration 16Q: 3 clusters Score -1.927224e+07 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110708 members Mstep: Class 2 contains 32621 members Entering Unmasked Estep Score: -19273906.000000 Penalty: 5888.957520 Iteration 17Q: 3 clusters Score -1.927391e+07 nChanged 3295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113921 members Mstep: Class 2 contains 29408 members Entering Unmasked Estep Score: -19275484.000000 Penalty: 5888.957520 Iteration 18Q: 3 clusters Score -1.927548e+07 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116849 members Mstep: Class 2 contains 26480 members Entering Unmasked Estep Score: -19276954.000000 Penalty: 5888.957520 Iteration 19Q: 3 clusters Score -1.927695e+07 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119538 members Mstep: Class 2 contains 23791 members Entering Unmasked Estep Score: -19278346.000000 Penalty: 5888.957520 Iteration 20F: 3 clusters Score -1.927835e+07 nChanged 2525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121983 members Mstep: Class 2 contains 21346 members Entering Unmasked Estep Score: -19279644.000000 Penalty: 5888.957520 Iteration 21Q: 3 clusters Score -1.927964e+07 nChanged 2264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124165 members Mstep: Class 2 contains 19164 members Entering Unmasked Estep Score: -19280818.000000 Penalty: 5888.957520 Iteration 22Q: 3 clusters Score -1.928082e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126054 members Mstep: Class 2 contains 17275 members Entering Unmasked Estep Score: -19281790.000000 Penalty: 5888.957520 Iteration 23Q: 3 clusters Score -1.928179e+07 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127713 members Mstep: Class 2 contains 15616 members Entering Unmasked Estep Score: -19282422.000000 Penalty: 5888.957520 Iteration 24Q: 3 clusters Score -1.928242e+07 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129131 members Mstep: Class 2 contains 14198 members Entering Unmasked Estep Score: -19282970.000000 Penalty: 5888.957520 Iteration 25Q: 3 clusters Score -1.928297e+07 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130378 members Mstep: Class 2 contains 12951 members Entering Unmasked Estep Score: -19283412.000000 Penalty: 5888.957520 Iteration 26Q: 3 clusters Score -1.928341e+07 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131504 members Mstep: Class 2 contains 11825 members Entering Unmasked Estep Score: -19283802.000000 Penalty: 5888.957520 Iteration 27Q: 3 clusters Score -1.92838e+07 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132491 members Mstep: Class 2 contains 10838 members Entering Unmasked Estep Score: -19284068.000000 Penalty: 5888.957520 Iteration 28Q: 3 clusters Score -1.928407e+07 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133340 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -19284324.000000 Penalty: 5888.957520 Iteration 29Q: 3 clusters Score -1.928432e+07 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134110 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -19284532.000000 Penalty: 5888.957520 Iteration 30Q: 3 clusters Score -1.928453e+07 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134803 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -19284764.000000 Penalty: 5888.957520 Iteration 31Q: 3 clusters Score -1.928476e+07 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135399 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -19284900.000000 Penalty: 5888.957520 Iteration 32Q: 3 clusters Score -1.92849e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135907 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -19284958.000000 Penalty: 5888.957520 Iteration 33Q: 3 clusters Score -1.928496e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136285 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -19285080.000000 Penalty: 5888.957520 Iteration 34Q: 3 clusters Score -1.928508e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136623 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -19285156.000000 Penalty: 5888.957520 Iteration 35Q: 3 clusters Score -1.928516e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136937 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -19285214.000000 Penalty: 5888.957520 Iteration 36Q: 3 clusters Score -1.928521e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137232 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -19285212.000000 Penalty: 5888.957520 Iteration 37Q: 3 clusters Score -1.928521e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137499 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -19285322.000000 Penalty: 5888.957520 Iteration 38Q: 3 clusters Score -1.928532e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137716 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -19285328.000000 Penalty: 5888.957520 Iteration 39Q: 3 clusters Score -1.928533e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137891 members Mstep: Class 2 contains 5438 members Entering Unmasked Estep Score: -19285370.000000 Penalty: 5888.957520 Iteration 40F: 3 clusters Score -1.928537e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138058 members Mstep: Class 2 contains 5271 members Entering Unmasked Estep Score: -19285380.000000 Penalty: 5888.957520 Iteration 41Q: 3 clusters Score -1.928538e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138211 members Mstep: Class 2 contains 5118 members Entering Unmasked Estep Score: -19285388.000000 Penalty: 5888.957520 Iteration 42Q: 3 clusters Score -1.928539e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138357 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -19285422.000000 Penalty: 5888.957520 Iteration 43Q: 3 clusters Score -1.928542e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138482 members Mstep: Class 2 contains 4847 members Entering Unmasked Estep Score: -19285432.000000 Penalty: 5888.957520 Iteration 44Q: 3 clusters Score -1.928543e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138614 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -19285448.000000 Penalty: 5888.957520 Iteration 45Q: 3 clusters Score -1.928545e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138713 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -19285452.000000 Penalty: 5888.957520 Iteration 46Q: 3 clusters Score -1.928545e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138798 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -19285460.000000 Penalty: 5888.957520 Iteration 47Q: 3 clusters Score -1.928546e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138875 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -19285472.000000 Penalty: 5888.957520 Iteration 48Q: 3 clusters Score -1.928547e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138944 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -19285470.000000 Penalty: 5888.957520 Iteration 49Q: 3 clusters Score -1.928547e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139019 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -19285454.000000 Penalty: 5888.957520 Iteration 50Q: 3 clusters Score -1.928545e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139078 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -19285444.000000 Penalty: 5888.957520 Iteration 51Q: 3 clusters Score -1.928544e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139139 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -19285448.000000 Penalty: 5888.957520 Iteration 52Q: 3 clusters Score -1.928545e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139190 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -19285458.000000 Penalty: 5888.957520 Iteration 53Q: 3 clusters Score -1.928546e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139227 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -19285454.000000 Penalty: 5888.957520 Iteration 54Q: 3 clusters Score -1.928545e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139263 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -19285458.000000 Penalty: 5888.957520 Iteration 55Q: 3 clusters Score -1.928546e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139306 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -19285468.000000 Penalty: 5888.957520 Iteration 56Q: 3 clusters Score -1.928547e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139347 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -19285436.000000 Penalty: 5888.957520 Iteration 57Q: 3 clusters Score -1.928544e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139387 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -19285450.000000 Penalty: 5888.957520 Iteration 58Q: 3 clusters Score -1.928545e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139419 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -19285456.000000 Penalty: 5888.957520 Iteration 59Q: 3 clusters Score -1.928546e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139453 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -19285464.000000 Penalty: 5888.957520 Iteration 60F: 3 clusters Score -1.928546e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139482 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -19285430.000000 Penalty: 5888.957520 Iteration 61Q: 3 clusters Score -1.928543e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139496 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -19285440.000000 Penalty: 5888.957520 Iteration 62Q: 3 clusters Score -1.928544e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139506 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -19285448.000000 Penalty: 5888.957520 Iteration 63Q: 3 clusters Score -1.928545e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139512 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -19285448.000000 Penalty: 5888.957520 Iteration 64Q: 3 clusters Score -1.928545e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139517 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -19285458.000000 Penalty: 5888.957520 Iteration 65Q: 3 clusters Score -1.928546e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139519 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -19285450.000000 Penalty: 5888.957520 Iteration 66Q: 3 clusters Score -1.928545e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139522 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -19285446.000000 Penalty: 5888.957520 Iteration 67Q: 3 clusters Score -1.928545e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139526 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -19285450.000000 Penalty: 5888.957520 Iteration 68Q: 3 clusters Score -1.928545e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139530 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -19285448.000000 Penalty: 5888.957520 Iteration 69Q: 3 clusters Score -1.928545e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139533 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -19285448.000000 Penalty: 5888.957520 Iteration 70Q: 3 clusters Score -1.928545e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139537 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -19285450.000000 Penalty: 5888.957520 Iteration 71Q: 3 clusters Score -1.928545e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139540 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -19285440.000000 Penalty: 5888.957520 Iteration 72Q: 3 clusters Score -1.928544e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139540 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -19285440.000000 Penalty: 5888.957520 Iteration 73F: 3 clusters Score -1.928544e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (76886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76886 members Entering Unmasked Estep Score: -10313759.000000 Penalty: 2790.019531 Iteration 0F: 2 clusters Score -1.031376e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38305 members Mstep: Class 2 contains 38581 members Entering Unmasked Estep Score: -10262539.000000 Penalty: 5580.039062 Iteration 0F: 3 clusters Score -1.026254e+07 nChanged 36070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36259 members Mstep: Class 2 contains 40627 members Entering Unmasked Estep Score: -10283217.000000 Penalty: 5580.039062 Iteration 1F: 3 clusters Score -1.028322e+07 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34659 members Mstep: Class 2 contains 42227 members Entering Unmasked Estep Score: -10284523.000000 Penalty: 5580.039062 Iteration 2Q: 3 clusters Score -1.028452e+07 nChanged 4016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32227 members Mstep: Class 2 contains 44659 members Entering Unmasked Estep Score: -10286341.000000 Penalty: 5580.039062 Iteration 3F: 3 clusters Score -1.028634e+07 nChanged 4872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28777 members Mstep: Class 2 contains 48109 members Entering Unmasked Estep Score: -10289076.000000 Penalty: 5580.039062 Iteration 4F: 3 clusters Score -1.028908e+07 nChanged 5586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24431 members Mstep: Class 2 contains 52455 members Entering Unmasked Estep Score: -10292701.000000 Penalty: 5580.039062 Iteration 5F: 3 clusters Score -1.02927e+07 nChanged 5755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19526 members Mstep: Class 2 contains 57360 members Entering Unmasked Estep Score: -10296636.000000 Penalty: 5580.039062 Iteration 6F: 3 clusters Score -1.029664e+07 nChanged 5206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14774 members Mstep: Class 2 contains 62112 members Entering Unmasked Estep Score: -10300527.000000 Penalty: 5580.039062 Iteration 7F: 3 clusters Score -1.030053e+07 nChanged 4314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10606 members Mstep: Class 2 contains 66280 members Entering Unmasked Estep Score: -10303739.000000 Penalty: 5580.039062 Iteration 8F: 3 clusters Score -1.030374e+07 nChanged 3306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 69542 members Entering Unmasked Estep Score: -10306474.000000 Penalty: 5580.039062 Iteration 9Q: 3 clusters Score -1.030647e+07 nChanged 2448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 71978 members Entering Unmasked Estep Score: -10308581.000000 Penalty: 5580.039062 Iteration 10Q: 3 clusters Score -1.030858e+07 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 73584 members Entering Unmasked Estep Score: -10309925.000000 Penalty: 5580.039062 Iteration 11Q: 3 clusters Score -1.030992e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 74538 members Entering Unmasked Estep Score: -10310709.000000 Penalty: 5580.039062 Iteration 12Q: 3 clusters Score -1.031071e+07 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 75042 members Entering Unmasked Estep Score: -10311067.000000 Penalty: 5580.039062 Iteration 13Q: 3 clusters Score -1.031107e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 75338 members Entering Unmasked Estep Score: -10311293.000000 Penalty: 5580.039062 Iteration 14Q: 3 clusters Score -1.031129e+07 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 75532 members Entering Unmasked Estep Score: -10311448.000000 Penalty: 5580.039062 Iteration 15Q: 3 clusters Score -1.031145e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 75647 members Entering Unmasked Estep Score: -10311589.000000 Penalty: 5580.039062 Iteration 16Q: 3 clusters Score -1.031159e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 75726 members Entering Unmasked Estep Score: -10311676.000000 Penalty: 5580.039062 Iteration 17Q: 3 clusters Score -1.031168e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 75773 members Entering Unmasked Estep Score: -10311782.000000 Penalty: 5580.039062 Iteration 18Q: 3 clusters Score -1.031178e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 75812 members Entering Unmasked Estep Score: -10311904.000000 Penalty: 5580.039062 Iteration 19Q: 3 clusters Score -1.03119e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 75841 members Entering Unmasked Estep Score: -10311991.000000 Penalty: 5580.039062 Iteration 20F: 3 clusters Score -1.031199e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 75853 members Entering Unmasked Estep Score: -10312022.000000 Penalty: 5580.039062 Iteration 21Q: 3 clusters Score -1.031202e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 75868 members Entering Unmasked Estep Score: -10312049.000000 Penalty: 5580.039062 Iteration 22Q: 3 clusters Score -1.031205e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 75873 members Entering Unmasked Estep Score: -10312063.000000 Penalty: 5580.039062 Iteration 23Q: 3 clusters Score -1.031206e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 75880 members Entering Unmasked Estep Score: -10312083.000000 Penalty: 5580.039062 Iteration 24Q: 3 clusters Score -1.031208e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 75880 members Entering Unmasked Estep Score: -10312085.000000 Penalty: 5580.039062 Iteration 25Q: 3 clusters Score -1.031208e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 75881 members Entering Unmasked Estep Score: -10312093.000000 Penalty: 5580.039062 Iteration 26Q: 3 clusters Score -1.031209e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 75889 members Entering Unmasked Estep Score: -10312107.000000 Penalty: 5580.039062 Iteration 27Q: 3 clusters Score -1.031211e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 75893 members Entering Unmasked Estep Score: -10312113.000000 Penalty: 5580.039062 Iteration 28Q: 3 clusters Score -1.031211e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 75899 members Entering Unmasked Estep Score: -10312112.000000 Penalty: 5580.039062 Iteration 29Q: 3 clusters Score -1.031211e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 75902 members Entering Unmasked Estep Score: -10312122.000000 Penalty: 5580.039062 Iteration 30Q: 3 clusters Score -1.031212e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 75904 members Entering Unmasked Estep Score: -10312127.000000 Penalty: 5580.039062 Iteration 31Q: 3 clusters Score -1.031213e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 75906 members Entering Unmasked Estep Score: -10312120.000000 Penalty: 5580.039062 Iteration 32Q: 3 clusters Score -1.031212e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 75910 members Entering Unmasked Estep Score: -10312130.000000 Penalty: 5580.039062 Iteration 33Q: 3 clusters Score -1.031213e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 75911 members Entering Unmasked Estep Score: -10312132.000000 Penalty: 5580.039062 Iteration 34Q: 3 clusters Score -1.031213e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 75912 members Entering Unmasked Estep Score: -10312137.000000 Penalty: 5580.039062 Iteration 35Q: 3 clusters Score -1.031214e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 75915 members Entering Unmasked Estep Score: -10312134.000000 Penalty: 5580.039062 Iteration 36Q: 3 clusters Score -1.031213e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 75916 members Entering Unmasked Estep Score: -10312132.000000 Penalty: 5580.039062 Iteration 37Q: 3 clusters Score -1.031213e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 75912 members Entering Unmasked Estep Score: -10312122.000000 Penalty: 5580.039062 Iteration 38Q: 3 clusters Score -1.031212e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 75907 members Entering Unmasked Estep Score: -10312127.000000 Penalty: 5580.039062 Iteration 39Q: 3 clusters Score -1.031213e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 75904 members Entering Unmasked Estep Score: -10312139.000000 Penalty: 5580.039062 Iteration 40F: 3 clusters Score -1.031214e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 75903 members Entering Unmasked Estep Score: -10312141.000000 Penalty: 5580.039062 Iteration 41Q: 3 clusters Score -1.031214e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 75903 members Entering Unmasked Estep Score: -10312140.000000 Penalty: 5580.039062 Iteration 42Q: 3 clusters Score -1.031214e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 75903 members Entering Unmasked Estep Score: -10312141.000000 Penalty: 5580.039062 Iteration 43Q: 3 clusters Score -1.031214e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 75901 members Entering Unmasked Estep Score: -10312133.000000 Penalty: 5580.039062 Iteration 44Q: 3 clusters Score -1.031213e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 75901 members Entering Unmasked Estep Score: -10312133.000000 Penalty: 5580.039062 Iteration 45F: 3 clusters Score -1.031213e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Entering Unmasked Estep Score: -1214461.125000 Penalty: 2267.469971 Iteration 0F: 2 clusters Score -1214461 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -1207234.375000 Penalty: 4534.939941 Iteration 0F: 3 clusters Score -1207234 nChanged 3846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -1209491.750000 Penalty: 4534.939941 Iteration 1F: 3 clusters Score -1209492 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -1210099.750000 Penalty: 4534.939941 Iteration 2F: 3 clusters Score -1210100 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -1210564.875000 Penalty: 4534.939941 Iteration 3F: 3 clusters Score -1210565 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1210912.000000 Penalty: 4534.939941 Iteration 4F: 3 clusters Score -1210912 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1211213.375000 Penalty: 4534.939941 Iteration 5F: 3 clusters Score -1211213 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1211458.750000 Penalty: 4534.939941 Iteration 6Q: 3 clusters Score -1211459 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -1211685.625000 Penalty: 4534.939941 Iteration 7Q: 3 clusters Score -1211686 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -1211866.375000 Penalty: 4534.939941 Iteration 8Q: 3 clusters Score -1211866 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6134 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1212028.625000 Penalty: 4534.939941 Iteration 9Q: 3 clusters Score -1212029 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -1212156.625000 Penalty: 4534.939941 Iteration 10Q: 3 clusters Score -1212157 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6582 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -1212271.500000 Penalty: 4534.939941 Iteration 11Q: 3 clusters Score -1212272 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -1212370.875000 Penalty: 4534.939941 Iteration 12Q: 3 clusters Score -1212371 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -1212460.000000 Penalty: 4534.939941 Iteration 13Q: 3 clusters Score -1212460 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -1212548.750000 Penalty: 4534.939941 Iteration 14Q: 3 clusters Score -1212549 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -1212647.375000 Penalty: 4534.939941 Iteration 15Q: 3 clusters Score -1212647 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -1212728.750000 Penalty: 4534.939941 Iteration 16Q: 3 clusters Score -1212729 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -1212801.250000 Penalty: 4534.939941 Iteration 17Q: 3 clusters Score -1212801 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -1212859.875000 Penalty: 4534.939941 Iteration 18Q: 3 clusters Score -1212860 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7789 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -1212907.375000 Penalty: 4534.939941 Iteration 19Q: 3 clusters Score -1212907 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7875 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1212952.875000 Penalty: 4534.939941 Iteration 20F: 3 clusters Score -1212953 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -1212994.500000 Penalty: 4534.939941 Iteration 21Q: 3 clusters Score -1212994 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1213035.000000 Penalty: 4534.939941 Iteration 22Q: 3 clusters Score -1213035 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8120 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -1213086.500000 Penalty: 4534.939941 Iteration 23Q: 3 clusters Score -1213086 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8189 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -1213123.125000 Penalty: 4534.939941 Iteration 24Q: 3 clusters Score -1213123 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1213153.000000 Penalty: 4534.939941 Iteration 25Q: 3 clusters Score -1213153 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -1213181.875000 Penalty: 4534.939941 Iteration 26Q: 3 clusters Score -1213182 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -1213204.000000 Penalty: 4534.939941 Iteration 27Q: 3 clusters Score -1213204 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -1213218.250000 Penalty: 4534.939941 Iteration 28Q: 3 clusters Score -1213218 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8408 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1213227.000000 Penalty: 4534.939941 Iteration 29Q: 3 clusters Score -1213227 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8440 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1213240.375000 Penalty: 4534.939941 Iteration 30Q: 3 clusters Score -1213240 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -1213253.250000 Penalty: 4534.939941 Iteration 31Q: 3 clusters Score -1213253 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8490 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1213267.750000 Penalty: 4534.939941 Iteration 32Q: 3 clusters Score -1213268 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1213284.750000 Penalty: 4534.939941 Iteration 33Q: 3 clusters Score -1213285 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1213298.625000 Penalty: 4534.939941 Iteration 34Q: 3 clusters Score -1213299 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1213303.125000 Penalty: 4534.939941 Iteration 35Q: 3 clusters Score -1213303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1213308.125000 Penalty: 4534.939941 Iteration 36Q: 3 clusters Score -1213308 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1213311.125000 Penalty: 4534.939941 Iteration 37Q: 3 clusters Score -1213311 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1213319.250000 Penalty: 4534.939941 Iteration 38Q: 3 clusters Score -1213319 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8572 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1213323.125000 Penalty: 4534.939941 Iteration 39Q: 3 clusters Score -1213323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1213326.625000 Penalty: 4534.939941 Iteration 40F: 3 clusters Score -1213327 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1213334.000000 Penalty: 4534.939941 Iteration 41Q: 3 clusters Score -1213334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8589 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -1213335.500000 Penalty: 4534.939941 Iteration 42Q: 3 clusters Score -1213336 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -1213336.375000 Penalty: 4534.939941 Iteration 43Q: 3 clusters Score -1213336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1213335.250000 Penalty: 4534.939941 Iteration 44Q: 3 clusters Score -1213335 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1213335.250000 Penalty: 4534.939941 Iteration 45F: 3 clusters Score -1213335 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (40048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40048 members Entering Unmasked Estep Score: -5376127.500000 Penalty: 2628.262695 Iteration 0F: 2 clusters Score -5376128 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20011 members Mstep: Class 2 contains 20037 members Entering Unmasked Estep Score: -5348924.000000 Penalty: 5256.525391 Iteration 0F: 3 clusters Score -5348924 nChanged 18304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20375 members Mstep: Class 2 contains 19673 members Entering Unmasked Estep Score: -5358960.500000 Penalty: 5256.525391 Iteration 1F: 3 clusters Score -5358960 nChanged 1890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20875 members Mstep: Class 2 contains 19173 members Entering Unmasked Estep Score: -5359630.000000 Penalty: 5256.525391 Iteration 2Q: 3 clusters Score -5359630 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21630 members Mstep: Class 2 contains 18418 members Entering Unmasked Estep Score: -5360523.500000 Penalty: 5256.525391 Iteration 3F: 3 clusters Score -5360524 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22684 members Mstep: Class 2 contains 17364 members Entering Unmasked Estep Score: -5361817.500000 Penalty: 5256.525391 Iteration 4F: 3 clusters Score -5361818 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23984 members Mstep: Class 2 contains 16064 members Entering Unmasked Estep Score: -5363440.000000 Penalty: 5256.525391 Iteration 5F: 3 clusters Score -5363440 nChanged 2769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25415 members Mstep: Class 2 contains 14633 members Entering Unmasked Estep Score: -5365149.500000 Penalty: 5256.525391 Iteration 6F: 3 clusters Score -5365150 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26815 members Mstep: Class 2 contains 13233 members Entering Unmasked Estep Score: -5366705.000000 Penalty: 5256.525391 Iteration 7F: 3 clusters Score -5366705 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28158 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -5367920.500000 Penalty: 5256.525391 Iteration 8F: 3 clusters Score -5367920 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29366 members Mstep: Class 2 contains 10682 members Entering Unmasked Estep Score: -5368747.000000 Penalty: 5256.525391 Iteration 9Q: 3 clusters Score -5368747 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30555 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -5369421.500000 Penalty: 5256.525391 Iteration 10Q: 3 clusters Score -5369422 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31752 members Mstep: Class 2 contains 8296 members Entering Unmasked Estep Score: -5369999.500000 Penalty: 5256.525391 Iteration 11Q: 3 clusters Score -5370000 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32935 members Mstep: Class 2 contains 7113 members Entering Unmasked Estep Score: -5370605.000000 Penalty: 5256.525391 Iteration 12Q: 3 clusters Score -5370605 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34026 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -5371142.000000 Penalty: 5256.525391 Iteration 13Q: 3 clusters Score -5371142 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35106 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -5371683.500000 Penalty: 5256.525391 Iteration 14Q: 3 clusters Score -5371684 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36073 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -5372179.500000 Penalty: 5256.525391 Iteration 15Q: 3 clusters Score -5372180 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36860 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -5372630.500000 Penalty: 5256.525391 Iteration 16Q: 3 clusters Score -5372630 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37525 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -5372966.500000 Penalty: 5256.525391 Iteration 17Q: 3 clusters Score -5372966 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38011 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -5373251.000000 Penalty: 5256.525391 Iteration 18Q: 3 clusters Score -5373251 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38379 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -5373481.000000 Penalty: 5256.525391 Iteration 19Q: 3 clusters Score -5373481 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38647 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -5373642.000000 Penalty: 5256.525391 Iteration 20F: 3 clusters Score -5373642 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38834 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -5373742.000000 Penalty: 5256.525391 Iteration 21Q: 3 clusters Score -5373742 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38970 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -5373816.500000 Penalty: 5256.525391 Iteration 22Q: 3 clusters Score -5373816 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39069 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -5373873.000000 Penalty: 5256.525391 Iteration 23Q: 3 clusters Score -5373873 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39136 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -5373932.500000 Penalty: 5256.525391 Iteration 24Q: 3 clusters Score -5373932 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39197 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -5373960.000000 Penalty: 5256.525391 Iteration 25Q: 3 clusters Score -5373960 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39239 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -5373992.500000 Penalty: 5256.525391 Iteration 26Q: 3 clusters Score -5373992 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39264 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -5374014.500000 Penalty: 5256.525391 Iteration 27Q: 3 clusters Score -5374014 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39288 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -5374015.500000 Penalty: 5256.525391 Iteration 28Q: 3 clusters Score -5374016 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39311 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -5374021.000000 Penalty: 5256.525391 Iteration 29Q: 3 clusters Score -5374021 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39330 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -5374036.000000 Penalty: 5256.525391 Iteration 30Q: 3 clusters Score -5374036 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39340 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -5374040.000000 Penalty: 5256.525391 Iteration 31Q: 3 clusters Score -5374040 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39355 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -5374045.000000 Penalty: 5256.525391 Iteration 32Q: 3 clusters Score -5374045 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39359 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -5374056.000000 Penalty: 5256.525391 Iteration 33Q: 3 clusters Score -5374056 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39364 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -5374071.000000 Penalty: 5256.525391 Iteration 34Q: 3 clusters Score -5374071 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39371 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -5374069.000000 Penalty: 5256.525391 Iteration 35Q: 3 clusters Score -5374069 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39378 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -5374074.500000 Penalty: 5256.525391 Iteration 36Q: 3 clusters Score -5374074 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39382 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -5374088.500000 Penalty: 5256.525391 Iteration 37Q: 3 clusters Score -5374088 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39389 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -5374082.500000 Penalty: 5256.525391 Iteration 38Q: 3 clusters Score -5374082 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39391 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -5374093.000000 Penalty: 5256.525391 Iteration 39Q: 3 clusters Score -5374093 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39391 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -5374092.000000 Penalty: 5256.525391 Iteration 40F: 3 clusters Score -5374092 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5245 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Entering Unmasked Estep Score: -696915.750000 Penalty: 2124.127441 Iteration 0F: 2 clusters Score -696915.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -692256.187500 Penalty: 4248.254883 Iteration 0F: 3 clusters Score -692256.2 nChanged 2026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -693397.375000 Penalty: 4248.254883 Iteration 1F: 3 clusters Score -693397.4 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -693590.500000 Penalty: 4248.254883 Iteration 2F: 3 clusters Score -693590.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -693682.125000 Penalty: 4248.254883 Iteration 3Q: 3 clusters Score -693682.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -693741.812500 Penalty: 4248.254883 Iteration 4Q: 3 clusters Score -693741.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -693790.937500 Penalty: 4248.254883 Iteration 5Q: 3 clusters Score -693790.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -693823.062500 Penalty: 4248.254883 Iteration 6Q: 3 clusters Score -693823.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -693859.937500 Penalty: 4248.254883 Iteration 7Q: 3 clusters Score -693859.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -693890.562500 Penalty: 4248.254883 Iteration 8Q: 3 clusters Score -693890.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -693913.687500 Penalty: 4248.254883 Iteration 9Q: 3 clusters Score -693913.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -693934.812500 Penalty: 4248.254883 Iteration 10Q: 3 clusters Score -693934.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -693967.625000 Penalty: 4248.254883 Iteration 11Q: 3 clusters Score -693967.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -694012.187500 Penalty: 4248.254883 Iteration 12Q: 3 clusters Score -694012.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -694074.812500 Penalty: 4248.254883 Iteration 13Q: 3 clusters Score -694074.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -694135.312500 Penalty: 4248.254883 Iteration 14Q: 3 clusters Score -694135.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -694222.750000 Penalty: 4248.254883 Iteration 15Q: 3 clusters Score -694222.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -694320.375000 Penalty: 4248.254883 Iteration 16Q: 3 clusters Score -694320.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -694430.812500 Penalty: 4248.254883 Iteration 17Q: 3 clusters Score -694430.8 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -694596.187500 Penalty: 4248.254883 Iteration 18Q: 3 clusters Score -694596.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -694775.875000 Penalty: 4248.254883 Iteration 19Q: 3 clusters Score -694775.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -694957.687500 Penalty: 4248.254883 Iteration 20F: 3 clusters Score -694957.7 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -695173.562500 Penalty: 4248.254883 Iteration 21Q: 3 clusters Score -695173.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -695373.937500 Penalty: 4248.254883 Iteration 22Q: 3 clusters Score -695373.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -695488.562500 Penalty: 4248.254883 Iteration 23Q: 3 clusters Score -695488.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -695567.125000 Penalty: 4248.254883 Iteration 24Q: 3 clusters Score -695567.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4795 members Entering Unmasked Estep Score: -695612.812500 Penalty: 4248.254883 Iteration 25Q: 3 clusters Score -695612.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -695650.187500 Penalty: 4248.254883 Iteration 26Q: 3 clusters Score -695650.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -695657.812500 Penalty: 4248.254883 Iteration 27Q: 3 clusters Score -695657.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -695672.687500 Penalty: 4248.254883 Iteration 28Q: 3 clusters Score -695672.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -695681.000000 Penalty: 4248.254883 Iteration 29Q: 3 clusters Score -695681 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -695684.312500 Penalty: 4248.254883 Iteration 30Q: 3 clusters Score -695684.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -695684.625000 Penalty: 4248.254883 Iteration 31Q: 3 clusters Score -695684.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -695687.125000 Penalty: 4248.254883 Iteration 32Q: 3 clusters Score -695687.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -695687.500000 Penalty: 4248.254883 Iteration 33Q: 3 clusters Score -695687.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -695687.500000 Penalty: 4248.254883 Iteration 34F: 3 clusters Score -695687.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -22507.253906 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -22507.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -21432.341797 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -21432.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -21581.035156 Penalty: 2659.200928 Iteration 1F: 3 clusters Score -21581.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -21612.650391 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -21612.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -21616.968750 Penalty: 2659.200928 Iteration 3Q: 3 clusters Score -21616.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -21616.968750 Penalty: 2659.200928 Iteration 4F: 3 clusters Score -21616.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (100088 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100088 members Entering Unmasked Estep Score: -13356392.000000 Penalty: 2855.423828 Iteration 0F: 2 clusters Score -1.335639e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50047 members Mstep: Class 2 contains 50041 members Entering Unmasked Estep Score: -13289685.000000 Penalty: 5710.847656 Iteration 0F: 3 clusters Score -1.328968e+07 nChanged 47359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50272 members Mstep: Class 2 contains 49816 members Entering Unmasked Estep Score: -13316318.000000 Penalty: 5710.847656 Iteration 1F: 3 clusters Score -1.331632e+07 nChanged 3289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50547 members Mstep: Class 2 contains 49541 members Entering Unmasked Estep Score: -13317095.000000 Penalty: 5710.847656 Iteration 2Q: 3 clusters Score -1.33171e+07 nChanged 3316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50919 members Mstep: Class 2 contains 49169 members Entering Unmasked Estep Score: -13317994.000000 Penalty: 5710.847656 Iteration 3Q: 3 clusters Score -1.331799e+07 nChanged 3418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51467 members Mstep: Class 2 contains 48621 members Entering Unmasked Estep Score: -13319000.000000 Penalty: 5710.847656 Iteration 4Q: 3 clusters Score -1.3319e+07 nChanged 3799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52326 members Mstep: Class 2 contains 47762 members Entering Unmasked Estep Score: -13320167.000000 Penalty: 5710.847656 Iteration 5Q: 3 clusters Score -1.332017e+07 nChanged 4020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53532 members Mstep: Class 2 contains 46556 members Entering Unmasked Estep Score: -13321523.000000 Penalty: 5710.847656 Iteration 6Q: 3 clusters Score -1.332152e+07 nChanged 4372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55024 members Mstep: Class 2 contains 45064 members Entering Unmasked Estep Score: -13323376.000000 Penalty: 5710.847656 Iteration 7Q: 3 clusters Score -1.332338e+07 nChanged 4777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56935 members Mstep: Class 2 contains 43153 members Entering Unmasked Estep Score: -13325493.000000 Penalty: 5710.847656 Iteration 8Q: 3 clusters Score -1.332549e+07 nChanged 4905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59216 members Mstep: Class 2 contains 40872 members Entering Unmasked Estep Score: -13328026.000000 Penalty: 5710.847656 Iteration 9Q: 3 clusters Score -1.332803e+07 nChanged 4925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61637 members Mstep: Class 2 contains 38451 members Entering Unmasked Estep Score: -13330625.000000 Penalty: 5710.847656 Iteration 10Q: 3 clusters Score -1.333062e+07 nChanged 4795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64094 members Mstep: Class 2 contains 35994 members Entering Unmasked Estep Score: -13333606.000000 Penalty: 5710.847656 Iteration 11Q: 3 clusters Score -1.333361e+07 nChanged 4659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66267 members Mstep: Class 2 contains 33821 members Entering Unmasked Estep Score: -13337147.000000 Penalty: 5710.847656 Iteration 12Q: 3 clusters Score -1.333715e+07 nChanged 4663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67786 members Mstep: Class 2 contains 32302 members Entering Unmasked Estep Score: -13340875.000000 Penalty: 5710.847656 Iteration 13Q: 3 clusters Score -1.334088e+07 nChanged 4555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68339 members Mstep: Class 2 contains 31749 members Entering Unmasked Estep Score: -13344406.000000 Penalty: 5710.847656 Iteration 14Q: 3 clusters Score -1.334441e+07 nChanged 3936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68309 members Mstep: Class 2 contains 31779 members Entering Unmasked Estep Score: -13346767.000000 Penalty: 5710.847656 Iteration 15Q: 3 clusters Score -1.334677e+07 nChanged 2954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67983 members Mstep: Class 2 contains 32105 members Entering Unmasked Estep Score: -13348159.000000 Penalty: 5710.847656 Iteration 16Q: 3 clusters Score -1.334816e+07 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67526 members Mstep: Class 2 contains 32562 members Entering Unmasked Estep Score: -13349342.000000 Penalty: 5710.847656 Iteration 17Q: 3 clusters Score -1.334934e+07 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66756 members Mstep: Class 2 contains 33332 members Entering Unmasked Estep Score: -13350673.000000 Penalty: 5710.847656 Iteration 18Q: 3 clusters Score -1.335067e+07 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65766 members Mstep: Class 2 contains 34322 members Entering Unmasked Estep Score: -13352215.000000 Penalty: 5710.847656 Iteration 19Q: 3 clusters Score -1.335222e+07 nChanged 2530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64448 members Mstep: Class 2 contains 35640 members Entering Unmasked Estep Score: -13354078.000000 Penalty: 5710.847656 Iteration 20F: 3 clusters Score -1.335408e+07 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62930 members Mstep: Class 2 contains 37158 members Entering Unmasked Estep Score: -13355872.000000 Penalty: 5710.847656 Iteration 21Q: 3 clusters Score -1.335587e+07 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61521 members Mstep: Class 2 contains 38567 members Entering Unmasked Estep Score: -13357315.000000 Penalty: 5710.847656 Iteration 22Q: 3 clusters Score -1.335732e+07 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60229 members Mstep: Class 2 contains 39859 members Entering Unmasked Estep Score: -13358279.000000 Penalty: 5710.847656 Iteration 23Q: 3 clusters Score -1.335828e+07 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59177 members Mstep: Class 2 contains 40911 members Entering Unmasked Estep Score: -13358879.000000 Penalty: 5710.847656 Iteration 24Q: 3 clusters Score -1.335888e+07 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58251 members Mstep: Class 2 contains 41837 members Entering Unmasked Estep Score: -13359187.000000 Penalty: 5710.847656 Iteration 25Q: 3 clusters Score -1.335919e+07 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57446 members Mstep: Class 2 contains 42642 members Entering Unmasked Estep Score: -13359396.000000 Penalty: 5710.847656 Iteration 26Q: 3 clusters Score -1.33594e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56776 members Mstep: Class 2 contains 43312 members Entering Unmasked Estep Score: -13359554.000000 Penalty: 5710.847656 Iteration 27Q: 3 clusters Score -1.335955e+07 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56211 members Mstep: Class 2 contains 43877 members Entering Unmasked Estep Score: -13359690.000000 Penalty: 5710.847656 Iteration 28Q: 3 clusters Score -1.335969e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55768 members Mstep: Class 2 contains 44320 members Entering Unmasked Estep Score: -13359802.000000 Penalty: 5710.847656 Iteration 29Q: 3 clusters Score -1.33598e+07 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55361 members Mstep: Class 2 contains 44727 members Entering Unmasked Estep Score: -13359823.000000 Penalty: 5710.847656 Iteration 30Q: 3 clusters Score -1.335982e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55016 members Mstep: Class 2 contains 45072 members Entering Unmasked Estep Score: -13359865.000000 Penalty: 5710.847656 Iteration 31Q: 3 clusters Score -1.335986e+07 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54703 members Mstep: Class 2 contains 45385 members Entering Unmasked Estep Score: -13359901.000000 Penalty: 5710.847656 Iteration 32Q: 3 clusters Score -1.33599e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54409 members Mstep: Class 2 contains 45679 members Entering Unmasked Estep Score: -13359896.000000 Penalty: 5710.847656 Iteration 33Q: 3 clusters Score -1.33599e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54155 members Mstep: Class 2 contains 45933 members Entering Unmasked Estep Score: -13359959.000000 Penalty: 5710.847656 Iteration 34Q: 3 clusters Score -1.335996e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53938 members Mstep: Class 2 contains 46150 members Entering Unmasked Estep Score: -13359970.000000 Penalty: 5710.847656 Iteration 35Q: 3 clusters Score -1.335997e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53763 members Mstep: Class 2 contains 46325 members Entering Unmasked Estep Score: -13359971.000000 Penalty: 5710.847656 Iteration 36Q: 3 clusters Score -1.335997e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53626 members Mstep: Class 2 contains 46462 members Entering Unmasked Estep Score: -13359967.000000 Penalty: 5710.847656 Iteration 37Q: 3 clusters Score -1.335997e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53491 members Mstep: Class 2 contains 46597 members Entering Unmasked Estep Score: -13359956.000000 Penalty: 5710.847656 Iteration 38Q: 3 clusters Score -1.335996e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53378 members Mstep: Class 2 contains 46710 members Entering Unmasked Estep Score: -13359978.000000 Penalty: 5710.847656 Iteration 39Q: 3 clusters Score -1.335998e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53277 members Mstep: Class 2 contains 46811 members Entering Unmasked Estep Score: -13359994.000000 Penalty: 5710.847656 Iteration 40F: 3 clusters Score -1.335999e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53173 members Mstep: Class 2 contains 46915 members Entering Unmasked Estep Score: -13359966.000000 Penalty: 5710.847656 Iteration 41Q: 3 clusters Score -1.335997e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53100 members Mstep: Class 2 contains 46988 members Entering Unmasked Estep Score: -13359950.000000 Penalty: 5710.847656 Iteration 42Q: 3 clusters Score -1.335995e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53035 members Mstep: Class 2 contains 47053 members Entering Unmasked Estep Score: -13359976.000000 Penalty: 5710.847656 Iteration 43Q: 3 clusters Score -1.335998e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52971 members Mstep: Class 2 contains 47117 members Entering Unmasked Estep Score: -13359972.000000 Penalty: 5710.847656 Iteration 44Q: 3 clusters Score -1.335997e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52914 members Mstep: Class 2 contains 47174 members Entering Unmasked Estep Score: -13359982.000000 Penalty: 5710.847656 Iteration 45Q: 3 clusters Score -1.335998e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52858 members Mstep: Class 2 contains 47230 members Entering Unmasked Estep Score: -13360001.000000 Penalty: 5710.847656 Iteration 46Q: 3 clusters Score -1.336e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52808 members Mstep: Class 2 contains 47280 members Entering Unmasked Estep Score: -13360005.000000 Penalty: 5710.847656 Iteration 47Q: 3 clusters Score -1.336e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52750 members Mstep: Class 2 contains 47338 members Entering Unmasked Estep Score: -13360022.000000 Penalty: 5710.847656 Iteration 48Q: 3 clusters Score -1.336002e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52689 members Mstep: Class 2 contains 47399 members Entering Unmasked Estep Score: -13360036.000000 Penalty: 5710.847656 Iteration 49Q: 3 clusters Score -1.336004e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52635 members Mstep: Class 2 contains 47453 members Entering Unmasked Estep Score: -13360039.000000 Penalty: 5710.847656 Iteration 50Q: 3 clusters Score -1.336004e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52586 members Mstep: Class 2 contains 47502 members Entering Unmasked Estep Score: -13360035.000000 Penalty: 5710.847656 Iteration 51Q: 3 clusters Score -1.336004e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52542 members Mstep: Class 2 contains 47546 members Entering Unmasked Estep Score: -13360046.000000 Penalty: 5710.847656 Iteration 52Q: 3 clusters Score -1.336005e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52501 members Mstep: Class 2 contains 47587 members Entering Unmasked Estep Score: -13360054.000000 Penalty: 5710.847656 Iteration 53Q: 3 clusters Score -1.336005e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52472 members Mstep: Class 2 contains 47616 members Entering Unmasked Estep Score: -13360068.000000 Penalty: 5710.847656 Iteration 54Q: 3 clusters Score -1.336007e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52448 members Mstep: Class 2 contains 47640 members Entering Unmasked Estep Score: -13360047.000000 Penalty: 5710.847656 Iteration 55Q: 3 clusters Score -1.336005e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52426 members Mstep: Class 2 contains 47662 members Entering Unmasked Estep Score: -13360022.000000 Penalty: 5710.847656 Iteration 56Q: 3 clusters Score -1.336002e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52411 members Mstep: Class 2 contains 47677 members Entering Unmasked Estep Score: -13360022.000000 Penalty: 5710.847656 Iteration 57Q: 3 clusters Score -1.336002e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52402 members Mstep: Class 2 contains 47686 members Entering Unmasked Estep Score: -13360018.000000 Penalty: 5710.847656 Iteration 58Q: 3 clusters Score -1.336002e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52389 members Mstep: Class 2 contains 47699 members Entering Unmasked Estep Score: -13360025.000000 Penalty: 5710.847656 Iteration 59Q: 3 clusters Score -1.336002e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52377 members Mstep: Class 2 contains 47711 members Entering Unmasked Estep Score: -13360032.000000 Penalty: 5710.847656 Iteration 60F: 3 clusters Score -1.336003e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52367 members Mstep: Class 2 contains 47721 members Entering Unmasked Estep Score: -13360024.000000 Penalty: 5710.847656 Iteration 61Q: 3 clusters Score -1.336002e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52359 members Mstep: Class 2 contains 47729 members Entering Unmasked Estep Score: -13360029.000000 Penalty: 5710.847656 Iteration 62Q: 3 clusters Score -1.336003e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52353 members Mstep: Class 2 contains 47735 members Entering Unmasked Estep Score: -13360033.000000 Penalty: 5710.847656 Iteration 63Q: 3 clusters Score -1.336003e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52348 members Mstep: Class 2 contains 47740 members Entering Unmasked Estep Score: -13360039.000000 Penalty: 5710.847656 Iteration 64Q: 3 clusters Score -1.336004e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52342 members Mstep: Class 2 contains 47746 members Entering Unmasked Estep Score: -13360042.000000 Penalty: 5710.847656 Iteration 65Q: 3 clusters Score -1.336004e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52332 members Mstep: Class 2 contains 47756 members Entering Unmasked Estep Score: -13360033.000000 Penalty: 5710.847656 Iteration 66Q: 3 clusters Score -1.336003e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52323 members Mstep: Class 2 contains 47765 members Entering Unmasked Estep Score: -13360035.000000 Penalty: 5710.847656 Iteration 67Q: 3 clusters Score -1.336004e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52316 members Mstep: Class 2 contains 47772 members Entering Unmasked Estep Score: -13360034.000000 Penalty: 5710.847656 Iteration 68Q: 3 clusters Score -1.336003e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52305 members Mstep: Class 2 contains 47783 members Entering Unmasked Estep Score: -13360042.000000 Penalty: 5710.847656 Iteration 69Q: 3 clusters Score -1.336004e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52293 members Mstep: Class 2 contains 47795 members Entering Unmasked Estep Score: -13360032.000000 Penalty: 5710.847656 Iteration 70Q: 3 clusters Score -1.336003e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52285 members Mstep: Class 2 contains 47803 members Entering Unmasked Estep Score: -13360033.000000 Penalty: 5710.847656 Iteration 71Q: 3 clusters Score -1.336003e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52279 members Mstep: Class 2 contains 47809 members Entering Unmasked Estep Score: -13360030.000000 Penalty: 5710.847656 Iteration 72Q: 3 clusters Score -1.336003e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52274 members Mstep: Class 2 contains 47814 members Entering Unmasked Estep Score: -13360027.000000 Penalty: 5710.847656 Iteration 73Q: 3 clusters Score -1.336003e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52266 members Mstep: Class 2 contains 47822 members Entering Unmasked Estep Score: -13360026.000000 Penalty: 5710.847656 Iteration 74Q: 3 clusters Score -1.336003e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52261 members Mstep: Class 2 contains 47827 members Entering Unmasked Estep Score: -13360027.000000 Penalty: 5710.847656 Iteration 75Q: 3 clusters Score -1.336003e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52252 members Mstep: Class 2 contains 47836 members Entering Unmasked Estep Score: -13360036.000000 Penalty: 5710.847656 Iteration 76Q: 3 clusters Score -1.336004e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52247 members Mstep: Class 2 contains 47841 members Entering Unmasked Estep Score: -13360027.000000 Penalty: 5710.847656 Iteration 77Q: 3 clusters Score -1.336003e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52244 members Mstep: Class 2 contains 47844 members Entering Unmasked Estep Score: -13360023.000000 Penalty: 5710.847656 Iteration 78Q: 3 clusters Score -1.336002e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52239 members Mstep: Class 2 contains 47849 members Entering Unmasked Estep Score: -13360026.000000 Penalty: 5710.847656 Iteration 79Q: 3 clusters Score -1.336003e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52233 members Mstep: Class 2 contains 47855 members Entering Unmasked Estep Score: -13360018.000000 Penalty: 5710.847656 Iteration 80F: 3 clusters Score -1.336002e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52229 members Mstep: Class 2 contains 47859 members Entering Unmasked Estep Score: -13360022.000000 Penalty: 5710.847656 Iteration 81Q: 3 clusters Score -1.336002e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52223 members Mstep: Class 2 contains 47865 members Entering Unmasked Estep Score: -13360038.000000 Penalty: 5710.847656 Iteration 82Q: 3 clusters Score -1.336004e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52217 members Mstep: Class 2 contains 47871 members Entering Unmasked Estep Score: -13360025.000000 Penalty: 5710.847656 Iteration 83Q: 3 clusters Score -1.336002e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52213 members Mstep: Class 2 contains 47875 members Entering Unmasked Estep Score: -13360032.000000 Penalty: 5710.847656 Iteration 84Q: 3 clusters Score -1.336003e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52208 members Mstep: Class 2 contains 47880 members Entering Unmasked Estep Score: -13360033.000000 Penalty: 5710.847656 Iteration 85Q: 3 clusters Score -1.336003e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52204 members Mstep: Class 2 contains 47884 members Entering Unmasked Estep Score: -13360029.000000 Penalty: 5710.847656 Iteration 86Q: 3 clusters Score -1.336003e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52202 members Mstep: Class 2 contains 47886 members Entering Unmasked Estep Score: -13360035.000000 Penalty: 5710.847656 Iteration 87Q: 3 clusters Score -1.336004e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52200 members Mstep: Class 2 contains 47888 members Entering Unmasked Estep Score: -13360039.000000 Penalty: 5710.847656 Iteration 88Q: 3 clusters Score -1.336004e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52200 members Mstep: Class 2 contains 47888 members Entering Unmasked Estep Score: -13360039.000000 Penalty: 5710.847656 Iteration 89F: 3 clusters Score -1.336004e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100554 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65494 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143329 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9349 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52200 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4985 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12696 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 25421 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 24 contains 47888 members Mstep: Class 25 contains 508 members Entering Unmasked Estep Score: -85886792.000000 Penalty: 83037.125000 Splitting cluster 13 changes total score from -85884296.000000 to -85886792.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 14 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -90151.968750 Penalty: 1635.074951 Iteration 0F: 2 clusters Score -90151.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -88495.007812 Penalty: 3270.149902 Iteration 0F: 3 clusters Score -88495.01 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -88808.976562 Penalty: 3270.149902 Iteration 1F: 3 clusters Score -88808.98 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -88945.570312 Penalty: 3270.149902 Iteration 2F: 3 clusters Score -88945.57 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -89028.046875 Penalty: 3270.149902 Iteration 3Q: 3 clusters Score -89028.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -89074.609375 Penalty: 3270.149902 Iteration 4Q: 3 clusters Score -89074.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -89107.953125 Penalty: 3270.149902 Iteration 5Q: 3 clusters Score -89107.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -89135.273438 Penalty: 3270.149902 Iteration 6Q: 3 clusters Score -89135.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -89152.234375 Penalty: 3270.149902 Iteration 7Q: 3 clusters Score -89152.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -89176.257812 Penalty: 3270.149902 Iteration 8Q: 3 clusters Score -89176.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -89189.234375 Penalty: 3270.149902 Iteration 9Q: 3 clusters Score -89189.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -89205.398438 Penalty: 3270.149902 Iteration 10Q: 3 clusters Score -89205.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -89216.148438 Penalty: 3270.149902 Iteration 11Q: 3 clusters Score -89216.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -89227.312500 Penalty: 3270.149902 Iteration 12Q: 3 clusters Score -89227.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -89236.593750 Penalty: 3270.149902 Iteration 13Q: 3 clusters Score -89236.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -89243.773438 Penalty: 3270.149902 Iteration 14Q: 3 clusters Score -89243.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -89263.289062 Penalty: 3270.149902 Iteration 15Q: 3 clusters Score -89263.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -89278.195312 Penalty: 3270.149902 Iteration 16Q: 3 clusters Score -89278.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -89301.335938 Penalty: 3270.149902 Iteration 17Q: 3 clusters Score -89301.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -89305.171875 Penalty: 3270.149902 Iteration 18Q: 3 clusters Score -89305.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -89309.390625 Penalty: 3270.149902 Iteration 19Q: 3 clusters Score -89309.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -89321.828125 Penalty: 3270.149902 Iteration 20F: 3 clusters Score -89321.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -89328.351562 Penalty: 3270.149902 Iteration 21Q: 3 clusters Score -89328.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -89336.265625 Penalty: 3270.149902 Iteration 22Q: 3 clusters Score -89336.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -89344.710938 Penalty: 3270.149902 Iteration 23Q: 3 clusters Score -89344.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -89355.750000 Penalty: 3270.149902 Iteration 24Q: 3 clusters Score -89355.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -89366.851562 Penalty: 3270.149902 Iteration 25Q: 3 clusters Score -89366.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -89372.093750 Penalty: 3270.149902 Iteration 26Q: 3 clusters Score -89372.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -89375.492188 Penalty: 3270.149902 Iteration 27Q: 3 clusters Score -89375.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -89377.968750 Penalty: 3270.149902 Iteration 28Q: 3 clusters Score -89377.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -89380.601562 Penalty: 3270.149902 Iteration 29Q: 3 clusters Score -89380.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -89380.601562 Penalty: 3270.149902 Iteration 30F: 3 clusters Score -89380.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Entering Unmasked Estep Score: -86219.945312 Penalty: 1633.028198 Iteration 0F: 2 clusters Score -86219.95 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 364 members Entering Unmasked Estep Score: -84554.367188 Penalty: 3266.056396 Iteration 0F: 3 clusters Score -84554.37 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -84781.648438 Penalty: 3266.056396 Iteration 1F: 3 clusters Score -84781.65 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -84852.492188 Penalty: 3266.056396 Iteration 2F: 3 clusters Score -84852.49 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -84889.367188 Penalty: 3266.056396 Iteration 3Q: 3 clusters Score -84889.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -84905.562500 Penalty: 3266.056396 Iteration 4Q: 3 clusters Score -84905.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -84924.664062 Penalty: 3266.056396 Iteration 5Q: 3 clusters Score -84924.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -84940.289062 Penalty: 3266.056396 Iteration 6Q: 3 clusters Score -84940.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -84948.468750 Penalty: 3266.056396 Iteration 7Q: 3 clusters Score -84948.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -84962.890625 Penalty: 3266.056396 Iteration 8Q: 3 clusters Score -84962.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -84968.015625 Penalty: 3266.056396 Iteration 9Q: 3 clusters Score -84968.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -84968.015625 Penalty: 3266.056396 Iteration 10F: 3 clusters Score -84968.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4985 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Entering Unmasked Estep Score: -658231.125000 Penalty: 2111.518799 Iteration 0F: 2 clusters Score -658231.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -653712.187500 Penalty: 4223.037598 Iteration 0F: 3 clusters Score -653712.2 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -654750.062500 Penalty: 4223.037598 Iteration 1F: 3 clusters Score -654750.1 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -655016.625000 Penalty: 4223.037598 Iteration 2F: 3 clusters Score -655016.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -655212.625000 Penalty: 4223.037598 Iteration 3F: 3 clusters Score -655212.6 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -655460.562500 Penalty: 4223.037598 Iteration 4F: 3 clusters Score -655460.6 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -655748.687500 Penalty: 4223.037598 Iteration 5F: 3 clusters Score -655748.7 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3323 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -656087.875000 Penalty: 4223.037598 Iteration 6F: 3 clusters Score -656087.9 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -656383.187500 Penalty: 4223.037598 Iteration 7F: 3 clusters Score -656383.2 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -656613.625000 Penalty: 4223.037598 Iteration 8F: 3 clusters Score -656613.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -656797.562500 Penalty: 4223.037598 Iteration 9Q: 3 clusters Score -656797.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -656931.687500 Penalty: 4223.037598 Iteration 10Q: 3 clusters Score -656931.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -657033.625000 Penalty: 4223.037598 Iteration 11Q: 3 clusters Score -657033.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -657126.125000 Penalty: 4223.037598 Iteration 12Q: 3 clusters Score -657126.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -657199.187500 Penalty: 4223.037598 Iteration 13Q: 3 clusters Score -657199.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4108 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -657267.437500 Penalty: 4223.037598 Iteration 14Q: 3 clusters Score -657267.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -657321.250000 Penalty: 4223.037598 Iteration 15Q: 3 clusters Score -657321.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -657382.562500 Penalty: 4223.037598 Iteration 16Q: 3 clusters Score -657382.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -657438.312500 Penalty: 4223.037598 Iteration 17Q: 3 clusters Score -657438.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -657472.562500 Penalty: 4223.037598 Iteration 18Q: 3 clusters Score -657472.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -657487.250000 Penalty: 4223.037598 Iteration 19Q: 3 clusters Score -657487.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -657492.687500 Penalty: 4223.037598 Iteration 20F: 3 clusters Score -657492.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -657498.437500 Penalty: 4223.037598 Iteration 21Q: 3 clusters Score -657498.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -657499.750000 Penalty: 4223.037598 Iteration 22Q: 3 clusters Score -657499.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -657501.062500 Penalty: 4223.037598 Iteration 23Q: 3 clusters Score -657501.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -657501.312500 Penalty: 4223.037598 Iteration 24Q: 3 clusters Score -657501.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -657502.250000 Penalty: 4223.037598 Iteration 25Q: 3 clusters Score -657502.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -657502.250000 Penalty: 4223.037598 Iteration 26F: 3 clusters Score -657502.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7759 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7759 members Entering Unmasked Estep Score: -1030186.250000 Penalty: 2221.239014 Iteration 0F: 2 clusters Score -1030186 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1023920.250000 Penalty: 4442.478027 Iteration 0F: 3 clusters Score -1023920 nChanged 3122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1025484.625000 Penalty: 4442.478027 Iteration 1F: 3 clusters Score -1025485 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1025799.000000 Penalty: 4442.478027 Iteration 2F: 3 clusters Score -1025799 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1025984.437500 Penalty: 4442.478027 Iteration 3F: 3 clusters Score -1025984 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -1026114.250000 Penalty: 4442.478027 Iteration 4Q: 3 clusters Score -1026114 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1026201.750000 Penalty: 4442.478027 Iteration 5Q: 3 clusters Score -1026202 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -1026267.812500 Penalty: 4442.478027 Iteration 6Q: 3 clusters Score -1026268 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -1026330.187500 Penalty: 4442.478027 Iteration 7Q: 3 clusters Score -1026330 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -1026386.625000 Penalty: 4442.478027 Iteration 8Q: 3 clusters Score -1026387 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1026440.000000 Penalty: 4442.478027 Iteration 9Q: 3 clusters Score -1026440 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1026486.250000 Penalty: 4442.478027 Iteration 10Q: 3 clusters Score -1026486 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1026532.187500 Penalty: 4442.478027 Iteration 11Q: 3 clusters Score -1026532 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -1026597.500000 Penalty: 4442.478027 Iteration 12Q: 3 clusters Score -1026598 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -1026697.312500 Penalty: 4442.478027 Iteration 13Q: 3 clusters Score -1026697 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -1026792.562500 Penalty: 4442.478027 Iteration 14Q: 3 clusters Score -1026793 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1026902.812500 Penalty: 4442.478027 Iteration 15Q: 3 clusters Score -1026903 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1027052.625000 Penalty: 4442.478027 Iteration 16Q: 3 clusters Score -1027053 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -1027230.062500 Penalty: 4442.478027 Iteration 17Q: 3 clusters Score -1027230 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -1027470.562500 Penalty: 4442.478027 Iteration 18Q: 3 clusters Score -1027471 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1027771.312500 Penalty: 4442.478027 Iteration 19Q: 3 clusters Score -1027771 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -1028205.250000 Penalty: 4442.478027 Iteration 20F: 3 clusters Score -1028205 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -1028824.437500 Penalty: 4442.478027 Iteration 21Q: 3 clusters Score -1028824 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -1029307.687500 Penalty: 4442.478027 Iteration 22Q: 3 clusters Score -1029308 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1029577.500000 Penalty: 4442.478027 Iteration 23Q: 3 clusters Score -1029578 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -1029706.625000 Penalty: 4442.478027 Iteration 24Q: 3 clusters Score -1029707 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -1029770.187500 Penalty: 4442.478027 Iteration 25Q: 3 clusters Score -1029770 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 4293 members Entering Unmasked Estep Score: -1029796.875000 Penalty: 4442.478027 Iteration 26Q: 3 clusters Score -1029797 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1029808.625000 Penalty: 4442.478027 Iteration 27Q: 3 clusters Score -1029809 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1029816.187500 Penalty: 4442.478027 Iteration 28Q: 3 clusters Score -1029816 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1029818.562500 Penalty: 4442.478027 Iteration 29Q: 3 clusters Score -1029819 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1029819.375000 Penalty: 4442.478027 Iteration 30Q: 3 clusters Score -1029819 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -1029823.000000 Penalty: 4442.478027 Iteration 31Q: 3 clusters Score -1029823 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1029822.125000 Penalty: 4442.478027 Iteration 32Q: 3 clusters Score -1029822 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -1029824.687500 Penalty: 4442.478027 Iteration 33Q: 3 clusters Score -1029825 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -1029827.812500 Penalty: 4442.478027 Iteration 34Q: 3 clusters Score -1029828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1029826.875000 Penalty: 4442.478027 Iteration 35Q: 3 clusters Score -1029827 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -1029827.562500 Penalty: 4442.478027 Iteration 36Q: 3 clusters Score -1029828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -1029829.125000 Penalty: 4442.478027 Iteration 37Q: 3 clusters Score -1029829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1029828.812500 Penalty: 4442.478027 Iteration 38Q: 3 clusters Score -1029829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1029827.375000 Penalty: 4442.478027 Iteration 39Q: 3 clusters Score -1029827 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1029827.375000 Penalty: 4442.478027 Iteration 40F: 3 clusters Score -1029827 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12696 members Entering Unmasked Estep Score: -1577412.375000 Penalty: 2343.362549 Iteration 0F: 2 clusters Score -1577412 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -1568045.125000 Penalty: 4686.725098 Iteration 0F: 3 clusters Score -1568045 nChanged 5356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1571153.000000 Penalty: 4686.725098 Iteration 1F: 3 clusters Score -1571153 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -1571771.250000 Penalty: 4686.725098 Iteration 2F: 3 clusters Score -1571771 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -1572344.875000 Penalty: 4686.725098 Iteration 3F: 3 clusters Score -1572345 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 6227 members Entering Unmasked Estep Score: -1572806.375000 Penalty: 4686.725098 Iteration 4F: 3 clusters Score -1572806 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 6147 members Entering Unmasked Estep Score: -1573160.875000 Penalty: 4686.725098 Iteration 5F: 3 clusters Score -1573161 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -1573439.500000 Penalty: 4686.725098 Iteration 6Q: 3 clusters Score -1573440 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 5964 members Entering Unmasked Estep Score: -1573699.250000 Penalty: 4686.725098 Iteration 7Q: 3 clusters Score -1573699 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6844 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -1573920.125000 Penalty: 4686.725098 Iteration 8Q: 3 clusters Score -1573920 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -1574105.750000 Penalty: 4686.725098 Iteration 9Q: 3 clusters Score -1574106 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -1574256.000000 Penalty: 4686.725098 Iteration 10Q: 3 clusters Score -1574256 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -1574363.875000 Penalty: 4686.725098 Iteration 11Q: 3 clusters Score -1574364 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -1574460.500000 Penalty: 4686.725098 Iteration 12Q: 3 clusters Score -1574460 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -1574539.500000 Penalty: 4686.725098 Iteration 13Q: 3 clusters Score -1574540 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 5134 members Entering Unmasked Estep Score: -1574609.125000 Penalty: 4686.725098 Iteration 14Q: 3 clusters Score -1574609 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -1574688.875000 Penalty: 4686.725098 Iteration 15Q: 3 clusters Score -1574689 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7840 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1574759.000000 Penalty: 4686.725098 Iteration 16Q: 3 clusters Score -1574759 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1574805.875000 Penalty: 4686.725098 Iteration 17Q: 3 clusters Score -1574806 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -1574853.625000 Penalty: 4686.725098 Iteration 18Q: 3 clusters Score -1574854 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8239 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1574892.375000 Penalty: 4686.725098 Iteration 19Q: 3 clusters Score -1574892 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8355 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1574931.625000 Penalty: 4686.725098 Iteration 20F: 3 clusters Score -1574932 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8476 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1574973.750000 Penalty: 4686.725098 Iteration 21Q: 3 clusters Score -1574974 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -1575009.375000 Penalty: 4686.725098 Iteration 22Q: 3 clusters Score -1575009 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1575042.375000 Penalty: 4686.725098 Iteration 23Q: 3 clusters Score -1575042 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8838 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1575094.000000 Penalty: 4686.725098 Iteration 24Q: 3 clusters Score -1575094 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -1575136.125000 Penalty: 4686.725098 Iteration 25Q: 3 clusters Score -1575136 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -1575187.750000 Penalty: 4686.725098 Iteration 26Q: 3 clusters Score -1575188 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -1575234.750000 Penalty: 4686.725098 Iteration 27Q: 3 clusters Score -1575235 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 3312 members Entering Unmasked Estep Score: -1575294.250000 Penalty: 4686.725098 Iteration 28Q: 3 clusters Score -1575294 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -1575355.125000 Penalty: 4686.725098 Iteration 29Q: 3 clusters Score -1575355 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9690 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1575421.250000 Penalty: 4686.725098 Iteration 30Q: 3 clusters Score -1575421 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1575476.500000 Penalty: 4686.725098 Iteration 31Q: 3 clusters Score -1575476 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -1575532.625000 Penalty: 4686.725098 Iteration 32Q: 3 clusters Score -1575533 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10125 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -1575600.000000 Penalty: 4686.725098 Iteration 33Q: 3 clusters Score -1575600 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10262 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -1575664.125000 Penalty: 4686.725098 Iteration 34Q: 3 clusters Score -1575664 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10380 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1575731.250000 Penalty: 4686.725098 Iteration 35Q: 3 clusters Score -1575731 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -1575795.750000 Penalty: 4686.725098 Iteration 36Q: 3 clusters Score -1575796 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -1575862.625000 Penalty: 4686.725098 Iteration 37Q: 3 clusters Score -1575863 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10712 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -1575923.000000 Penalty: 4686.725098 Iteration 38Q: 3 clusters Score -1575923 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10794 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -1575958.750000 Penalty: 4686.725098 Iteration 39Q: 3 clusters Score -1575959 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -1575987.625000 Penalty: 4686.725098 Iteration 40F: 3 clusters Score -1575988 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10927 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -1576013.625000 Penalty: 4686.725098 Iteration 41Q: 3 clusters Score -1576014 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1576045.250000 Penalty: 4686.725098 Iteration 42Q: 3 clusters Score -1576045 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -1576069.500000 Penalty: 4686.725098 Iteration 43Q: 3 clusters Score -1576070 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -1576089.625000 Penalty: 4686.725098 Iteration 44Q: 3 clusters Score -1576090 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11134 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1576112.500000 Penalty: 4686.725098 Iteration 45Q: 3 clusters Score -1576112 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11178 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1576131.875000 Penalty: 4686.725098 Iteration 46Q: 3 clusters Score -1576132 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11221 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -1576152.875000 Penalty: 4686.725098 Iteration 47Q: 3 clusters Score -1576153 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11257 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1576170.500000 Penalty: 4686.725098 Iteration 48Q: 3 clusters Score -1576170 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1576184.375000 Penalty: 4686.725098 Iteration 49Q: 3 clusters Score -1576184 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11317 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -1576196.500000 Penalty: 4686.725098 Iteration 50Q: 3 clusters Score -1576196 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11338 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -1576211.250000 Penalty: 4686.725098 Iteration 51Q: 3 clusters Score -1576211 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11366 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -1576222.125000 Penalty: 4686.725098 Iteration 52Q: 3 clusters Score -1576222 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11387 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1576238.375000 Penalty: 4686.725098 Iteration 53Q: 3 clusters Score -1576238 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11404 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1576247.625000 Penalty: 4686.725098 Iteration 54Q: 3 clusters Score -1576248 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1576254.375000 Penalty: 4686.725098 Iteration 55Q: 3 clusters Score -1576254 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11435 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -1576262.875000 Penalty: 4686.725098 Iteration 56Q: 3 clusters Score -1576263 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11449 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1576272.125000 Penalty: 4686.725098 Iteration 57Q: 3 clusters Score -1576272 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11472 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -1576289.750000 Penalty: 4686.725098 Iteration 58Q: 3 clusters Score -1576290 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -1576297.250000 Penalty: 4686.725098 Iteration 59Q: 3 clusters Score -1576297 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -1576302.625000 Penalty: 4686.725098 Iteration 60F: 3 clusters Score -1576303 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -1576319.750000 Penalty: 4686.725098 Iteration 61Q: 3 clusters Score -1576320 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11555 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -1576333.500000 Penalty: 4686.725098 Iteration 62Q: 3 clusters Score -1576334 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -1576348.875000 Penalty: 4686.725098 Iteration 63Q: 3 clusters Score -1576349 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1576360.125000 Penalty: 4686.725098 Iteration 64Q: 3 clusters Score -1576360 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11604 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1576370.625000 Penalty: 4686.725098 Iteration 65Q: 3 clusters Score -1576371 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11618 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1576378.125000 Penalty: 4686.725098 Iteration 66Q: 3 clusters Score -1576378 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11632 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -1576384.750000 Penalty: 4686.725098 Iteration 67Q: 3 clusters Score -1576385 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1576392.375000 Penalty: 4686.725098 Iteration 68Q: 3 clusters Score -1576392 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11654 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -1576398.125000 Penalty: 4686.725098 Iteration 69Q: 3 clusters Score -1576398 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11665 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1576402.625000 Penalty: 4686.725098 Iteration 70Q: 3 clusters Score -1576403 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -1576407.375000 Penalty: 4686.725098 Iteration 71Q: 3 clusters Score -1576407 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11679 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -1576409.875000 Penalty: 4686.725098 Iteration 72Q: 3 clusters Score -1576410 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11683 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1576414.625000 Penalty: 4686.725098 Iteration 73Q: 3 clusters Score -1576415 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11689 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -1576415.875000 Penalty: 4686.725098 Iteration 74Q: 3 clusters Score -1576416 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1576419.125000 Penalty: 4686.725098 Iteration 75Q: 3 clusters Score -1576419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11691 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1576419.750000 Penalty: 4686.725098 Iteration 76Q: 3 clusters Score -1576420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -1576420.000000 Penalty: 4686.725098 Iteration 77Q: 3 clusters Score -1576420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11694 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -1576422.875000 Penalty: 4686.725098 Iteration 78Q: 3 clusters Score -1576423 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11699 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -1576425.750000 Penalty: 4686.725098 Iteration 79Q: 3 clusters Score -1576426 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11702 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -1576428.875000 Penalty: 4686.725098 Iteration 80F: 3 clusters Score -1576429 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -1576429.625000 Penalty: 4686.725098 Iteration 81Q: 3 clusters Score -1576430 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11704 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -1576429.750000 Penalty: 4686.725098 Iteration 82Q: 3 clusters Score -1576430 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11705 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -1576430.125000 Penalty: 4686.725098 Iteration 83Q: 3 clusters Score -1576430 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1576429.250000 Penalty: 4686.725098 Iteration 84Q: 3 clusters Score -1576429 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11706 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -1576429.250000 Penalty: 4686.725098 Iteration 85F: 3 clusters Score -1576429 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Entering Unmasked Estep Score: -461781.281250 Penalty: 2040.720337 Iteration 0F: 2 clusters Score -461781.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -458026.906250 Penalty: 4081.440674 Iteration 0F: 3 clusters Score -458026.9 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -458891.343750 Penalty: 4081.440674 Iteration 1F: 3 clusters Score -458891.3 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -459100.500000 Penalty: 4081.440674 Iteration 2F: 3 clusters Score -459100.5 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -459241.156250 Penalty: 4081.440674 Iteration 3F: 3 clusters Score -459241.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -459344.593750 Penalty: 4081.440674 Iteration 4Q: 3 clusters Score -459344.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -459413.250000 Penalty: 4081.440674 Iteration 5Q: 3 clusters Score -459413.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -459483.093750 Penalty: 4081.440674 Iteration 6Q: 3 clusters Score -459483.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -459553.000000 Penalty: 4081.440674 Iteration 7Q: 3 clusters Score -459553 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -459610.093750 Penalty: 4081.440674 Iteration 8Q: 3 clusters Score -459610.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -459656.625000 Penalty: 4081.440674 Iteration 9Q: 3 clusters Score -459656.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -459698.312500 Penalty: 4081.440674 Iteration 10Q: 3 clusters Score -459698.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -459731.093750 Penalty: 4081.440674 Iteration 11Q: 3 clusters Score -459731.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -459754.343750 Penalty: 4081.440674 Iteration 12Q: 3 clusters Score -459754.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -459775.031250 Penalty: 4081.440674 Iteration 13Q: 3 clusters Score -459775 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -459791.250000 Penalty: 4081.440674 Iteration 14Q: 3 clusters Score -459791.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -459804.437500 Penalty: 4081.440674 Iteration 15Q: 3 clusters Score -459804.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -459817.125000 Penalty: 4081.440674 Iteration 16Q: 3 clusters Score -459817.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -459838.875000 Penalty: 4081.440674 Iteration 17Q: 3 clusters Score -459838.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -459859.593750 Penalty: 4081.440674 Iteration 18Q: 3 clusters Score -459859.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -459885.437500 Penalty: 4081.440674 Iteration 19Q: 3 clusters Score -459885.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -459910.093750 Penalty: 4081.440674 Iteration 20F: 3 clusters Score -459910.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -459933.843750 Penalty: 4081.440674 Iteration 21Q: 3 clusters Score -459933.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -459966.187500 Penalty: 4081.440674 Iteration 22Q: 3 clusters Score -459966.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -459989.812500 Penalty: 4081.440674 Iteration 23Q: 3 clusters Score -459989.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -460006.343750 Penalty: 4081.440674 Iteration 24Q: 3 clusters Score -460006.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -460022.531250 Penalty: 4081.440674 Iteration 25Q: 3 clusters Score -460022.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -460035.718750 Penalty: 4081.440674 Iteration 26Q: 3 clusters Score -460035.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 1190 members Entering Unmasked 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Entering Unmasked Estep Score: -460148.562500 Penalty: 4081.440674 Iteration 31Q: 3 clusters Score -460148.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -460160.656250 Penalty: 4081.440674 Iteration 32Q: 3 clusters Score -460160.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -460180.062500 Penalty: 4081.440674 Iteration 33Q: 3 clusters Score -460180.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -460196.750000 Penalty: 4081.440674 Iteration 34Q: 3 clusters Score -460196.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -460211.000000 Penalty: 4081.440674 Iteration 35Q: 3 clusters Score -460211 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -460224.906250 Penalty: 4081.440674 Iteration 36Q: 3 clusters Score -460224.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -460236.625000 Penalty: 4081.440674 Iteration 37Q: 3 clusters Score -460236.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -460247.750000 Penalty: 4081.440674 Iteration 38Q: 3 clusters Score -460247.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -460257.125000 Penalty: 4081.440674 Iteration 39Q: 3 clusters Score -460257.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -460262.531250 Penalty: 4081.440674 Iteration 40F: 3 clusters Score -460262.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -460267.375000 Penalty: 4081.440674 Iteration 41Q: 3 clusters Score -460267.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -460274.468750 Penalty: 4081.440674 Iteration 42Q: 3 clusters Score -460274.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -460280.437500 Penalty: 4081.440674 Iteration 43Q: 3 clusters Score -460280.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -460283.250000 Penalty: 4081.440674 Iteration 44Q: 3 clusters Score -460283.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -460283.281250 Penalty: 4081.440674 Iteration 45Q: 3 clusters Score -460283.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -460285.500000 Penalty: 4081.440674 Iteration 46Q: 3 clusters Score -460285.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -460287.656250 Penalty: 4081.440674 Iteration 47Q: 3 clusters Score -460287.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -460289.312500 Penalty: 4081.440674 Iteration 48Q: 3 clusters Score -460289.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -460289.718750 Penalty: 4081.440674 Iteration 49Q: 3 clusters Score -460289.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -460290.156250 Penalty: 4081.440674 Iteration 50Q: 3 clusters Score -460290.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -460291.500000 Penalty: 4081.440674 Iteration 51Q: 3 clusters Score -460291.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -460292.531250 Penalty: 4081.440674 Iteration 52Q: 3 clusters Score -460292.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -460292.875000 Penalty: 4081.440674 Iteration 53Q: 3 clusters Score -460292.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -460292.875000 Penalty: 4081.440674 Iteration 54F: 3 clusters Score -460292.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25421 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25421 members Entering Unmasked Estep Score: -3367282.500000 Penalty: 2515.545898 Iteration 0F: 2 clusters Score -3367282 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12710 members Mstep: Class 2 contains 12711 members Entering Unmasked Estep Score: -3349715.750000 Penalty: 5031.091797 Iteration 0F: 3 clusters Score -3349716 nChanged 11356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12760 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -3356115.500000 Penalty: 5031.091797 Iteration 1F: 3 clusters Score -3356116 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12770 members Mstep: Class 2 contains 12651 members Entering Unmasked Estep Score: -3356709.000000 Penalty: 5031.091797 Iteration 2F: 3 clusters Score -3356709 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -3357192.750000 Penalty: 5031.091797 Iteration 3Q: 3 clusters Score -3357193 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12816 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -3357586.750000 Penalty: 5031.091797 Iteration 4Q: 3 clusters Score -3357587 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12891 members Mstep: Class 2 contains 12530 members Entering Unmasked Estep Score: -3357942.000000 Penalty: 5031.091797 Iteration 5Q: 3 clusters Score -3357942 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13033 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -3358303.250000 Penalty: 5031.091797 Iteration 6Q: 3 clusters Score -3358303 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13210 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -3358707.250000 Penalty: 5031.091797 Iteration 7Q: 3 clusters Score -3358707 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Mstep: Class 2 contains 12087 members Entering Unmasked Estep Score: -3359129.250000 Penalty: 5031.091797 Iteration 8Q: 3 clusters Score -3359129 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13473 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -3359705.500000 Penalty: 5031.091797 Iteration 9Q: 3 clusters Score -3359706 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13615 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -3360216.750000 Penalty: 5031.091797 Iteration 10Q: 3 clusters Score -3360217 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13758 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -3360731.500000 Penalty: 5031.091797 Iteration 11Q: 3 clusters Score -3360732 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13950 members Mstep: Class 2 contains 11471 members Entering Unmasked Estep Score: -3361177.000000 Penalty: 5031.091797 Iteration 12Q: 3 clusters Score -3361177 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14128 members Mstep: Class 2 contains 11293 members Entering Unmasked Estep Score: -3361492.000000 Penalty: 5031.091797 Iteration 13Q: 3 clusters Score -3361492 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14295 members Mstep: Class 2 contains 11126 members Entering Unmasked Estep Score: -3361680.500000 Penalty: 5031.091797 Iteration 14Q: 3 clusters Score -3361680 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14451 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -3361798.000000 Penalty: 5031.091797 Iteration 15Q: 3 clusters Score -3361798 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 10808 members Entering Unmasked Estep Score: -3361900.250000 Penalty: 5031.091797 Iteration 16Q: 3 clusters Score -3361900 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14747 members Mstep: Class 2 contains 10674 members Entering Unmasked Estep Score: -3361986.000000 Penalty: 5031.091797 Iteration 17Q: 3 clusters Score -3361986 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14906 members Mstep: Class 2 contains 10515 members Entering Unmasked Estep Score: -3362051.000000 Penalty: 5031.091797 Iteration 18Q: 3 clusters Score -3362051 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15045 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -3362129.750000 Penalty: 5031.091797 Iteration 19Q: 3 clusters Score -3362130 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15180 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -3362208.250000 Penalty: 5031.091797 Iteration 20F: 3 clusters Score -3362208 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -3362275.750000 Penalty: 5031.091797 Iteration 21Q: 3 clusters Score -3362276 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15453 members Mstep: Class 2 contains 9968 members Entering Unmasked Estep Score: -3362354.250000 Penalty: 5031.091797 Iteration 22Q: 3 clusters Score -3362354 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15629 members Mstep: Class 2 contains 9792 members Entering Unmasked Estep Score: -3362428.250000 Penalty: 5031.091797 Iteration 23Q: 3 clusters Score -3362428 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15812 members Mstep: Class 2 contains 9609 members Entering Unmasked Estep Score: -3362492.750000 Penalty: 5031.091797 Iteration 24Q: 3 clusters Score -3362493 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15999 members Mstep: Class 2 contains 9422 members Entering Unmasked Estep Score: -3362558.500000 Penalty: 5031.091797 Iteration 25Q: 3 clusters Score -3362558 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16195 members Mstep: Class 2 contains 9226 members Entering Unmasked Estep Score: -3362632.750000 Penalty: 5031.091797 Iteration 26Q: 3 clusters Score -3362633 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16399 members Mstep: Class 2 contains 9022 members Entering Unmasked Estep Score: -3362729.000000 Penalty: 5031.091797 Iteration 27Q: 3 clusters Score -3362729 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16598 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -3362816.500000 Penalty: 5031.091797 Iteration 28Q: 3 clusters Score -3362816 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16792 members Mstep: Class 2 contains 8629 members Entering Unmasked Estep Score: -3362905.750000 Penalty: 5031.091797 Iteration 29Q: 3 clusters Score -3362906 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16987 members Mstep: Class 2 contains 8434 members Entering Unmasked Estep Score: -3362985.750000 Penalty: 5031.091797 Iteration 30Q: 3 clusters Score -3362986 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17190 members Mstep: Class 2 contains 8231 members Entering Unmasked Estep Score: -3363062.000000 Penalty: 5031.091797 Iteration 31Q: 3 clusters Score -3363062 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17400 members Mstep: Class 2 contains 8021 members Entering Unmasked Estep Score: -3363154.000000 Penalty: 5031.091797 Iteration 32Q: 3 clusters Score -3363154 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17610 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -3363259.250000 Penalty: 5031.091797 Iteration 33Q: 3 clusters Score -3363259 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17823 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -3363368.500000 Penalty: 5031.091797 Iteration 34Q: 3 clusters Score -3363368 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18025 members Mstep: Class 2 contains 7396 members Entering Unmasked Estep Score: -3363482.250000 Penalty: 5031.091797 Iteration 35Q: 3 clusters Score -3363482 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18225 members Mstep: Class 2 contains 7196 members Entering Unmasked Estep Score: -3363588.250000 Penalty: 5031.091797 Iteration 36Q: 3 clusters Score -3363588 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18407 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -3363697.500000 Penalty: 5031.091797 Iteration 37Q: 3 clusters Score -3363698 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18549 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -3363821.750000 Penalty: 5031.091797 Iteration 38Q: 3 clusters Score -3363822 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18644 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -3363930.000000 Penalty: 5031.091797 Iteration 39Q: 3 clusters Score -3363930 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18726 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -3364083.500000 Penalty: 5031.091797 Iteration 40F: 3 clusters Score -3364084 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18784 members Mstep: Class 2 contains 6637 members Entering Unmasked Estep Score: -3364285.250000 Penalty: 5031.091797 Iteration 41Q: 3 clusters Score -3364285 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18835 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -3364480.750000 Penalty: 5031.091797 Iteration 42Q: 3 clusters Score -3364481 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18849 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -3364649.500000 Penalty: 5031.091797 Iteration 43Q: 3 clusters Score -3364650 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18810 members Mstep: Class 2 contains 6611 members Entering Unmasked Estep Score: -3364780.250000 Penalty: 5031.091797 Iteration 44Q: 3 clusters Score -3364780 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18712 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -3364917.000000 Penalty: 5031.091797 Iteration 45Q: 3 clusters Score -3364917 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18588 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -3365052.750000 Penalty: 5031.091797 Iteration 46Q: 3 clusters Score -3365053 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18435 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -3365195.500000 Penalty: 5031.091797 Iteration 47Q: 3 clusters Score -3365196 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18251 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -3365329.000000 Penalty: 5031.091797 Iteration 48Q: 3 clusters Score -3365329 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18021 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -3365458.250000 Penalty: 5031.091797 Iteration 49Q: 3 clusters Score -3365458 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -3365553.250000 Penalty: 5031.091797 Iteration 50Q: 3 clusters Score -3365553 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17646 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -3365635.750000 Penalty: 5031.091797 Iteration 51Q: 3 clusters Score -3365636 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17465 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -3365687.500000 Penalty: 5031.091797 Iteration 52Q: 3 clusters Score -3365688 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17298 members Mstep: Class 2 contains 8123 members Entering Unmasked Estep Score: -3365725.000000 Penalty: 5031.091797 Iteration 53Q: 3 clusters Score -3365725 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17144 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -3365767.250000 Penalty: 5031.091797 Iteration 54Q: 3 clusters Score -3365767 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17015 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -3365796.750000 Penalty: 5031.091797 Iteration 55Q: 3 clusters Score -3365797 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16900 members Mstep: Class 2 contains 8521 members Entering Unmasked Estep Score: -3365833.250000 Penalty: 5031.091797 Iteration 56Q: 3 clusters Score -3365833 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16791 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -3365858.750000 Penalty: 5031.091797 Iteration 57Q: 3 clusters Score -3365859 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16695 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -3365883.750000 Penalty: 5031.091797 Iteration 58Q: 3 clusters Score -3365884 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 8813 members Entering Unmasked Estep Score: -3365901.250000 Penalty: 5031.091797 Iteration 59Q: 3 clusters Score -3365901 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16528 members Mstep: Class 2 contains 8893 members Entering Unmasked Estep Score: -3365933.250000 Penalty: 5031.091797 Iteration 60F: 3 clusters Score -3365933 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16444 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -3365951.500000 Penalty: 5031.091797 Iteration 61Q: 3 clusters Score -3365952 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16378 members Mstep: Class 2 contains 9043 members Entering Unmasked Estep Score: -3365962.500000 Penalty: 5031.091797 Iteration 62Q: 3 clusters Score -3365962 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16322 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -3365970.500000 Penalty: 5031.091797 Iteration 63Q: 3 clusters Score -3365970 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16264 members Mstep: Class 2 contains 9157 members Entering Unmasked Estep Score: -3365970.500000 Penalty: 5031.091797 Iteration 64Q: 3 clusters Score -3365970 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16224 members Mstep: Class 2 contains 9197 members Entering Unmasked Estep Score: -3365978.750000 Penalty: 5031.091797 Iteration 65Q: 3 clusters Score -3365979 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16193 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -3365983.500000 Penalty: 5031.091797 Iteration 66Q: 3 clusters Score -3365984 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16163 members Mstep: Class 2 contains 9258 members Entering Unmasked Estep Score: -3365986.000000 Penalty: 5031.091797 Iteration 67Q: 3 clusters Score -3365986 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16126 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -3365984.000000 Penalty: 5031.091797 Iteration 68Q: 3 clusters Score -3365984 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16091 members Mstep: Class 2 contains 9330 members Entering Unmasked Estep Score: -3365981.750000 Penalty: 5031.091797 Iteration 69Q: 3 clusters Score -3365982 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16059 members Mstep: Class 2 contains 9362 members Entering Unmasked Estep Score: -3365987.000000 Penalty: 5031.091797 Iteration 70Q: 3 clusters Score -3365987 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 9396 members Entering Unmasked Estep Score: -3365991.000000 Penalty: 5031.091797 Iteration 71Q: 3 clusters Score -3365991 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16001 members Mstep: Class 2 contains 9420 members Entering Unmasked Estep Score: -3365993.500000 Penalty: 5031.091797 Iteration 72Q: 3 clusters Score -3365994 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15982 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -3365997.500000 Penalty: 5031.091797 Iteration 73Q: 3 clusters Score -3365998 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15956 members Mstep: Class 2 contains 9465 members Entering Unmasked Estep Score: -3366002.500000 Penalty: 5031.091797 Iteration 74Q: 3 clusters Score -3366002 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15932 members Mstep: Class 2 contains 9489 members Entering Unmasked Estep Score: -3366007.750000 Penalty: 5031.091797 Iteration 75Q: 3 clusters Score -3366008 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15910 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -3366003.000000 Penalty: 5031.091797 Iteration 76Q: 3 clusters Score -3366003 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15876 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -3366000.000000 Penalty: 5031.091797 Iteration 77Q: 3 clusters Score -3366000 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15844 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -3366001.500000 Penalty: 5031.091797 Iteration 78Q: 3 clusters Score -3366002 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15815 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -3366007.500000 Penalty: 5031.091797 Iteration 79Q: 3 clusters Score -3366008 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15793 members Mstep: Class 2 contains 9628 members Entering Unmasked Estep Score: -3366007.750000 Penalty: 5031.091797 Iteration 80F: 3 clusters Score -3366008 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15776 members Mstep: Class 2 contains 9645 members Entering Unmasked Estep Score: -3366013.000000 Penalty: 5031.091797 Iteration 81Q: 3 clusters Score -3366013 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15763 members Mstep: Class 2 contains 9658 members Entering Unmasked Estep Score: -3366020.750000 Penalty: 5031.091797 Iteration 82Q: 3 clusters Score -3366021 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15749 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -3366015.500000 Penalty: 5031.091797 Iteration 83Q: 3 clusters Score -3366016 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15736 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -3366019.500000 Penalty: 5031.091797 Iteration 84Q: 3 clusters Score -3366020 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15726 members Mstep: Class 2 contains 9695 members Entering Unmasked Estep Score: -3366014.750000 Penalty: 5031.091797 Iteration 85Q: 3 clusters Score -3366015 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15716 members Mstep: Class 2 contains 9705 members Entering Unmasked Estep Score: -3366025.750000 Penalty: 5031.091797 Iteration 86Q: 3 clusters Score -3366026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15710 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -3366021.250000 Penalty: 5031.091797 Iteration 87Q: 3 clusters Score -3366021 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15708 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -3366025.000000 Penalty: 5031.091797 Iteration 88Q: 3 clusters Score -3366025 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15707 members Mstep: Class 2 contains 9714 members Entering Unmasked Estep Score: -3366023.750000 Penalty: 5031.091797 Iteration 89Q: 3 clusters Score -3366024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15705 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -3366018.750000 Penalty: 5031.091797 Iteration 90Q: 3 clusters Score -3366019 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15704 members Mstep: Class 2 contains 9717 members Entering Unmasked Estep Score: -3366020.750000 Penalty: 5031.091797 Iteration 91Q: 3 clusters Score -3366021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15703 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -3366022.000000 Penalty: 5031.091797 Iteration 92Q: 3 clusters Score -3366022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15703 members Mstep: Class 2 contains 9718 members Entering Unmasked Estep Score: -3366022.000000 Penalty: 5031.091797 Iteration 93F: 3 clusters Score -3366022 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Entering Unmasked Estep Score: -150961.171875 Penalty: 1747.568481 Iteration 0F: 2 clusters Score -150961.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -148908.015625 Penalty: 3495.136963 Iteration 0F: 3 clusters Score -148908 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -149233.562500 Penalty: 3495.136963 Iteration 1F: 3 clusters Score -149233.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -149306.328125 Penalty: 3495.136963 Iteration 2F: 3 clusters Score -149306.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -149344.031250 Penalty: 3495.136963 Iteration 3Q: 3 clusters Score -149344 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -149365.515625 Penalty: 3495.136963 Iteration 4Q: 3 clusters Score -149365.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -149386.687500 Penalty: 3495.136963 Iteration 5Q: 3 clusters Score -149386.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -149396.562500 Penalty: 3495.136963 Iteration 6Q: 3 clusters Score -149396.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -149404.687500 Penalty: 3495.136963 Iteration 7Q: 3 clusters Score -149404.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -149407.453125 Penalty: 3495.136963 Iteration 8Q: 3 clusters Score -149407.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -149408.968750 Penalty: 3495.136963 Iteration 9Q: 3 clusters Score -149409 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -149412.609375 Penalty: 3495.136963 Iteration 10Q: 3 clusters Score -149412.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -149414.343750 Penalty: 3495.136963 Iteration 11Q: 3 clusters Score -149414.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -149419.250000 Penalty: 3495.136963 Iteration 12Q: 3 clusters Score -149419.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -149423.546875 Penalty: 3495.136963 Iteration 13Q: 3 clusters Score -149423.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -149425.203125 Penalty: 3495.136963 Iteration 14Q: 3 clusters Score -149425.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -149428.484375 Penalty: 3495.136963 Iteration 15Q: 3 clusters Score -149428.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -149430.671875 Penalty: 3495.136963 Iteration 16Q: 3 clusters Score -149430.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -149433.906250 Penalty: 3495.136963 Iteration 17Q: 3 clusters Score -149433.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -149436.531250 Penalty: 3495.136963 Iteration 18Q: 3 clusters Score -149436.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -149439.265625 Penalty: 3495.136963 Iteration 19Q: 3 clusters Score -149439.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -149440.375000 Penalty: 3495.136963 Iteration 20F: 3 clusters Score -149440.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Entering Unmasked Estep Score: -84999.398438 Penalty: 1621.099487 Iteration 0F: 2 clusters Score -84999.4 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 355 members Entering Unmasked Estep Score: -83337.054688 Penalty: 3242.198975 Iteration 0F: 3 clusters Score -83337.05 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -83562.000000 Penalty: 3242.198975 Iteration 1F: 3 clusters Score -83562 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -83627.570312 Penalty: 3242.198975 Iteration 2Q: 3 clusters Score -83627.57 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -83669.070312 Penalty: 3242.198975 Iteration 3Q: 3 clusters Score -83669.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -83687.710938 Penalty: 3242.198975 Iteration 4Q: 3 clusters Score -83687.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -83703.179688 Penalty: 3242.198975 Iteration 5Q: 3 clusters Score -83703.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -83713.539062 Penalty: 3242.198975 Iteration 6Q: 3 clusters Score -83713.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -83722.523438 Penalty: 3242.198975 Iteration 7Q: 3 clusters Score -83722.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -83728.992188 Penalty: 3242.198975 Iteration 8Q: 3 clusters Score -83728.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -83736.046875 Penalty: 3242.198975 Iteration 9Q: 3 clusters Score -83736.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -83737.515625 Penalty: 3242.198975 Iteration 10Q: 3 clusters Score -83737.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -83737.515625 Penalty: 3242.198975 Iteration 11F: 3 clusters Score -83737.52 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (48866 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48866 members Entering Unmasked Estep Score: -6551103.000000 Penalty: 2677.615479 Iteration 0F: 2 clusters Score -6551103 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24380 members Mstep: Class 2 contains 24486 members Entering Unmasked Estep Score: -6518071.500000 Penalty: 5355.230957 Iteration 0F: 3 clusters Score -6518072 nChanged 22653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24009 members Mstep: Class 2 contains 24857 members Entering Unmasked Estep Score: -6530732.500000 Penalty: 5355.230957 Iteration 1F: 3 clusters Score -6530732 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23765 members Mstep: Class 2 contains 25101 members Entering Unmasked Estep Score: -6531202.000000 Penalty: 5355.230957 Iteration 2Q: 3 clusters Score -6531202 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23367 members Mstep: Class 2 contains 25499 members Entering Unmasked Estep Score: -6531770.500000 Penalty: 5355.230957 Iteration 3Q: 3 clusters Score -6531770 nChanged 1862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22799 members Mstep: Class 2 contains 26067 members Entering Unmasked Estep Score: -6532367.000000 Penalty: 5355.230957 Iteration 4Q: 3 clusters Score -6532367 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21910 members Mstep: Class 2 contains 26956 members Entering Unmasked Estep Score: -6533091.500000 Penalty: 5355.230957 Iteration 5Q: 3 clusters Score -6533092 nChanged 2235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20651 members Mstep: Class 2 contains 28215 members Entering Unmasked Estep Score: -6534029.000000 Penalty: 5355.230957 Iteration 6Q: 3 clusters Score -6534029 nChanged 2557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18982 members Mstep: Class 2 contains 29884 members Entering Unmasked Estep Score: -6535300.000000 Penalty: 5355.230957 Iteration 7F: 3 clusters Score -6535300 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16947 members Mstep: Class 2 contains 31919 members Entering Unmasked Estep Score: -6536742.000000 Penalty: 5355.230957 Iteration 8F: 3 clusters Score -6536742 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14578 members Mstep: Class 2 contains 34288 members Entering Unmasked Estep Score: -6538566.000000 Penalty: 5355.230957 Iteration 9F: 3 clusters Score -6538566 nChanged 2907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12043 members Mstep: Class 2 contains 36823 members Entering Unmasked Estep Score: -6540473.500000 Penalty: 5355.230957 Iteration 10F: 3 clusters Score -6540474 nChanged 2821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9472 members Mstep: Class 2 contains 39394 members Entering Unmasked Estep Score: -6542412.000000 Penalty: 5355.230957 Iteration 11F: 3 clusters Score -6542412 nChanged 2448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 41708 members Entering Unmasked Estep Score: -6544174.000000 Penalty: 5355.230957 Iteration 12F: 3 clusters Score -6544174 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 43665 members Entering Unmasked Estep Score: -6545692.500000 Penalty: 5355.230957 Iteration 13Q: 3 clusters Score -6545692 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 45180 members Entering Unmasked Estep Score: -6546771.500000 Penalty: 5355.230957 Iteration 14Q: 3 clusters Score -6546772 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 46287 members Entering Unmasked Estep Score: -6547533.500000 Penalty: 5355.230957 Iteration 15Q: 3 clusters Score -6547534 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 46985 members Entering Unmasked Estep Score: -6548050.000000 Penalty: 5355.230957 Iteration 16Q: 3 clusters Score -6548050 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 47410 members Entering Unmasked Estep Score: -6548308.500000 Penalty: 5355.230957 Iteration 17Q: 3 clusters Score -6548308 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 47685 members Entering Unmasked Estep Score: -6548492.000000 Penalty: 5355.230957 Iteration 18Q: 3 clusters Score -6548492 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 47863 members Entering Unmasked Estep Score: -6548611.500000 Penalty: 5355.230957 Iteration 19Q: 3 clusters Score -6548612 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 47973 members Entering Unmasked Estep Score: -6548681.500000 Penalty: 5355.230957 Iteration 20F: 3 clusters Score -6548682 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 48040 members Entering Unmasked Estep Score: -6548728.000000 Penalty: 5355.230957 Iteration 21Q: 3 clusters Score -6548728 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 48096 members Entering Unmasked Estep Score: -6548770.500000 Penalty: 5355.230957 Iteration 22Q: 3 clusters Score -6548770 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 48127 members Entering Unmasked Estep Score: -6548795.500000 Penalty: 5355.230957 Iteration 23Q: 3 clusters Score -6548796 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 48147 members Entering Unmasked Estep Score: -6548805.000000 Penalty: 5355.230957 Iteration 24Q: 3 clusters Score -6548805 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 48171 members Entering Unmasked Estep Score: -6548812.500000 Penalty: 5355.230957 Iteration 25Q: 3 clusters Score -6548812 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 48181 members Entering Unmasked Estep Score: -6548821.000000 Penalty: 5355.230957 Iteration 26Q: 3 clusters Score -6548821 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 48193 members Entering Unmasked Estep Score: -6548824.000000 Penalty: 5355.230957 Iteration 27Q: 3 clusters Score -6548824 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 48204 members Entering Unmasked Estep Score: -6548850.000000 Penalty: 5355.230957 Iteration 28Q: 3 clusters Score -6548850 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 48209 members Entering Unmasked Estep Score: -6548854.000000 Penalty: 5355.230957 Iteration 29Q: 3 clusters Score -6548854 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 48212 members Entering Unmasked Estep Score: -6548852.500000 Penalty: 5355.230957 Iteration 30Q: 3 clusters Score -6548852 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 48215 members Entering Unmasked Estep Score: -6548858.000000 Penalty: 5355.230957 Iteration 31Q: 3 clusters Score -6548858 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 48221 members Entering Unmasked Estep Score: -6548858.500000 Penalty: 5355.230957 Iteration 32Q: 3 clusters Score -6548858 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 48226 members Entering Unmasked Estep Score: -6548857.000000 Penalty: 5355.230957 Iteration 33Q: 3 clusters Score -6548857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 48230 members Entering Unmasked Estep Score: -6548853.000000 Penalty: 5355.230957 Iteration 34Q: 3 clusters Score -6548853 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 48231 members Entering Unmasked Estep Score: -6548859.500000 Penalty: 5355.230957 Iteration 35Q: 3 clusters Score -6548860 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 48233 members Entering Unmasked Estep Score: -6548864.500000 Penalty: 5355.230957 Iteration 36Q: 3 clusters Score -6548864 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 48235 members Entering Unmasked Estep Score: -6548864.000000 Penalty: 5355.230957 Iteration 37Q: 3 clusters Score -6548864 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 48236 members Entering Unmasked Estep Score: -6548868.500000 Penalty: 5355.230957 Iteration 38Q: 3 clusters Score -6548868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 48236 members Entering Unmasked Estep Score: -6548868.500000 Penalty: 5355.230957 Iteration 39F: 3 clusters Score -6548868 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -61758.582031 Penalty: 1545.159424 Iteration 0F: 2 clusters Score -61758.58 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 245 members Entering Unmasked Estep Score: -60224.964844 Penalty: 3090.318848 Iteration 0F: 3 clusters Score -60224.96 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -60415.605469 Penalty: 3090.318848 Iteration 1F: 3 clusters Score -60415.61 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -60489.953125 Penalty: 3090.318848 Iteration 2Q: 3 clusters Score -60489.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -60524.593750 Penalty: 3090.318848 Iteration 3Q: 3 clusters Score -60524.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -60548.457031 Penalty: 3090.318848 Iteration 4Q: 3 clusters Score -60548.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -60554.882812 Penalty: 3090.318848 Iteration 5Q: 3 clusters Score -60554.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -60557.742188 Penalty: 3090.318848 Iteration 6Q: 3 clusters Score -60557.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -60560.808594 Penalty: 3090.318848 Iteration 7Q: 3 clusters Score -60560.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -60567.421875 Penalty: 3090.318848 Iteration 8Q: 3 clusters Score -60567.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -60574.230469 Penalty: 3090.318848 Iteration 9Q: 3 clusters Score -60574.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -60575.699219 Penalty: 3090.318848 Iteration 10Q: 3 clusters Score -60575.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -60575.699219 Penalty: 3090.318848 Iteration 11F: 3 clusters Score -60575.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 100554 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65494 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143329 members Mstep: Class 8 contains 76886 members Mstep: Class 9 contains 9349 members Mstep: Class 10 contains 40048 members Mstep: Class 11 contains 5245 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52200 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 724 members Mstep: Class 16 contains 4985 members Mstep: Class 17 contains 7759 members Mstep: Class 18 contains 12696 members Mstep: Class 19 contains 3747 members Mstep: Class 20 contains 25421 members Mstep: Class 21 contains 1149 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48866 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85888608.000000 Penalty: 83037.125000 Iteration 193F: 26 clusters Score -8.588861e+07 nChanged 4216 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 101018 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65504 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143303 members Mstep: Class 8 contains 76906 members Mstep: Class 9 contains 9349 members Mstep: Class 10 contains 40060 members Mstep: Class 11 contains 5230 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52128 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 727 members Mstep: Class 16 contains 4973 members Mstep: Class 17 contains 7762 members Mstep: Class 18 contains 12762 members Mstep: Class 19 contains 3728 members Mstep: Class 20 contains 25492 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48869 members Mstep: Class 24 contains 47370 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889248.000000 Penalty: 83037.125000 Iteration 194Q: 26 clusters Score -8.588925e+07 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 101361 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65505 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143273 members Mstep: Class 8 contains 76902 members Mstep: Class 9 contains 9354 members Mstep: Class 10 contains 40070 members Mstep: Class 11 contains 5226 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52125 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4958 members Mstep: Class 17 contains 7775 members Mstep: Class 18 contains 12803 members Mstep: Class 19 contains 3705 members Mstep: Class 20 contains 25543 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48875 members Mstep: Class 24 contains 46973 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889320.000000 Penalty: 83037.125000 Iteration 195Q: 26 clusters Score -8.588932e+07 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 101580 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65495 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143255 members Mstep: Class 8 contains 76910 members Mstep: Class 9 contains 9359 members Mstep: Class 10 contains 40074 members Mstep: Class 11 contains 5223 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52140 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4948 members Mstep: Class 17 contains 7785 members Mstep: Class 18 contains 12829 members Mstep: Class 19 contains 3697 members Mstep: Class 20 contains 25556 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48876 members Mstep: Class 24 contains 46720 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889384.000000 Penalty: 83037.125000 Iteration 196Q: 26 clusters Score -8.588938e+07 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 101713 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65478 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143234 members Mstep: Class 8 contains 76921 members Mstep: Class 9 contains 9366 members Mstep: Class 10 contains 40078 members Mstep: Class 11 contains 5223 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52159 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4942 members Mstep: Class 17 contains 7793 members Mstep: Class 18 contains 12846 members Mstep: Class 19 contains 3695 members Mstep: Class 20 contains 25572 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48876 members Mstep: Class 24 contains 46549 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889384.000000 Penalty: 83037.125000 Iteration 197Q: 26 clusters Score -8.588938e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 101814 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65468 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143218 members Mstep: Class 8 contains 76920 members Mstep: Class 9 contains 9375 members Mstep: Class 10 contains 40075 members Mstep: Class 11 contains 5222 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52184 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4940 members Mstep: Class 17 contains 7803 members Mstep: Class 18 contains 12859 members Mstep: Class 19 contains 3700 members Mstep: Class 20 contains 25576 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48876 members Mstep: Class 24 contains 46414 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889416.000000 Penalty: 83037.125000 Iteration 198Q: 26 clusters Score -8.588942e+07 nChanged 227 Entering ConstructFrom: Score: -85889416.000000 Penalty: 83037.125000 Entering ConstructFrom: Trying to split cluster 1 (5423 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5423 members Entering Unmasked Estep Score: -684534.062500 Penalty: 2132.404297 Iteration 0F: 2 clusters Score -684534.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -679762.750000 Penalty: 4264.808594 Iteration 0F: 3 clusters Score -679762.8 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -681005.187500 Penalty: 4264.808594 Iteration 1F: 3 clusters Score -681005.2 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -681319.250000 Penalty: 4264.808594 Iteration 2F: 3 clusters Score -681319.2 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -681550.187500 Penalty: 4264.808594 Iteration 3F: 3 clusters Score -681550.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -681783.687500 Penalty: 4264.808594 Iteration 4F: 3 clusters Score -681783.7 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -682011.312500 Penalty: 4264.808594 Iteration 5F: 3 clusters Score -682011.3 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -682187.250000 Penalty: 4264.808594 Iteration 6Q: 3 clusters Score -682187.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -682324.312500 Penalty: 4264.808594 Iteration 7Q: 3 clusters Score -682324.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -682427.312500 Penalty: 4264.808594 Iteration 8Q: 3 clusters Score -682427.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -682524.812500 Penalty: 4264.808594 Iteration 9Q: 3 clusters Score -682524.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -682592.125000 Penalty: 4264.808594 Iteration 10Q: 3 clusters Score -682592.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -682650.375000 Penalty: 4264.808594 Iteration 11Q: 3 clusters Score -682650.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -682705.687500 Penalty: 4264.808594 Iteration 12Q: 3 clusters Score -682705.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -682746.625000 Penalty: 4264.808594 Iteration 13Q: 3 clusters Score -682746.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -682778.625000 Penalty: 4264.808594 Iteration 14Q: 3 clusters Score -682778.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -682801.875000 Penalty: 4264.808594 Iteration 15Q: 3 clusters Score -682801.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 4104 members Entering Unmasked Estep Score: -682827.562500 Penalty: 4264.808594 Iteration 16Q: 3 clusters Score -682827.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -682842.750000 Penalty: 4264.808594 Iteration 17Q: 3 clusters Score -682842.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -682852.750000 Penalty: 4264.808594 Iteration 18Q: 3 clusters Score -682852.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -682862.750000 Penalty: 4264.808594 Iteration 19Q: 3 clusters Score -682862.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 4195 members Entering Unmasked Estep Score: -682875.312500 Penalty: 4264.808594 Iteration 20F: 3 clusters Score -682875.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -682881.375000 Penalty: 4264.808594 Iteration 21Q: 3 clusters Score -682881.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -682888.937500 Penalty: 4264.808594 Iteration 22Q: 3 clusters Score -682888.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -682897.875000 Penalty: 4264.808594 Iteration 23Q: 3 clusters Score -682897.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -682903.812500 Penalty: 4264.808594 Iteration 24Q: 3 clusters Score -682903.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -682910.375000 Penalty: 4264.808594 Iteration 25Q: 3 clusters Score -682910.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -682918.625000 Penalty: 4264.808594 Iteration 26Q: 3 clusters Score -682918.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 4287 members Entering Unmasked Estep Score: -682922.437500 Penalty: 4264.808594 Iteration 27Q: 3 clusters Score -682922.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -682929.437500 Penalty: 4264.808594 Iteration 28Q: 3 clusters Score -682929.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 4315 members Entering Unmasked Estep Score: -682937.500000 Penalty: 4264.808594 Iteration 29Q: 3 clusters Score -682937.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -682945.375000 Penalty: 4264.808594 Iteration 30Q: 3 clusters Score -682945.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -682953.187500 Penalty: 4264.808594 Iteration 31Q: 3 clusters Score -682953.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 4358 members Entering Unmasked Estep Score: -682960.250000 Penalty: 4264.808594 Iteration 32Q: 3 clusters Score -682960.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -682965.812500 Penalty: 4264.808594 Iteration 33Q: 3 clusters Score -682965.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -682967.812500 Penalty: 4264.808594 Iteration 34Q: 3 clusters Score -682967.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -682969.312500 Penalty: 4264.808594 Iteration 35Q: 3 clusters Score -682969.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -682970.250000 Penalty: 4264.808594 Iteration 36Q: 3 clusters Score -682970.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -682970.250000 Penalty: 4264.808594 Iteration 37F: 3 clusters Score -682970.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (101898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101898 members Entering Unmasked Estep Score: -13468126.000000 Penalty: 2859.868408 Iteration 0F: 2 clusters Score -1.346813e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50997 members Mstep: Class 2 contains 50901 members Entering Unmasked Estep Score: -13399864.000000 Penalty: 5719.736816 Iteration 0F: 3 clusters Score -1.339986e+07 nChanged 48283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51490 members Mstep: Class 2 contains 50408 members Entering Unmasked Estep Score: -13427246.000000 Penalty: 5719.736816 Iteration 1F: 3 clusters Score -1.342725e+07 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51603 members Mstep: Class 2 contains 50295 members Entering Unmasked Estep Score: -13428046.000000 Penalty: 5719.736816 Iteration 2Q: 3 clusters Score -1.342805e+07 nChanged 3259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51732 members Mstep: Class 2 contains 50166 members Entering Unmasked Estep Score: -13428740.000000 Penalty: 5719.736816 Iteration 3Q: 3 clusters Score -1.342874e+07 nChanged 3202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51846 members Mstep: Class 2 contains 50052 members Entering Unmasked Estep Score: -13429562.000000 Penalty: 5719.736816 Iteration 4Q: 3 clusters Score -1.342956e+07 nChanged 3203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51991 members Mstep: Class 2 contains 49907 members Entering Unmasked Estep Score: -13430351.000000 Penalty: 5719.736816 Iteration 5Q: 3 clusters Score -1.343035e+07 nChanged 3264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52197 members Mstep: Class 2 contains 49701 members Entering Unmasked Estep Score: -13431194.000000 Penalty: 5719.736816 Iteration 6Q: 3 clusters Score -1.343119e+07 nChanged 3345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52520 members Mstep: Class 2 contains 49378 members Entering Unmasked Estep Score: -13432106.000000 Penalty: 5719.736816 Iteration 7Q: 3 clusters Score -1.343211e+07 nChanged 3407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53051 members Mstep: Class 2 contains 48847 members Entering Unmasked Estep Score: -13433165.000000 Penalty: 5719.736816 Iteration 8Q: 3 clusters Score -1.343316e+07 nChanged 3612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53845 members Mstep: Class 2 contains 48053 members Entering Unmasked Estep Score: -13434386.000000 Penalty: 5719.736816 Iteration 9Q: 3 clusters Score -1.343439e+07 nChanged 3810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55031 members Mstep: Class 2 contains 46867 members Entering Unmasked Estep Score: -13435953.000000 Penalty: 5719.736816 Iteration 10Q: 3 clusters Score -1.343595e+07 nChanged 4162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56631 members Mstep: Class 2 contains 45267 members Entering Unmasked Estep Score: -13437698.000000 Penalty: 5719.736816 Iteration 11Q: 3 clusters Score -1.34377e+07 nChanged 4486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58575 members Mstep: Class 2 contains 43323 members Entering Unmasked Estep Score: -13440002.000000 Penalty: 5719.736816 Iteration 12Q: 3 clusters Score -1.344e+07 nChanged 4686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60939 members Mstep: Class 2 contains 40959 members Entering Unmasked Estep Score: -13442630.000000 Penalty: 5719.736816 Iteration 13Q: 3 clusters Score -1.344263e+07 nChanged 4724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63435 members Mstep: Class 2 contains 38463 members Entering Unmasked Estep Score: -13445161.000000 Penalty: 5719.736816 Iteration 14Q: 3 clusters Score -1.344516e+07 nChanged 4401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65756 members Mstep: Class 2 contains 36142 members Entering Unmasked Estep Score: -13447302.000000 Penalty: 5719.736816 Iteration 15Q: 3 clusters Score -1.34473e+07 nChanged 3799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67735 members Mstep: Class 2 contains 34163 members Entering Unmasked Estep Score: -13448985.000000 Penalty: 5719.736816 Iteration 16Q: 3 clusters Score -1.344898e+07 nChanged 3030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69417 members Mstep: Class 2 contains 32481 members Entering Unmasked Estep Score: -13450150.000000 Penalty: 5719.736816 Iteration 17Q: 3 clusters Score -1.345015e+07 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70939 members Mstep: Class 2 contains 30959 members Entering Unmasked Estep Score: -13450903.000000 Penalty: 5719.736816 Iteration 18Q: 3 clusters Score -1.34509e+07 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72402 members Mstep: Class 2 contains 29496 members Entering Unmasked Estep Score: -13451428.000000 Penalty: 5719.736816 Iteration 19Q: 3 clusters Score -1.345143e+07 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73826 members Mstep: Class 2 contains 28072 members Entering Unmasked Estep Score: -13451811.000000 Penalty: 5719.736816 Iteration 20F: 3 clusters Score -1.345181e+07 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75226 members Mstep: Class 2 contains 26672 members Entering Unmasked Estep Score: -13452287.000000 Penalty: 5719.736816 Iteration 21Q: 3 clusters Score -1.345229e+07 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76652 members Mstep: Class 2 contains 25246 members Entering Unmasked Estep Score: -13452662.000000 Penalty: 5719.736816 Iteration 22Q: 3 clusters Score -1.345266e+07 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78117 members Mstep: Class 2 contains 23781 members Entering Unmasked Estep Score: -13453080.000000 Penalty: 5719.736816 Iteration 23Q: 3 clusters Score -1.345308e+07 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79686 members Mstep: Class 2 contains 22212 members Entering Unmasked Estep Score: -13453597.000000 Penalty: 5719.736816 Iteration 24Q: 3 clusters Score -1.34536e+07 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81402 members Mstep: Class 2 contains 20496 members Entering Unmasked Estep Score: -13454191.000000 Penalty: 5719.736816 Iteration 25Q: 3 clusters Score -1.345419e+07 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83233 members Mstep: Class 2 contains 18665 members Entering Unmasked Estep Score: -13454887.000000 Penalty: 5719.736816 Iteration 26Q: 3 clusters Score -1.345489e+07 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85132 members Mstep: Class 2 contains 16766 members Entering Unmasked Estep Score: -13455613.000000 Penalty: 5719.736816 Iteration 27Q: 3 clusters Score -1.345561e+07 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87019 members Mstep: Class 2 contains 14879 members Entering Unmasked Estep Score: -13456485.000000 Penalty: 5719.736816 Iteration 28Q: 3 clusters Score -1.345648e+07 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88964 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -13457418.000000 Penalty: 5719.736816 Iteration 29Q: 3 clusters Score -1.345742e+07 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90921 members Mstep: Class 2 contains 10977 members Entering Unmasked Estep Score: -13458515.000000 Penalty: 5719.736816 Iteration 30Q: 3 clusters Score -1.345852e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92858 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -13459647.000000 Penalty: 5719.736816 Iteration 31Q: 3 clusters Score -1.345965e+07 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94684 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -13460831.000000 Penalty: 5719.736816 Iteration 32Q: 3 clusters Score -1.346083e+07 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96362 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -13462012.000000 Penalty: 5719.736816 Iteration 33Q: 3 clusters Score -1.346201e+07 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97828 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -13463021.000000 Penalty: 5719.736816 Iteration 34Q: 3 clusters Score -1.346302e+07 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99016 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -13463879.000000 Penalty: 5719.736816 Iteration 35Q: 3 clusters Score -1.346388e+07 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99889 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -13464570.000000 Penalty: 5719.736816 Iteration 36Q: 3 clusters Score -1.346457e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100465 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -13465015.000000 Penalty: 5719.736816 Iteration 37Q: 3 clusters Score -1.346502e+07 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100800 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -13465242.000000 Penalty: 5719.736816 Iteration 38Q: 3 clusters Score -1.346524e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101009 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -13465394.000000 Penalty: 5719.736816 Iteration 39Q: 3 clusters Score -1.346539e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101144 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -13465496.000000 Penalty: 5719.736816 Iteration 40F: 3 clusters Score -1.34655e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101229 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -13465568.000000 Penalty: 5719.736816 Iteration 41Q: 3 clusters Score -1.346557e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101285 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -13465585.000000 Penalty: 5719.736816 Iteration 42Q: 3 clusters Score -1.346558e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101316 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -13465613.000000 Penalty: 5719.736816 Iteration 43Q: 3 clusters Score -1.346561e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101338 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -13465640.000000 Penalty: 5719.736816 Iteration 44Q: 3 clusters Score -1.346564e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101350 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -13465649.000000 Penalty: 5719.736816 Iteration 45Q: 3 clusters Score -1.346565e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101361 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -13465650.000000 Penalty: 5719.736816 Iteration 46Q: 3 clusters Score -1.346565e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101368 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -13465649.000000 Penalty: 5719.736816 Iteration 47Q: 3 clusters Score -1.346565e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101372 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -13465659.000000 Penalty: 5719.736816 Iteration 48Q: 3 clusters Score -1.346566e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101377 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -13465667.000000 Penalty: 5719.736816 Iteration 49Q: 3 clusters Score -1.346567e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101379 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -13465666.000000 Penalty: 5719.736816 Iteration 50Q: 3 clusters Score -1.346567e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101381 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -13465665.000000 Penalty: 5719.736816 Iteration 51Q: 3 clusters Score -1.346566e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101388 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -13465671.000000 Penalty: 5719.736816 Iteration 52Q: 3 clusters Score -1.346567e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101391 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -13465667.000000 Penalty: 5719.736816 Iteration 53Q: 3 clusters Score -1.346567e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101394 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -13465680.000000 Penalty: 5719.736816 Iteration 54Q: 3 clusters Score -1.346568e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101395 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -13465674.000000 Penalty: 5719.736816 Iteration 55Q: 3 clusters Score -1.346567e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101398 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -13465680.000000 Penalty: 5719.736816 Iteration 56Q: 3 clusters Score -1.346568e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101399 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -13465689.000000 Penalty: 5719.736816 Iteration 57Q: 3 clusters Score -1.346569e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101399 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -13465689.000000 Penalty: 5719.736816 Iteration 58F: 3 clusters Score -1.346569e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -59312.097656 Penalty: 1536.212524 Iteration 0F: 2 clusters Score -59312.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -57835.457031 Penalty: 3072.425049 Iteration 0F: 3 clusters Score -57835.46 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -57991.546875 Penalty: 3072.425049 Iteration 1F: 3 clusters Score -57991.55 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58072.574219 Penalty: 3072.425049 Iteration 2Q: 3 clusters Score -58072.57 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -58182.289062 Penalty: 3072.425049 Iteration 3Q: 3 clusters Score -58182.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -58270.847656 Penalty: 3072.425049 Iteration 4Q: 3 clusters Score -58270.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -58331.898438 Penalty: 3072.425049 Iteration 5Q: 3 clusters Score -58331.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -58396.746094 Penalty: 3072.425049 Iteration 6Q: 3 clusters Score -58396.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -58450.632812 Penalty: 3072.425049 Iteration 7Q: 3 clusters Score -58450.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -58502.816406 Penalty: 3072.425049 Iteration 8Q: 3 clusters Score -58502.82 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -58540.210938 Penalty: 3072.425049 Iteration 9Q: 3 clusters Score -58540.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -58588.492188 Penalty: 3072.425049 Iteration 10Q: 3 clusters Score -58588.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -58650.390625 Penalty: 3072.425049 Iteration 11Q: 3 clusters Score -58650.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -58704.246094 Penalty: 3072.425049 Iteration 12Q: 3 clusters Score -58704.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -58727.171875 Penalty: 3072.425049 Iteration 13Q: 3 clusters Score -58727.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -58764.226562 Penalty: 3072.425049 Iteration 14Q: 3 clusters Score -58764.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -58776.921875 Penalty: 3072.425049 Iteration 15Q: 3 clusters Score -58776.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -58776.921875 Penalty: 3072.425049 Iteration 16F: 3 clusters Score -58776.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Entering Unmasked Estep Score: -24426.613281 Penalty: 1375.203979 Iteration 0F: 2 clusters Score -24426.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -23317.130859 Penalty: 2750.407959 Iteration 0F: 3 clusters Score -23317.13 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -23495.464844 Penalty: 2750.407959 Iteration 1F: 3 clusters Score -23495.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -23571.103516 Penalty: 2750.407959 Iteration 2F: 3 clusters Score -23571.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -23612.076172 Penalty: 2750.407959 Iteration 3Q: 3 clusters Score -23612.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -23638.175781 Penalty: 2750.407959 Iteration 4Q: 3 clusters Score -23638.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -23653.113281 Penalty: 2750.407959 Iteration 5Q: 3 clusters Score -23653.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -23695.070312 Penalty: 2750.407959 Iteration 6Q: 3 clusters Score -23695.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -23808.519531 Penalty: 2750.407959 Iteration 7Q: 3 clusters Score -23808.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -23969.824219 Penalty: 2750.407959 Iteration 8Q: 3 clusters Score -23969.82 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -24019.335938 Penalty: 2750.407959 Iteration 9Q: 3 clusters Score -24019.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -24084.105469 Penalty: 2750.407959 Iteration 10Q: 3 clusters Score -24084.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -24148.382812 Penalty: 2750.407959 Iteration 11Q: 3 clusters Score -24148.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -24166.867188 Penalty: 2750.407959 Iteration 12Q: 3 clusters Score -24166.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -24178.519531 Penalty: 2750.407959 Iteration 13Q: 3 clusters Score -24178.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -24184.214844 Penalty: 2750.407959 Iteration 14F: 3 clusters Score -24184.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -24196.177734 Penalty: 2750.407959 Iteration 15Q: 3 clusters Score -24196.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -24196.177734 Penalty: 2750.407959 Iteration 16F: 3 clusters Score -24196.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (65458 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65458 members Entering Unmasked Estep Score: -8862503.000000 Penalty: 2750.112549 Iteration 0F: 2 clusters Score -8862503 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32714 members Mstep: Class 2 contains 32744 members Entering Unmasked Estep Score: -8818559.000000 Penalty: 5500.225098 Iteration 0F: 3 clusters Score -8818559 nChanged 30629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32203 members Mstep: Class 2 contains 33255 members Entering Unmasked Estep Score: -8835933.000000 Penalty: 5500.225098 Iteration 1F: 3 clusters Score -8835933 nChanged 2905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31674 members Mstep: Class 2 contains 33784 members Entering Unmasked Estep Score: -8836987.000000 Penalty: 5500.225098 Iteration 2Q: 3 clusters Score -8836987 nChanged 3280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30784 members Mstep: Class 2 contains 34674 members Entering Unmasked Estep Score: -8838524.000000 Penalty: 5500.225098 Iteration 3F: 3 clusters Score -8838524 nChanged 3955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29463 members Mstep: Class 2 contains 35995 members Entering Unmasked Estep Score: -8840921.000000 Penalty: 5500.225098 Iteration 4F: 3 clusters Score -8840921 nChanged 4441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27912 members Mstep: Class 2 contains 37546 members Entering Unmasked Estep Score: -8843924.000000 Penalty: 5500.225098 Iteration 5F: 3 clusters Score -8843924 nChanged 4641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26635 members Mstep: Class 2 contains 38823 members Entering Unmasked Estep Score: -8846925.000000 Penalty: 5500.225098 Iteration 6F: 3 clusters Score -8846925 nChanged 4153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25946 members Mstep: Class 2 contains 39512 members Entering Unmasked Estep Score: -8849209.000000 Penalty: 5500.225098 Iteration 7F: 3 clusters Score -8849209 nChanged 3288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25850 members Mstep: Class 2 contains 39608 members Entering Unmasked Estep Score: -8850659.000000 Penalty: 5500.225098 Iteration 8F: 3 clusters Score -8850659 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26257 members Mstep: Class 2 contains 39201 members Entering Unmasked Estep Score: -8851579.000000 Penalty: 5500.225098 Iteration 9Q: 3 clusters Score -8851579 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26862 members Mstep: Class 2 contains 38596 members Entering Unmasked Estep Score: -8852271.000000 Penalty: 5500.225098 Iteration 10Q: 3 clusters Score -8852271 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27579 members Mstep: Class 2 contains 37879 members Entering Unmasked Estep Score: -8852724.000000 Penalty: 5500.225098 Iteration 11Q: 3 clusters Score -8852724 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28297 members Mstep: Class 2 contains 37161 members Entering Unmasked Estep Score: -8853142.000000 Penalty: 5500.225098 Iteration 12Q: 3 clusters Score -8853142 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29014 members Mstep: Class 2 contains 36444 members Entering Unmasked Estep Score: -8853544.000000 Penalty: 5500.225098 Iteration 13Q: 3 clusters Score -8853544 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29685 members Mstep: Class 2 contains 35773 members Entering Unmasked Estep Score: -8853930.000000 Penalty: 5500.225098 Iteration 14Q: 3 clusters Score -8853930 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30307 members Mstep: Class 2 contains 35151 members Entering Unmasked Estep Score: -8854295.000000 Penalty: 5500.225098 Iteration 15Q: 3 clusters Score -8854295 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30903 members Mstep: Class 2 contains 34555 members Entering Unmasked Estep Score: -8854634.000000 Penalty: 5500.225098 Iteration 16Q: 3 clusters Score -8854634 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31417 members Mstep: Class 2 contains 34041 members Entering Unmasked Estep Score: -8854938.000000 Penalty: 5500.225098 Iteration 17Q: 3 clusters Score -8854938 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31872 members Mstep: Class 2 contains 33586 members Entering Unmasked Estep Score: -8855190.000000 Penalty: 5500.225098 Iteration 18Q: 3 clusters Score -8855190 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32256 members Mstep: Class 2 contains 33202 members Entering Unmasked Estep Score: -8855356.000000 Penalty: 5500.225098 Iteration 19Q: 3 clusters Score -8855356 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32582 members Mstep: Class 2 contains 32876 members Entering Unmasked Estep Score: -8855473.000000 Penalty: 5500.225098 Iteration 20F: 3 clusters Score -8855473 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32898 members Mstep: Class 2 contains 32560 members Entering Unmasked Estep Score: -8855560.000000 Penalty: 5500.225098 Iteration 21Q: 3 clusters Score -8855560 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33192 members Mstep: Class 2 contains 32266 members Entering Unmasked Estep Score: -8855670.000000 Penalty: 5500.225098 Iteration 22Q: 3 clusters Score -8855670 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33472 members Mstep: Class 2 contains 31986 members Entering Unmasked Estep Score: -8855753.000000 Penalty: 5500.225098 Iteration 23Q: 3 clusters Score -8855753 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33736 members Mstep: Class 2 contains 31722 members Entering Unmasked Estep Score: -8855776.000000 Penalty: 5500.225098 Iteration 24Q: 3 clusters Score -8855776 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33988 members Mstep: Class 2 contains 31470 members Entering Unmasked Estep Score: -8855810.000000 Penalty: 5500.225098 Iteration 25Q: 3 clusters Score -8855810 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34252 members Mstep: Class 2 contains 31206 members Entering Unmasked Estep Score: -8855837.000000 Penalty: 5500.225098 Iteration 26Q: 3 clusters Score -8855837 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34527 members Mstep: Class 2 contains 30931 members Entering Unmasked Estep Score: -8855874.000000 Penalty: 5500.225098 Iteration 27Q: 3 clusters Score -8855874 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34809 members Mstep: Class 2 contains 30649 members Entering Unmasked Estep Score: -8855928.000000 Penalty: 5500.225098 Iteration 28Q: 3 clusters Score -8855928 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35066 members Mstep: Class 2 contains 30392 members Entering Unmasked Estep Score: -8855946.000000 Penalty: 5500.225098 Iteration 29Q: 3 clusters Score -8855946 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35304 members Mstep: Class 2 contains 30154 members Entering Unmasked Estep Score: -8856003.000000 Penalty: 5500.225098 Iteration 30Q: 3 clusters Score -8856003 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35545 members Mstep: Class 2 contains 29913 members Entering Unmasked Estep Score: -8856006.000000 Penalty: 5500.225098 Iteration 31Q: 3 clusters Score -8856006 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35771 members Mstep: Class 2 contains 29687 members Entering Unmasked Estep Score: -8856028.000000 Penalty: 5500.225098 Iteration 32Q: 3 clusters Score -8856028 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35992 members Mstep: Class 2 contains 29466 members Entering Unmasked Estep Score: -8856067.000000 Penalty: 5500.225098 Iteration 33Q: 3 clusters Score -8856067 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36203 members Mstep: Class 2 contains 29255 members Entering Unmasked Estep Score: -8856057.000000 Penalty: 5500.225098 Iteration 34Q: 3 clusters Score -8856057 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36412 members Mstep: Class 2 contains 29046 members Entering Unmasked Estep Score: -8856090.000000 Penalty: 5500.225098 Iteration 35Q: 3 clusters Score -8856090 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36626 members Mstep: Class 2 contains 28832 members Entering Unmasked Estep Score: -8856094.000000 Penalty: 5500.225098 Iteration 36Q: 3 clusters Score -8856094 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36857 members Mstep: Class 2 contains 28601 members Entering Unmasked Estep Score: -8856094.000000 Penalty: 5500.225098 Iteration 37Q: 3 clusters Score -8856094 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37086 members Mstep: Class 2 contains 28372 members Entering Unmasked Estep Score: -8856123.000000 Penalty: 5500.225098 Iteration 38Q: 3 clusters Score -8856123 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37282 members Mstep: Class 2 contains 28176 members Entering Unmasked Estep Score: -8856139.000000 Penalty: 5500.225098 Iteration 39Q: 3 clusters Score -8856139 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37488 members Mstep: Class 2 contains 27970 members Entering Unmasked Estep Score: -8856149.000000 Penalty: 5500.225098 Iteration 40F: 3 clusters Score -8856149 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37686 members Mstep: Class 2 contains 27772 members Entering Unmasked Estep Score: -8856163.000000 Penalty: 5500.225098 Iteration 41Q: 3 clusters Score -8856163 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37883 members Mstep: Class 2 contains 27575 members Entering Unmasked Estep Score: -8856169.000000 Penalty: 5500.225098 Iteration 42Q: 3 clusters Score -8856169 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38053 members Mstep: Class 2 contains 27405 members Entering Unmasked Estep Score: -8856206.000000 Penalty: 5500.225098 Iteration 43Q: 3 clusters Score -8856206 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38220 members Mstep: Class 2 contains 27238 members Entering Unmasked Estep Score: -8856222.000000 Penalty: 5500.225098 Iteration 44Q: 3 clusters Score -8856222 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38395 members Mstep: Class 2 contains 27063 members Entering Unmasked Estep Score: -8856215.000000 Penalty: 5500.225098 Iteration 45Q: 3 clusters Score -8856215 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38575 members Mstep: Class 2 contains 26883 members Entering Unmasked Estep Score: -8856226.000000 Penalty: 5500.225098 Iteration 46Q: 3 clusters Score -8856226 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38751 members Mstep: Class 2 contains 26707 members Entering Unmasked Estep Score: -8856239.000000 Penalty: 5500.225098 Iteration 47Q: 3 clusters Score -8856239 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38917 members Mstep: Class 2 contains 26541 members Entering Unmasked Estep Score: -8856263.000000 Penalty: 5500.225098 Iteration 48Q: 3 clusters Score -8856263 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39092 members Mstep: Class 2 contains 26366 members Entering Unmasked Estep Score: -8856275.000000 Penalty: 5500.225098 Iteration 49Q: 3 clusters Score -8856275 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39279 members Mstep: Class 2 contains 26179 members Entering Unmasked Estep Score: -8856293.000000 Penalty: 5500.225098 Iteration 50Q: 3 clusters Score -8856293 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39490 members Mstep: Class 2 contains 25968 members Entering Unmasked Estep Score: -8856273.000000 Penalty: 5500.225098 Iteration 51Q: 3 clusters Score -8856273 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39729 members Mstep: Class 2 contains 25729 members Entering Unmasked Estep Score: -8856263.000000 Penalty: 5500.225098 Iteration 52Q: 3 clusters Score -8856263 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39975 members Mstep: Class 2 contains 25483 members Entering Unmasked Estep Score: -8856311.000000 Penalty: 5500.225098 Iteration 53Q: 3 clusters Score -8856311 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40217 members Mstep: Class 2 contains 25241 members Entering Unmasked Estep Score: -8856347.000000 Penalty: 5500.225098 Iteration 54Q: 3 clusters Score -8856347 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40464 members Mstep: Class 2 contains 24994 members Entering Unmasked Estep Score: -8856373.000000 Penalty: 5500.225098 Iteration 55Q: 3 clusters Score -8856373 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40715 members Mstep: Class 2 contains 24743 members Entering Unmasked Estep Score: -8856389.000000 Penalty: 5500.225098 Iteration 56Q: 3 clusters Score -8856389 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40994 members Mstep: Class 2 contains 24464 members Entering Unmasked Estep Score: -8856408.000000 Penalty: 5500.225098 Iteration 57Q: 3 clusters Score -8856408 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41285 members Mstep: Class 2 contains 24173 members Entering Unmasked Estep Score: -8856478.000000 Penalty: 5500.225098 Iteration 58Q: 3 clusters Score -8856478 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41574 members Mstep: Class 2 contains 23884 members Entering Unmasked Estep Score: -8856501.000000 Penalty: 5500.225098 Iteration 59Q: 3 clusters Score -8856501 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41875 members Mstep: Class 2 contains 23583 members Entering Unmasked Estep Score: -8856534.000000 Penalty: 5500.225098 Iteration 60F: 3 clusters Score -8856534 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42191 members Mstep: Class 2 contains 23267 members Entering Unmasked Estep Score: -8856565.000000 Penalty: 5500.225098 Iteration 61Q: 3 clusters Score -8856565 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42521 members Mstep: Class 2 contains 22937 members Entering Unmasked Estep Score: -8856619.000000 Penalty: 5500.225098 Iteration 62Q: 3 clusters Score -8856619 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42865 members Mstep: Class 2 contains 22593 members Entering Unmasked Estep Score: -8856651.000000 Penalty: 5500.225098 Iteration 63Q: 3 clusters Score -8856651 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43242 members Mstep: Class 2 contains 22216 members Entering Unmasked Estep Score: -8856675.000000 Penalty: 5500.225098 Iteration 64Q: 3 clusters Score -8856675 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43630 members Mstep: Class 2 contains 21828 members Entering Unmasked Estep Score: -8856722.000000 Penalty: 5500.225098 Iteration 65Q: 3 clusters Score -8856722 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44031 members Mstep: Class 2 contains 21427 members Entering Unmasked Estep Score: -8856765.000000 Penalty: 5500.225098 Iteration 66Q: 3 clusters Score -8856765 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44458 members Mstep: Class 2 contains 21000 members Entering Unmasked Estep Score: -8856854.000000 Penalty: 5500.225098 Iteration 67Q: 3 clusters Score -8856854 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44915 members Mstep: Class 2 contains 20543 members Entering Unmasked Estep Score: -8856892.000000 Penalty: 5500.225098 Iteration 68Q: 3 clusters Score -8856892 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45338 members Mstep: Class 2 contains 20120 members Entering Unmasked Estep Score: -8856970.000000 Penalty: 5500.225098 Iteration 69Q: 3 clusters Score -8856970 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45780 members Mstep: Class 2 contains 19678 members Entering Unmasked Estep Score: -8857042.000000 Penalty: 5500.225098 Iteration 70Q: 3 clusters Score -8857042 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46287 members Mstep: Class 2 contains 19171 members Entering Unmasked Estep Score: -8857101.000000 Penalty: 5500.225098 Iteration 71Q: 3 clusters Score -8857101 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46770 members Mstep: Class 2 contains 18688 members Entering Unmasked Estep Score: -8857180.000000 Penalty: 5500.225098 Iteration 72Q: 3 clusters Score -8857180 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47250 members Mstep: Class 2 contains 18208 members Entering Unmasked Estep Score: -8857288.000000 Penalty: 5500.225098 Iteration 73Q: 3 clusters Score -8857288 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47741 members Mstep: Class 2 contains 17717 members Entering Unmasked Estep Score: -8857340.000000 Penalty: 5500.225098 Iteration 74Q: 3 clusters Score -8857340 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48250 members Mstep: Class 2 contains 17208 members Entering Unmasked Estep Score: -8857423.000000 Penalty: 5500.225098 Iteration 75Q: 3 clusters Score -8857423 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48789 members Mstep: Class 2 contains 16669 members Entering Unmasked Estep Score: -8857527.000000 Penalty: 5500.225098 Iteration 76Q: 3 clusters Score -8857527 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49347 members Mstep: Class 2 contains 16111 members Entering Unmasked Estep Score: -8857628.000000 Penalty: 5500.225098 Iteration 77Q: 3 clusters Score -8857628 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49915 members Mstep: Class 2 contains 15543 members Entering Unmasked Estep Score: -8857760.000000 Penalty: 5500.225098 Iteration 78Q: 3 clusters Score -8857760 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50508 members Mstep: Class 2 contains 14950 members Entering Unmasked Estep Score: -8857890.000000 Penalty: 5500.225098 Iteration 79Q: 3 clusters Score -8857890 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51176 members Mstep: Class 2 contains 14282 members Entering Unmasked Estep Score: -8858053.000000 Penalty: 5500.225098 Iteration 80F: 3 clusters Score -8858053 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51832 members Mstep: Class 2 contains 13626 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -8859017.000000 Penalty: 5500.225098 Iteration 85Q: 3 clusters Score -8859017 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54994 members Mstep: Class 2 contains 10464 members Entering Unmasked Estep Score: -8859223.000000 Penalty: 5500.225098 Iteration 86Q: 3 clusters Score -8859223 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55584 members Mstep: Class 2 contains 9874 members Entering Unmasked Estep Score: -8859401.000000 Penalty: 5500.225098 Iteration 87Q: 3 clusters Score -8859401 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56155 members Mstep: Class 2 contains 9303 members Entering Unmasked Estep Score: -8859620.000000 Penalty: 5500.225098 Iteration 88Q: 3 clusters Score -8859620 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56658 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -8859781.000000 Penalty: 5500.225098 Iteration 89Q: 3 clusters Score -8859781 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57149 members Mstep: Class 2 contains 8309 members Entering Unmasked Estep Score: -8859900.000000 Penalty: 5500.225098 Iteration 90Q: 3 clusters Score -8859900 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57544 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -8860018.000000 Penalty: 5500.225098 Iteration 91Q: 3 clusters Score -8860018 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57937 members Mstep: Class 2 contains 7521 members Entering Unmasked Estep Score: -8860161.000000 Penalty: 5500.225098 Iteration 92Q: 3 clusters Score -8860161 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58299 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -8860249.000000 Penalty: 5500.225098 Iteration 93Q: 3 clusters Score -8860249 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58637 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -8860346.000000 Penalty: 5500.225098 Iteration 94Q: 3 clusters Score -8860346 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58907 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -8860410.000000 Penalty: 5500.225098 Iteration 95Q: 3 clusters Score -8860410 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59155 members Mstep: Class 2 contains 6303 members Entering Unmasked Estep Score: -8860487.000000 Penalty: 5500.225098 Iteration 96Q: 3 clusters Score -8860487 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59389 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -8860534.000000 Penalty: 5500.225098 Iteration 97Q: 3 clusters Score -8860534 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59608 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -8860609.000000 Penalty: 5500.225098 Iteration 98Q: 3 clusters Score -8860609 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59798 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -8860642.000000 Penalty: 5500.225098 Iteration 99Q: 3 clusters Score -8860642 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59974 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -8860659.000000 Penalty: 5500.225098 Iteration 100F: 3 clusters Score -8860659 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60148 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -8860696.000000 Penalty: 5500.225098 Iteration 101Q: 3 clusters Score -8860696 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60295 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -8860752.000000 Penalty: 5500.225098 Iteration 102Q: 3 clusters Score -8860752 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60431 members Mstep: Class 2 contains 5027 members Entering Unmasked Estep Score: -8860749.000000 Penalty: 5500.225098 Iteration 103Q: 3 clusters Score -8860749 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60542 members Mstep: Class 2 contains 4916 members Entering Unmasked Estep Score: -8860757.000000 Penalty: 5500.225098 Iteration 104Q: 3 clusters Score -8860757 nChanged 112 Entering 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nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60939 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -8860806.000000 Penalty: 5500.225098 Iteration 109Q: 3 clusters Score -8860806 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60990 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -8860816.000000 Penalty: 5500.225098 Iteration 110Q: 3 clusters Score -8860816 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61052 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -8860823.000000 Penalty: 5500.225098 Iteration 111Q: 3 clusters Score -8860823 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61103 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -8860819.000000 Penalty: 5500.225098 Iteration 112Q: 3 clusters Score -8860819 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61136 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -8860815.000000 Penalty: 5500.225098 Iteration 113Q: 3 clusters Score -8860815 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61174 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -8860824.000000 Penalty: 5500.225098 Iteration 114Q: 3 clusters Score -8860824 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61214 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -8860834.000000 Penalty: 5500.225098 Iteration 115Q: 3 clusters Score -8860834 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61261 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -8860847.000000 Penalty: 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Mstep: Class 1 contains 61845 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -8860924.000000 Penalty: 5500.225098 Iteration 140F: 3 clusters Score -8860924 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61848 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -8860924.000000 Penalty: 5500.225098 Iteration 141Q: 3 clusters Score -8860924 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61852 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -8860928.000000 Penalty: 5500.225098 Iteration 142Q: 3 clusters Score -8860928 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61856 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -8860926.000000 Penalty: 5500.225098 Iteration 143Q: 3 clusters Score -8860926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61857 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -8860929.000000 Penalty: 5500.225098 Iteration 144Q: 3 clusters Score -8860929 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61863 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -8860935.000000 Penalty: 5500.225098 Iteration 145Q: 3 clusters Score -8860935 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61865 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -8860938.000000 Penalty: 5500.225098 Iteration 146Q: 3 clusters Score -8860938 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61867 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -8860932.000000 Penalty: 5500.225098 Iteration 147Q: 3 clusters Score -8860932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61867 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -8860934.000000 Penalty: 5500.225098 Iteration 148Q: 3 clusters Score -8860934 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61867 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -8860935.000000 Penalty: 5500.225098 Iteration 149Q: 3 clusters Score -8860935 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61866 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -8860935.000000 Penalty: 5500.225098 Iteration 150Q: 3 clusters Score -8860935 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61866 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -8860935.000000 Penalty: 5500.225098 Iteration 151F: 3 clusters Score -8860935 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (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: -89693.328125 Penalty: 1656.540649 Iteration 0F: 2 clusters Score -89693.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -88094.593750 Penalty: 3313.081299 Iteration 0F: 3 clusters Score -88094.59 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -88601.171875 Penalty: 3313.081299 Iteration 1F: 3 clusters Score -88601.17 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -88836.367188 Penalty: 3313.081299 Iteration 2F: 3 clusters Score -88836.37 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -89019.093750 Penalty: 3313.081299 Iteration 3F: 3 clusters Score -89019.09 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -89147.460938 Penalty: 3313.081299 Iteration 4Q: 3 clusters Score -89147.46 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -89251.750000 Penalty: 3313.081299 Iteration 5Q: 3 clusters Score -89251.75 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -89312.859375 Penalty: 3313.081299 Iteration 6Q: 3 clusters Score -89312.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -89422.726562 Penalty: 3313.081299 Iteration 7Q: 3 clusters Score -89422.73 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -89511.679688 Penalty: 3313.081299 Iteration 8Q: 3 clusters Score -89511.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -89619.054688 Penalty: 3313.081299 Iteration 9Q: 3 clusters Score -89619.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -89695.265625 Penalty: 3313.081299 Iteration 10Q: 3 clusters Score -89695.27 nChanged 8 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: -89726.195312 Penalty: 3313.081299 Iteration 11Q: 3 clusters Score -89726.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -89748.359375 Penalty: 3313.081299 Iteration 12Q: 3 clusters Score -89748.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -89765.382812 Penalty: 3313.081299 Iteration 13Q: 3 clusters Score -89765.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -89771.640625 Penalty: 3313.081299 Iteration 14Q: 3 clusters Score -89771.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -89773.367188 Penalty: 3313.081299 Iteration 15Q: 3 clusters Score -89773.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -89773.367188 Penalty: 3313.081299 Iteration 16F: 3 clusters Score -89773.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 101898 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65458 members Mstep: Class 6 contains 560 members Mstep: Class 7 contains 143206 members Mstep: Class 8 contains 76919 members Mstep: Class 9 contains 9383 members Mstep: Class 10 contains 40076 members Mstep: Class 11 contains 5222 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52201 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4939 members Mstep: Class 17 contains 7810 members Mstep: Class 18 contains 12869 members Mstep: Class 19 contains 3702 members Mstep: Class 20 contains 25560 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48876 members Mstep: Class 24 contains 46325 members Mstep: Class 25 contains 508 members Mstep: Class 26 contains 236 members Entering Unmasked Estep Score: -85887760.000000 Penalty: 86358.609375 Splitting cluster 6 changes total score from -85889416.000000 to -85887760.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (143206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143206 members Entering Unmasked Estep Score: -19269836.000000 Penalty: 2944.265869 Iteration 0F: 2 clusters Score -1.926984e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71820 members Mstep: Class 2 contains 71386 members Entering Unmasked Estep Score: -19178446.000000 Penalty: 5888.531738 Iteration 0F: 3 clusters Score -1.917845e+07 nChanged 68291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76319 members Mstep: Class 2 contains 66887 members Entering Unmasked Estep Score: -19218488.000000 Penalty: 5888.531738 Iteration 1F: 3 clusters Score -1.921849e+07 nChanged 6053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79680 members Mstep: Class 2 contains 63526 members Entering Unmasked Estep Score: -19220522.000000 Penalty: 5888.531738 Iteration 2Q: 3 clusters Score -1.922052e+07 nChanged 7426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84742 members Mstep: Class 2 contains 58464 members Entering Unmasked Estep Score: -19224086.000000 Penalty: 5888.531738 Iteration 3F: 3 clusters Score -1.922409e+07 nChanged 9138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91660 members Mstep: Class 2 contains 51546 members Entering Unmasked Estep Score: -19229148.000000 Penalty: 5888.531738 Iteration 4F: 3 clusters Score -1.922915e+07 nChanged 10188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99974 members Mstep: Class 2 contains 43232 members Entering Unmasked Estep Score: -19235180.000000 Penalty: 5888.531738 Iteration 5F: 3 clusters Score -1.923518e+07 nChanged 10219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108893 members Mstep: Class 2 contains 34313 members Entering Unmasked Estep Score: -19241832.000000 Penalty: 5888.531738 Iteration 6F: 3 clusters Score -1.924183e+07 nChanged 9427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117654 members Mstep: Class 2 contains 25552 members Entering Unmasked Estep Score: -19248112.000000 Penalty: 5888.531738 Iteration 7F: 3 clusters Score -1.924811e+07 nChanged 7987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125401 members Mstep: Class 2 contains 17805 members Entering Unmasked Estep Score: -19253630.000000 Penalty: 5888.531738 Iteration 8F: 3 clusters Score -1.925363e+07 nChanged 6327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131664 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -19258416.000000 Penalty: 5888.531738 Iteration 9Q: 3 clusters Score -1.925842e+07 nChanged 4656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136288 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -19262328.000000 Penalty: 5888.531738 Iteration 10Q: 3 clusters Score -1.926233e+07 nChanged 3056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139336 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -19264730.000000 Penalty: 5888.531738 Iteration 11Q: 3 clusters Score -1.926473e+07 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141116 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -19266094.000000 Penalty: 5888.531738 Iteration 12Q: 3 clusters Score -1.926609e+07 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141989 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -19266706.000000 Penalty: 5888.531738 Iteration 13Q: 3 clusters Score -1.926671e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142365 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -19266904.000000 Penalty: 5888.531738 Iteration 14Q: 3 clusters Score -1.92669e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142550 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -19267046.000000 Penalty: 5888.531738 Iteration 15Q: 3 clusters Score -1.926705e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142624 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -19267130.000000 Penalty: 5888.531738 Iteration 16Q: 3 clusters Score -1.926713e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142666 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -19267202.000000 Penalty: 5888.531738 Iteration 17Q: 3 clusters Score -1.92672e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142694 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -19267258.000000 Penalty: 5888.531738 Iteration 18Q: 3 clusters Score -1.926726e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142725 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -19267286.000000 Penalty: 5888.531738 Iteration 19Q: 3 clusters Score -1.926729e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142742 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -19267316.000000 Penalty: 5888.531738 Iteration 20F: 3 clusters Score -1.926732e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142753 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -19267332.000000 Penalty: 5888.531738 Iteration 21Q: 3 clusters Score -1.926733e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142758 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -19267352.000000 Penalty: 5888.531738 Iteration 22Q: 3 clusters Score -1.926735e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142770 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -19267358.000000 Penalty: 5888.531738 Iteration 23Q: 3 clusters Score -1.926736e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142777 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -19267356.000000 Penalty: 5888.531738 Iteration 24Q: 3 clusters Score -1.926736e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142783 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -19267370.000000 Penalty: 5888.531738 Iteration 25Q: 3 clusters Score -1.926737e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142787 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -19267390.000000 Penalty: 5888.531738 Iteration 26Q: 3 clusters Score -1.926739e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142786 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -19267396.000000 Penalty: 5888.531738 Iteration 27Q: 3 clusters Score -1.92674e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142790 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -19267400.000000 Penalty: 5888.531738 Iteration 28Q: 3 clusters Score -1.92674e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142794 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -19267406.000000 Penalty: 5888.531738 Iteration 29Q: 3 clusters Score -1.926741e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142793 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -19267410.000000 Penalty: 5888.531738 Iteration 30Q: 3 clusters Score -1.926741e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142791 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -19267412.000000 Penalty: 5888.531738 Iteration 31Q: 3 clusters Score -1.926741e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142792 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -19267412.000000 Penalty: 5888.531738 Iteration 32Q: 3 clusters Score -1.926741e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142792 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -19267420.000000 Penalty: 5888.531738 Iteration 33Q: 3 clusters Score -1.926742e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142792 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -19267420.000000 Penalty: 5888.531738 Iteration 34F: 3 clusters Score -1.926742e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (76919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76919 members Entering Unmasked Estep Score: -10317981.000000 Penalty: 2790.125977 Iteration 0F: 2 clusters Score -1.031798e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38270 members Mstep: Class 2 contains 38649 members Entering Unmasked Estep Score: -10266026.000000 Penalty: 5580.251953 Iteration 0F: 3 clusters Score -1.026603e+07 nChanged 36304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36684 members Mstep: Class 2 contains 40235 members Entering Unmasked Estep Score: -10286889.000000 Penalty: 5580.251953 Iteration 1F: 3 clusters Score -1.028689e+07 nChanged 2953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36007 members Mstep: Class 2 contains 40912 members Entering Unmasked Estep Score: -10287838.000000 Penalty: 5580.251953 Iteration 2Q: 3 clusters Score -1.028784e+07 nChanged 3046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35113 members Mstep: Class 2 contains 41806 members Entering Unmasked Estep Score: -10288992.000000 Penalty: 5580.251953 Iteration 3Q: 3 clusters Score -1.028899e+07 nChanged 3278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33923 members Mstep: Class 2 contains 42996 members Entering Unmasked Estep Score: -10290367.000000 Penalty: 5580.251953 Iteration 4Q: 3 clusters Score -1.029037e+07 nChanged 3607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32460 members Mstep: Class 2 contains 44459 members Entering Unmasked Estep Score: -10291990.000000 Penalty: 5580.251953 Iteration 5Q: 3 clusters Score -1.029199e+07 nChanged 3762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30584 members Mstep: Class 2 contains 46335 members Entering Unmasked Estep Score: -10293972.000000 Penalty: 5580.251953 Iteration 6Q: 3 clusters Score -1.029397e+07 nChanged 3937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28207 members Mstep: Class 2 contains 48712 members Entering Unmasked Estep Score: -10296202.000000 Penalty: 5580.251953 Iteration 7F: 3 clusters Score -1.02962e+07 nChanged 3872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25335 members Mstep: Class 2 contains 51584 members Entering Unmasked Estep Score: -10298438.000000 Penalty: 5580.251953 Iteration 8F: 3 clusters Score -1.029844e+07 nChanged 3885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21974 members Mstep: Class 2 contains 54945 members Entering Unmasked Estep Score: -10300909.000000 Penalty: 5580.251953 Iteration 9F: 3 clusters Score -1.030091e+07 nChanged 3903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18259 members Mstep: Class 2 contains 58660 members Entering Unmasked Estep Score: -10303363.000000 Penalty: 5580.251953 Iteration 10F: 3 clusters Score -1.030336e+07 nChanged 3886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14449 members Mstep: Class 2 contains 62470 members Entering Unmasked Estep Score: -10305978.000000 Penalty: 5580.251953 Iteration 11F: 3 clusters Score -1.030598e+07 nChanged 3651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 66103 members Entering Unmasked Estep Score: -10308633.000000 Penalty: 5580.251953 Iteration 12Q: 3 clusters Score -1.030863e+07 nChanged 3165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 69264 members Entering Unmasked Estep Score: -10310905.000000 Penalty: 5580.251953 Iteration 13Q: 3 clusters Score -1.03109e+07 nChanged 2464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 71720 members Entering Unmasked Estep Score: -10312619.000000 Penalty: 5580.251953 Iteration 14Q: 3 clusters Score -1.031262e+07 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 73445 members Entering Unmasked Estep Score: -10313758.000000 Penalty: 5580.251953 Iteration 15Q: 3 clusters Score -1.031376e+07 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 74505 members Entering Unmasked Estep Score: -10314516.000000 Penalty: 5580.251953 Iteration 16Q: 3 clusters Score -1.031452e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 75087 members Entering Unmasked Estep Score: -10314889.000000 Penalty: 5580.251953 Iteration 17Q: 3 clusters Score -1.031489e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 75449 members Entering Unmasked Estep Score: -10315090.000000 Penalty: 5580.251953 Iteration 18Q: 3 clusters Score -1.031509e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 75674 members Entering Unmasked Estep Score: -10315259.000000 Penalty: 5580.251953 Iteration 19Q: 3 clusters Score -1.031526e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 75811 members Entering Unmasked Estep Score: -10315350.000000 Penalty: 5580.251953 Iteration 20F: 3 clusters Score -1.031535e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 75896 members Entering Unmasked Estep Score: -10315398.000000 Penalty: 5580.251953 Iteration 21Q: 3 clusters Score -1.03154e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 75957 members Entering Unmasked Estep Score: -10315430.000000 Penalty: 5580.251953 Iteration 22Q: 3 clusters Score -1.031543e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 76003 members Entering Unmasked Estep Score: -10315454.000000 Penalty: 5580.251953 Iteration 23Q: 3 clusters Score -1.031545e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 76037 members Entering Unmasked Estep Score: -10315498.000000 Penalty: 5580.251953 Iteration 24Q: 3 clusters Score -1.03155e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 76074 members Entering Unmasked Estep Score: -10315524.000000 Penalty: 5580.251953 Iteration 25Q: 3 clusters Score -1.031552e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 76103 members Entering Unmasked Estep Score: -10315552.000000 Penalty: 5580.251953 Iteration 26Q: 3 clusters Score -1.031555e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 76130 members Entering Unmasked Estep Score: -10315562.000000 Penalty: 5580.251953 Iteration 27Q: 3 clusters Score -1.031556e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 76150 members Entering Unmasked Estep Score: -10315580.000000 Penalty: 5580.251953 Iteration 28Q: 3 clusters Score -1.031558e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 76171 members Entering Unmasked Estep Score: -10315583.000000 Penalty: 5580.251953 Iteration 29Q: 3 clusters Score -1.031558e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 76183 members Entering Unmasked Estep Score: -10315588.000000 Penalty: 5580.251953 Iteration 30Q: 3 clusters Score -1.031559e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 76196 members Entering Unmasked Estep Score: -10315607.000000 Penalty: 5580.251953 Iteration 31Q: 3 clusters Score -1.031561e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 76207 members Entering Unmasked Estep Score: -10315611.000000 Penalty: 5580.251953 Iteration 32Q: 3 clusters Score -1.031561e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 76218 members Entering Unmasked Estep Score: -10315618.000000 Penalty: 5580.251953 Iteration 33Q: 3 clusters Score -1.031562e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 76228 members Entering Unmasked Estep Score: -10315630.000000 Penalty: 5580.251953 Iteration 34Q: 3 clusters Score -1.031563e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 76239 members Entering Unmasked Estep Score: -10315634.000000 Penalty: 5580.251953 Iteration 35Q: 3 clusters Score -1.031563e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 76242 members Entering Unmasked Estep Score: -10315641.000000 Penalty: 5580.251953 Iteration 36Q: 3 clusters Score -1.031564e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 76246 members Entering Unmasked Estep Score: -10315643.000000 Penalty: 5580.251953 Iteration 37Q: 3 clusters Score -1.031564e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 76250 members Entering Unmasked Estep Score: -10315643.000000 Penalty: 5580.251953 Iteration 38Q: 3 clusters Score -1.031564e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 76253 members Entering Unmasked Estep Score: -10315646.000000 Penalty: 5580.251953 Iteration 39Q: 3 clusters Score -1.031565e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 76254 members Entering Unmasked Estep Score: -10315658.000000 Penalty: 5580.251953 Iteration 40F: 3 clusters Score -1.031566e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 76260 members Entering Unmasked Estep Score: -10315653.000000 Penalty: 5580.251953 Iteration 41Q: 3 clusters Score -1.031565e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 76260 members Entering Unmasked Estep Score: -10315654.000000 Penalty: 5580.251953 Iteration 42Q: 3 clusters Score -1.031565e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 76261 members Entering Unmasked Estep Score: -10315657.000000 Penalty: 5580.251953 Iteration 43Q: 3 clusters Score -1.031566e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 76263 members Entering Unmasked Estep Score: -10315652.000000 Penalty: 5580.251953 Iteration 44Q: 3 clusters Score -1.031565e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 76265 members Entering Unmasked Estep Score: -10315652.000000 Penalty: 5580.251953 Iteration 45Q: 3 clusters Score -1.031565e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 76267 members Entering Unmasked Estep Score: -10315658.000000 Penalty: 5580.251953 Iteration 46Q: 3 clusters Score -1.031566e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 76268 members Entering Unmasked Estep Score: -10315657.000000 Penalty: 5580.251953 Iteration 47Q: 3 clusters Score -1.031566e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 76271 members Entering Unmasked Estep Score: -10315658.000000 Penalty: 5580.251953 Iteration 48Q: 3 clusters Score -1.031566e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 76272 members Entering Unmasked Estep Score: -10315664.000000 Penalty: 5580.251953 Iteration 49Q: 3 clusters Score -1.031566e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 76275 members Entering Unmasked Estep Score: -10315669.000000 Penalty: 5580.251953 Iteration 50Q: 3 clusters Score -1.031567e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 76278 members Entering Unmasked Estep Score: -10315671.000000 Penalty: 5580.251953 Iteration 51Q: 3 clusters Score -1.031567e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 76275 members Entering Unmasked Estep Score: -10315677.000000 Penalty: 5580.251953 Iteration 52Q: 3 clusters Score -1.031568e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 76275 members Entering Unmasked Estep Score: -10315678.000000 Penalty: 5580.251953 Iteration 53Q: 3 clusters Score -1.031568e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 76275 members Entering Unmasked Estep Score: -10315678.000000 Penalty: 5580.251953 Iteration 54F: 3 clusters Score -1.031568e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Entering Unmasked Estep Score: -1218875.375000 Penalty: 2268.370361 Iteration 0F: 2 clusters Score -1218875 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 4754 members Entering Unmasked Estep Score: -1211600.375000 Penalty: 4536.740723 Iteration 0F: 3 clusters Score -1211600 nChanged 3953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -1213853.000000 Penalty: 4536.740723 Iteration 1F: 3 clusters Score -1213853 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -1214300.625000 Penalty: 4536.740723 Iteration 2F: 3 clusters Score -1214301 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -1214611.500000 Penalty: 4536.740723 Iteration 3F: 3 clusters Score -1214612 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3576 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -1214872.250000 Penalty: 4536.740723 Iteration 4F: 3 clusters Score -1214872 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1215091.500000 Penalty: 4536.740723 Iteration 5Q: 3 clusters Score -1215092 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -1215304.625000 Penalty: 4536.740723 Iteration 6Q: 3 clusters Score -1215305 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -1215537.250000 Penalty: 4536.740723 Iteration 7Q: 3 clusters Score -1215537 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -1215781.375000 Penalty: 4536.740723 Iteration 8Q: 3 clusters Score -1215781 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -1216033.000000 Penalty: 4536.740723 Iteration 9Q: 3 clusters Score -1216033 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 7594 members Entering Unmasked Estep Score: -1216327.250000 Penalty: 4536.740723 Iteration 10Q: 3 clusters Score -1216327 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 7875 members Entering Unmasked Estep Score: -1216646.375000 Penalty: 4536.740723 Iteration 11Q: 3 clusters Score -1216646 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -1216979.750000 Penalty: 4536.740723 Iteration 12Q: 3 clusters Score -1216980 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 8320 members Entering Unmasked Estep Score: -1217240.375000 Penalty: 4536.740723 Iteration 13Q: 3 clusters Score -1217240 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 8468 members Entering Unmasked Estep Score: -1217392.500000 Penalty: 4536.740723 Iteration 14Q: 3 clusters Score -1217392 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -1217490.000000 Penalty: 4536.740723 Iteration 15Q: 3 clusters Score -1217490 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -1217575.875000 Penalty: 4536.740723 Iteration 16Q: 3 clusters Score -1217576 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -1217632.750000 Penalty: 4536.740723 Iteration 17Q: 3 clusters Score -1217633 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 8729 members Entering Unmasked Estep Score: -1217656.875000 Penalty: 4536.740723 Iteration 18Q: 3 clusters Score -1217657 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -1217670.875000 Penalty: 4536.740723 Iteration 19Q: 3 clusters Score -1217671 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 8754 members Entering Unmasked Estep Score: -1217678.875000 Penalty: 4536.740723 Iteration 20F: 3 clusters Score -1217679 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -1217683.750000 Penalty: 4536.740723 Iteration 21Q: 3 clusters Score -1217684 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -1217685.750000 Penalty: 4536.740723 Iteration 22Q: 3 clusters Score -1217686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -1217685.625000 Penalty: 4536.740723 Iteration 23Q: 3 clusters Score -1217686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 8764 members Entering Unmasked Estep Score: -1217686.500000 Penalty: 4536.740723 Iteration 24Q: 3 clusters Score -1217686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 8765 members Entering Unmasked Estep Score: -1217686.375000 Penalty: 4536.740723 Iteration 25Q: 3 clusters Score -1217686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 8766 members Entering Unmasked Estep Score: -1217688.625000 Penalty: 4536.740723 Iteration 26Q: 3 clusters Score -1217689 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -1217688.375000 Penalty: 4536.740723 Iteration 27Q: 3 clusters Score -1217688 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -1217688.375000 Penalty: 4536.740723 Iteration 28F: 3 clusters Score -1217688 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (40076 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40076 members Entering Unmasked Estep Score: -5379990.000000 Penalty: 2628.436035 Iteration 0F: 2 clusters Score -5379990 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20045 members Mstep: Class 2 contains 20031 members Entering Unmasked Estep Score: -5352670.500000 Penalty: 5256.872070 Iteration 0F: 3 clusters Score -5352670 nChanged 18395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19460 members Mstep: Class 2 contains 20616 members Entering Unmasked Estep Score: -5362934.000000 Penalty: 5256.872070 Iteration 1F: 3 clusters Score -5362934 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18868 members Mstep: Class 2 contains 21208 members Entering Unmasked Estep Score: -5363875.500000 Penalty: 5256.872070 Iteration 2F: 3 clusters Score -5363876 nChanged 2375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17967 members Mstep: Class 2 contains 22109 members Entering Unmasked Estep Score: -5365225.000000 Penalty: 5256.872070 Iteration 3F: 3 clusters Score -5365225 nChanged 2781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16832 members Mstep: Class 2 contains 23244 members Entering Unmasked Estep Score: -5366999.000000 Penalty: 5256.872070 Iteration 4F: 3 clusters Score -5366999 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15618 members Mstep: Class 2 contains 24458 members Entering Unmasked Estep Score: -5368785.500000 Penalty: 5256.872070 Iteration 5F: 3 clusters Score -5368786 nChanged 2684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 25618 members Entering Unmasked Estep Score: -5370297.000000 Penalty: 5256.872070 Iteration 6F: 3 clusters Score -5370297 nChanged 2241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13307 members Mstep: Class 2 contains 26769 members Entering Unmasked Estep Score: -5371474.000000 Penalty: 5256.872070 Iteration 7F: 3 clusters Score -5371474 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12171 members Mstep: Class 2 contains 27905 members Entering Unmasked Estep Score: -5372226.500000 Penalty: 5256.872070 Iteration 8Q: 3 clusters Score -5372226 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11081 members Mstep: Class 2 contains 28995 members Entering Unmasked Estep Score: -5372744.000000 Penalty: 5256.872070 Iteration 9Q: 3 clusters Score -5372744 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 30118 members Entering Unmasked Estep Score: -5373211.500000 Penalty: 5256.872070 Iteration 10Q: 3 clusters Score -5373212 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8845 members Mstep: Class 2 contains 31231 members Entering Unmasked Estep Score: -5373709.500000 Penalty: 5256.872070 Iteration 11Q: 3 clusters Score -5373710 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7713 members Mstep: Class 2 contains 32363 members Entering Unmasked Estep Score: -5374181.000000 Penalty: 5256.872070 Iteration 12Q: 3 clusters Score -5374181 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6553 members Mstep: Class 2 contains 33523 members Entering Unmasked Estep Score: -5374748.000000 Penalty: 5256.872070 Iteration 13Q: 3 clusters Score -5374748 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 34619 members Entering Unmasked Estep Score: -5375298.500000 Penalty: 5256.872070 Iteration 14Q: 3 clusters Score -5375298 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 35669 members Entering Unmasked Estep Score: -5375807.000000 Penalty: 5256.872070 Iteration 15Q: 3 clusters Score -5375807 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 36544 members Entering Unmasked Estep Score: -5376257.000000 Penalty: 5256.872070 Iteration 16Q: 3 clusters Score -5376257 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 37272 members Entering Unmasked Estep Score: -5376665.000000 Penalty: 5256.872070 Iteration 17Q: 3 clusters Score -5376665 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 37831 members Entering Unmasked Estep Score: -5376971.000000 Penalty: 5256.872070 Iteration 18Q: 3 clusters Score -5376971 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 38255 members Entering Unmasked Estep Score: -5377237.500000 Penalty: 5256.872070 Iteration 19Q: 3 clusters Score -5377238 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 38557 members Entering Unmasked Estep Score: -5377406.500000 Penalty: 5256.872070 Iteration 20F: 3 clusters Score -5377406 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 38776 members Entering Unmasked Estep Score: -5377533.000000 Penalty: 5256.872070 Iteration 21Q: 3 clusters Score -5377533 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 38947 members Entering Unmasked Estep Score: -5377629.500000 Penalty: 5256.872070 Iteration 22Q: 3 clusters Score -5377630 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 39060 members Entering Unmasked Estep Score: -5377710.500000 Penalty: 5256.872070 Iteration 23Q: 3 clusters Score -5377710 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 39144 members Entering Unmasked Estep Score: -5377756.500000 Penalty: 5256.872070 Iteration 24Q: 3 clusters Score -5377756 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 39195 members Entering Unmasked Estep Score: -5377775.000000 Penalty: 5256.872070 Iteration 25Q: 3 clusters Score -5377775 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 39245 members Entering Unmasked Estep Score: -5377813.500000 Penalty: 5256.872070 Iteration 26Q: 3 clusters Score -5377814 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 39287 members Entering Unmasked Estep Score: -5377848.000000 Penalty: 5256.872070 Iteration 27Q: 3 clusters Score -5377848 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 39318 members Entering Unmasked Estep Score: -5377860.000000 Penalty: 5256.872070 Iteration 28Q: 3 clusters Score -5377860 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 39346 members Entering Unmasked Estep Score: -5377880.000000 Penalty: 5256.872070 Iteration 29Q: 3 clusters Score -5377880 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 39366 members Entering Unmasked Estep Score: -5377901.500000 Penalty: 5256.872070 Iteration 30Q: 3 clusters Score -5377902 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 39383 members Entering Unmasked Estep Score: -5377924.500000 Penalty: 5256.872070 Iteration 31Q: 3 clusters Score -5377924 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 39396 members Entering Unmasked Estep Score: -5377930.000000 Penalty: 5256.872070 Iteration 32Q: 3 clusters Score -5377930 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 39410 members Entering Unmasked Estep Score: -5377946.500000 Penalty: 5256.872070 Iteration 33Q: 3 clusters Score -5377946 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 39421 members Entering Unmasked Estep Score: -5377944.000000 Penalty: 5256.872070 Iteration 34Q: 3 clusters Score -5377944 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 39429 members Entering Unmasked Estep Score: -5377951.500000 Penalty: 5256.872070 Iteration 35Q: 3 clusters Score -5377952 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 39432 members Entering Unmasked Estep Score: -5377961.500000 Penalty: 5256.872070 Iteration 36Q: 3 clusters Score -5377962 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 39436 members Entering Unmasked Estep Score: -5377968.500000 Penalty: 5256.872070 Iteration 37Q: 3 clusters Score -5377968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 39439 members Entering Unmasked Estep Score: -5377971.500000 Penalty: 5256.872070 Iteration 38Q: 3 clusters Score -5377972 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 39442 members Entering Unmasked Estep Score: -5377968.000000 Penalty: 5256.872070 Iteration 39Q: 3 clusters Score -5377968 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 39443 members Entering Unmasked Estep Score: -5377962.000000 Penalty: 5256.872070 Iteration 40F: 3 clusters Score -5377962 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 39446 members Entering Unmasked Estep Score: -5377958.000000 Penalty: 5256.872070 Iteration 41Q: 3 clusters Score -5377958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 39448 members Entering Unmasked Estep Score: -5377963.000000 Penalty: 5256.872070 Iteration 42Q: 3 clusters Score -5377963 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 39451 members Entering Unmasked Estep Score: -5377959.500000 Penalty: 5256.872070 Iteration 43Q: 3 clusters Score -5377960 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 39452 members Entering Unmasked Estep Score: -5377958.000000 Penalty: 5256.872070 Iteration 44Q: 3 clusters Score -5377958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 39456 members Entering Unmasked Estep Score: -5377960.500000 Penalty: 5256.872070 Iteration 45Q: 3 clusters Score -5377960 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 39455 members Entering Unmasked Estep Score: -5377964.500000 Penalty: 5256.872070 Iteration 46Q: 3 clusters Score -5377964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 39456 members Entering Unmasked Estep Score: -5377963.000000 Penalty: 5256.872070 Iteration 47Q: 3 clusters Score -5377963 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 39456 members Entering Unmasked Estep Score: -5377963.000000 Penalty: 5256.872070 Iteration 48F: 3 clusters Score -5377963 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Entering Unmasked Estep Score: -693724.687500 Penalty: 2123.037598 Iteration 0F: 2 clusters Score -693724.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -689110.375000 Penalty: 4246.075195 Iteration 0F: 3 clusters Score -689110.4 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -690199.875000 Penalty: 4246.075195 Iteration 1F: 3 clusters Score -690199.9 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -690419.875000 Penalty: 4246.075195 Iteration 2F: 3 clusters Score -690419.9 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -690563.875000 Penalty: 4246.075195 Iteration 3F: 3 clusters Score -690563.9 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -690679.812500 Penalty: 4246.075195 Iteration 4Q: 3 clusters Score -690679.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -690750.750000 Penalty: 4246.075195 Iteration 5Q: 3 clusters Score -690750.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -690804.125000 Penalty: 4246.075195 Iteration 6Q: 3 clusters Score -690804.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -690851.125000 Penalty: 4246.075195 Iteration 7Q: 3 clusters Score -690851.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -690888.625000 Penalty: 4246.075195 Iteration 8Q: 3 clusters Score -690888.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -690929.062500 Penalty: 4246.075195 Iteration 9Q: 3 clusters Score -690929.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -690970.062500 Penalty: 4246.075195 Iteration 10Q: 3 clusters Score -690970.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -691004.125000 Penalty: 4246.075195 Iteration 11Q: 3 clusters Score -691004.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -691033.875000 Penalty: 4246.075195 Iteration 12Q: 3 clusters Score -691033.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -691064.562500 Penalty: 4246.075195 Iteration 13Q: 3 clusters Score -691064.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -691092.625000 Penalty: 4246.075195 Iteration 14Q: 3 clusters Score -691092.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -691121.500000 Penalty: 4246.075195 Iteration 15Q: 3 clusters Score -691121.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -691150.750000 Penalty: 4246.075195 Iteration 16Q: 3 clusters Score -691150.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -691183.500000 Penalty: 4246.075195 Iteration 17Q: 3 clusters Score -691183.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -691218.000000 Penalty: 4246.075195 Iteration 18Q: 3 clusters Score -691218 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -691264.687500 Penalty: 4246.075195 Iteration 19Q: 3 clusters Score -691264.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -691307.500000 Penalty: 4246.075195 Iteration 20F: 3 clusters Score -691307.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -691362.812500 Penalty: 4246.075195 Iteration 21Q: 3 clusters Score -691362.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -691426.875000 Penalty: 4246.075195 Iteration 22Q: 3 clusters Score -691426.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -691508.187500 Penalty: 4246.075195 Iteration 23Q: 3 clusters Score -691508.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -691604.812500 Penalty: 4246.075195 Iteration 24Q: 3 clusters Score -691604.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -691685.625000 Penalty: 4246.075195 Iteration 25Q: 3 clusters Score -691685.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -691768.000000 Penalty: 4246.075195 Iteration 26Q: 3 clusters Score -691768 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -691855.687500 Penalty: 4246.075195 Iteration 27Q: 3 clusters Score -691855.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -691949.187500 Penalty: 4246.075195 Iteration 28Q: 3 clusters Score -691949.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -692032.625000 Penalty: 4246.075195 Iteration 29Q: 3 clusters Score -692032.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -692102.562500 Penalty: 4246.075195 Iteration 30Q: 3 clusters Score -692102.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -692157.187500 Penalty: 4246.075195 Iteration 31Q: 3 clusters Score -692157.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -692194.687500 Penalty: 4246.075195 Iteration 32Q: 3 clusters Score -692194.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -692241.875000 Penalty: 4246.075195 Iteration 33Q: 3 clusters Score -692241.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 4555 members Entering Unmasked Estep Score: -692277.937500 Penalty: 4246.075195 Iteration 34Q: 3 clusters Score -692277.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -692304.562500 Penalty: 4246.075195 Iteration 35Q: 3 clusters Score -692304.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 4616 members Entering Unmasked Estep Score: -692326.250000 Penalty: 4246.075195 Iteration 36Q: 3 clusters Score -692326.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -692341.312500 Penalty: 4246.075195 Iteration 37Q: 3 clusters Score -692341.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -692349.437500 Penalty: 4246.075195 Iteration 38Q: 3 clusters Score -692349.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -692361.312500 Penalty: 4246.075195 Iteration 39Q: 3 clusters Score -692361.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -692369.500000 Penalty: 4246.075195 Iteration 40F: 3 clusters Score -692369.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -692377.812500 Penalty: 4246.075195 Iteration 41Q: 3 clusters Score -692377.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4702 members Entering Unmasked Estep Score: -692380.625000 Penalty: 4246.075195 Iteration 42Q: 3 clusters Score -692380.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4707 members Entering Unmasked Estep Score: -692384.937500 Penalty: 4246.075195 Iteration 43Q: 3 clusters Score -692384.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -692390.000000 Penalty: 4246.075195 Iteration 44Q: 3 clusters Score -692390 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 4716 members Entering Unmasked Estep Score: -692394.437500 Penalty: 4246.075195 Iteration 45Q: 3 clusters Score -692394.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -692397.625000 Penalty: 4246.075195 Iteration 46Q: 3 clusters Score -692397.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -692399.937500 Penalty: 4246.075195 Iteration 47Q: 3 clusters Score -692399.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -692400.750000 Penalty: 4246.075195 Iteration 48Q: 3 clusters Score -692400.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -692400.750000 Penalty: 4246.075195 Iteration 49F: 3 clusters Score -692400.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -22507.253906 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -22507.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -21370.853516 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -21370.85 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -21461.375000 Penalty: 2659.200928 Iteration 1F: 3 clusters Score -21461.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -21514.550781 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -21514.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -21546.154297 Penalty: 2659.200928 Iteration 3Q: 3 clusters Score -21546.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -21563.218750 Penalty: 2659.200928 Iteration 4Q: 3 clusters Score -21563.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -21574.341797 Penalty: 2659.200928 Iteration 5Q: 3 clusters Score -21574.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -21580.224609 Penalty: 2659.200928 Iteration 6Q: 3 clusters Score -21580.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -21580.224609 Penalty: 2659.200928 Iteration 7F: 3 clusters Score -21580.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (52201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52201 members Entering Unmasked Estep Score: -6980818.000000 Penalty: 2693.988525 Iteration 0F: 2 clusters Score -6980818 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26120 members Mstep: Class 2 contains 26081 members Entering Unmasked Estep Score: -6945722.000000 Penalty: 5387.977051 Iteration 0F: 3 clusters Score -6945722 nChanged 24031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26211 members Mstep: Class 2 contains 25990 members Entering Unmasked Estep Score: -6958925.000000 Penalty: 5387.977051 Iteration 1F: 3 clusters Score -6958925 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26265 members Mstep: Class 2 contains 25936 members Entering Unmasked Estep Score: -6959505.500000 Penalty: 5387.977051 Iteration 2Q: 3 clusters Score -6959506 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26303 members Mstep: Class 2 contains 25898 members Entering Unmasked Estep Score: -6960070.500000 Penalty: 5387.977051 Iteration 3Q: 3 clusters Score -6960070 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26325 members Mstep: Class 2 contains 25876 members Entering Unmasked Estep Score: -6960572.000000 Penalty: 5387.977051 Iteration 4Q: 3 clusters Score -6960572 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26303 members Mstep: Class 2 contains 25898 members Entering Unmasked Estep Score: -6961071.000000 Penalty: 5387.977051 Iteration 5Q: 3 clusters Score -6961071 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26255 members Mstep: Class 2 contains 25946 members Entering Unmasked Estep Score: -6961629.500000 Penalty: 5387.977051 Iteration 6Q: 3 clusters Score -6961630 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26160 members Mstep: Class 2 contains 26041 members Entering Unmasked Estep Score: -6962311.000000 Penalty: 5387.977051 Iteration 7Q: 3 clusters Score -6962311 nChanged 2085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25949 members Mstep: Class 2 contains 26252 members Entering Unmasked Estep Score: -6963145.000000 Penalty: 5387.977051 Iteration 8Q: 3 clusters Score -6963145 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25642 members Mstep: Class 2 contains 26559 members Entering Unmasked Estep Score: -6964057.500000 Penalty: 5387.977051 Iteration 9Q: 3 clusters Score -6964058 nChanged 2377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25241 members Mstep: Class 2 contains 26960 members Entering Unmasked Estep Score: -6965167.000000 Penalty: 5387.977051 Iteration 10Q: 3 clusters Score -6965167 nChanged 2431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24786 members Mstep: Class 2 contains 27415 members Entering Unmasked Estep Score: -6966249.000000 Penalty: 5387.977051 Iteration 11Q: 3 clusters Score -6966249 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24332 members Mstep: Class 2 contains 27869 members Entering Unmasked Estep Score: -6967292.000000 Penalty: 5387.977051 Iteration 12Q: 3 clusters Score -6967292 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23850 members Mstep: Class 2 contains 28351 members Entering Unmasked Estep Score: -6968162.500000 Penalty: 5387.977051 Iteration 13Q: 3 clusters Score -6968162 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23363 members Mstep: Class 2 contains 28838 members Entering Unmasked Estep Score: -6968957.500000 Penalty: 5387.977051 Iteration 14Q: 3 clusters Score -6968958 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22807 members Mstep: Class 2 contains 29394 members Entering Unmasked Estep Score: -6969516.500000 Penalty: 5387.977051 Iteration 15Q: 3 clusters Score -6969516 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22151 members Mstep: Class 2 contains 30050 members Entering Unmasked Estep Score: -6969977.500000 Penalty: 5387.977051 Iteration 16Q: 3 clusters Score -6969978 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21334 members Mstep: Class 2 contains 30867 members Entering Unmasked Estep Score: -6970474.500000 Penalty: 5387.977051 Iteration 17Q: 3 clusters Score -6970474 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 31834 members Entering Unmasked Estep Score: -6971153.500000 Penalty: 5387.977051 Iteration 18Q: 3 clusters Score -6971154 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19300 members Mstep: Class 2 contains 32901 members Entering Unmasked Estep Score: -6971796.500000 Penalty: 5387.977051 Iteration 19Q: 3 clusters Score -6971796 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18104 members Mstep: Class 2 contains 34097 members Entering Unmasked Estep Score: -6972677.000000 Penalty: 5387.977051 Iteration 20F: 3 clusters Score -6972677 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16907 members Mstep: Class 2 contains 35294 members Entering Unmasked Estep Score: -6973557.000000 Penalty: 5387.977051 Iteration 21Q: 3 clusters Score -6973557 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15739 members Mstep: Class 2 contains 36462 members Entering Unmasked Estep Score: -6974361.000000 Penalty: 5387.977051 Iteration 22Q: 3 clusters Score -6974361 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14620 members Mstep: Class 2 contains 37581 members Entering Unmasked Estep Score: -6974992.000000 Penalty: 5387.977051 Iteration 23Q: 3 clusters Score -6974992 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13581 members Mstep: Class 2 contains 38620 members Entering Unmasked Estep Score: -6975573.000000 Penalty: 5387.977051 Iteration 24Q: 3 clusters Score -6975573 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12515 members Mstep: Class 2 contains 39686 members Entering Unmasked Estep Score: -6976179.000000 Penalty: 5387.977051 Iteration 25Q: 3 clusters Score -6976179 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 40666 members Entering Unmasked Estep Score: -6976685.500000 Penalty: 5387.977051 Iteration 26Q: 3 clusters Score -6976686 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10684 members Mstep: Class 2 contains 41517 members Entering Unmasked Estep Score: -6977182.000000 Penalty: 5387.977051 Iteration 27Q: 3 clusters Score -6977182 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9961 members Mstep: Class 2 contains 42240 members Entering Unmasked Estep Score: -6977557.500000 Penalty: 5387.977051 Iteration 28Q: 3 clusters Score -6977558 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 42851 members Entering Unmasked Estep Score: -6977854.000000 Penalty: 5387.977051 Iteration 29Q: 3 clusters Score -6977854 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 43397 members Entering Unmasked Estep Score: -6978088.000000 Penalty: 5387.977051 Iteration 30Q: 3 clusters Score -6978088 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8306 members Mstep: Class 2 contains 43895 members Entering Unmasked Estep Score: -6978314.500000 Penalty: 5387.977051 Iteration 31Q: 3 clusters Score -6978314 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 44314 members Entering Unmasked Estep Score: -6978437.000000 Penalty: 5387.977051 Iteration 32Q: 3 clusters Score -6978437 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 44684 members Entering Unmasked Estep Score: -6978564.500000 Penalty: 5387.977051 Iteration 33Q: 3 clusters Score -6978564 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7198 members Mstep: Class 2 contains 45003 members Entering Unmasked Estep Score: -6978642.000000 Penalty: 5387.977051 Iteration 34Q: 3 clusters Score -6978642 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 45287 members Entering Unmasked Estep Score: -6978718.500000 Penalty: 5387.977051 Iteration 35Q: 3 clusters Score -6978718 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 45506 members Entering Unmasked Estep Score: -6978778.500000 Penalty: 5387.977051 Iteration 36Q: 3 clusters Score -6978778 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 45714 members Entering Unmasked Estep Score: -6978821.500000 Penalty: 5387.977051 Iteration 37Q: 3 clusters Score -6978822 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6301 members Mstep: Class 2 contains 45900 members Entering Unmasked Estep Score: -6978851.000000 Penalty: 5387.977051 Iteration 38Q: 3 clusters Score -6978851 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 46075 members Entering Unmasked Estep Score: -6978872.000000 Penalty: 5387.977051 Iteration 39Q: 3 clusters Score -6978872 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 46212 members Entering Unmasked Estep Score: -6978894.000000 Penalty: 5387.977051 Iteration 40F: 3 clusters Score -6978894 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5864 members Mstep: Class 2 contains 46337 members Entering Unmasked Estep Score: -6978932.500000 Penalty: 5387.977051 Iteration 41Q: 3 clusters Score -6978932 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 46441 members Entering Unmasked Estep Score: -6978947.500000 Penalty: 5387.977051 Iteration 42Q: 3 clusters Score -6978948 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 46528 members Entering Unmasked Estep Score: -6978974.500000 Penalty: 5387.977051 Iteration 43Q: 3 clusters Score -6978974 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 46605 members Entering Unmasked Estep Score: -6978986.500000 Penalty: 5387.977051 Iteration 44Q: 3 clusters Score -6978986 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 46676 members Entering Unmasked Estep Score: -6978980.000000 Penalty: 5387.977051 Iteration 45Q: 3 clusters Score -6978980 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 46738 members Entering Unmasked Estep Score: -6978994.000000 Penalty: 5387.977051 Iteration 46Q: 3 clusters Score -6978994 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 46800 members Entering Unmasked Estep Score: -6978995.500000 Penalty: 5387.977051 Iteration 47Q: 3 clusters Score -6978996 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 46847 members Entering Unmasked Estep Score: -6978995.000000 Penalty: 5387.977051 Iteration 48Q: 3 clusters Score -6978995 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 46882 members Entering Unmasked Estep Score: -6979000.000000 Penalty: 5387.977051 Iteration 49Q: 3 clusters Score -6979000 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 46910 members Entering Unmasked Estep Score: -6979017.000000 Penalty: 5387.977051 Iteration 50Q: 3 clusters Score -6979017 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 46948 members Entering Unmasked Estep Score: -6979021.000000 Penalty: 5387.977051 Iteration 51Q: 3 clusters Score -6979021 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 46976 members Entering Unmasked Estep Score: -6979029.000000 Penalty: 5387.977051 Iteration 52Q: 3 clusters Score -6979029 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 47001 members Entering Unmasked Estep Score: -6979028.000000 Penalty: 5387.977051 Iteration 53Q: 3 clusters Score -6979028 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 47028 members Entering Unmasked Estep Score: -6979024.500000 Penalty: 5387.977051 Iteration 54Q: 3 clusters Score -6979024 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 47061 members Entering Unmasked Estep Score: -6979036.000000 Penalty: 5387.977051 Iteration 55Q: 3 clusters Score -6979036 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 47093 members Entering Unmasked Estep Score: -6979052.000000 Penalty: 5387.977051 Iteration 56Q: 3 clusters Score -6979052 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 47123 members Entering Unmasked Estep Score: -6979054.000000 Penalty: 5387.977051 Iteration 57Q: 3 clusters Score -6979054 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5054 members Mstep: Class 2 contains 47147 members Entering Unmasked Estep Score: -6979051.500000 Penalty: 5387.977051 Iteration 58Q: 3 clusters Score -6979052 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 47167 members Entering Unmasked Estep Score: -6979052.500000 Penalty: 5387.977051 Iteration 59Q: 3 clusters Score -6979052 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 47186 members Entering Unmasked Estep Score: -6979048.500000 Penalty: 5387.977051 Iteration 60F: 3 clusters Score -6979048 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Mstep: Class 2 contains 47201 members Entering Unmasked Estep Score: -6979050.500000 Penalty: 5387.977051 Iteration 61Q: 3 clusters Score -6979050 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 47219 members Entering Unmasked Estep Score: -6979065.500000 Penalty: 5387.977051 Iteration 62Q: 3 clusters Score -6979066 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 47233 members Entering Unmasked Estep Score: -6979058.500000 Penalty: 5387.977051 Iteration 63Q: 3 clusters Score -6979058 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 47253 members Entering Unmasked Estep Score: -6979059.500000 Penalty: 5387.977051 Iteration 64Q: 3 clusters Score -6979060 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 47272 members Entering Unmasked Estep Score: -6979065.500000 Penalty: 5387.977051 Iteration 65Q: 3 clusters Score -6979066 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 47292 members Entering Unmasked Estep Score: -6979081.500000 Penalty: 5387.977051 Iteration 66Q: 3 clusters Score -6979082 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 47315 members Entering Unmasked Estep Score: -6979078.000000 Penalty: 5387.977051 Iteration 67Q: 3 clusters Score -6979078 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 47339 members Entering Unmasked Estep Score: -6979079.500000 Penalty: 5387.977051 Iteration 68Q: 3 clusters Score -6979080 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 47364 members Entering Unmasked Estep Score: -6979090.000000 Penalty: 5387.977051 Iteration 69Q: 3 clusters Score -6979090 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 47386 members Entering Unmasked Estep Score: -6979092.500000 Penalty: 5387.977051 Iteration 70Q: 3 clusters Score -6979092 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 47401 members Entering Unmasked Estep Score: -6979089.000000 Penalty: 5387.977051 Iteration 71Q: 3 clusters Score -6979089 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 47419 members Entering Unmasked Estep Score: -6979093.500000 Penalty: 5387.977051 Iteration 72Q: 3 clusters Score -6979094 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 47434 members Entering Unmasked Estep Score: -6979097.000000 Penalty: 5387.977051 Iteration 73Q: 3 clusters Score -6979097 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 47454 members Entering Unmasked Estep Score: -6979112.000000 Penalty: 5387.977051 Iteration 74Q: 3 clusters Score -6979112 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 47466 members Entering Unmasked Estep Score: -6979104.000000 Penalty: 5387.977051 Iteration 75Q: 3 clusters Score -6979104 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 47476 members Entering Unmasked Estep Score: -6979094.000000 Penalty: 5387.977051 Iteration 76Q: 3 clusters Score -6979094 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4714 members Mstep: Class 2 contains 47487 members Entering Unmasked Estep Score: -6979102.500000 Penalty: 5387.977051 Iteration 77Q: 3 clusters Score -6979102 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 47496 members Entering Unmasked Estep Score: -6979098.500000 Penalty: 5387.977051 Iteration 78Q: 3 clusters Score -6979098 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 47504 members Entering Unmasked Estep Score: -6979097.000000 Penalty: 5387.977051 Iteration 79Q: 3 clusters Score -6979097 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 47507 members Entering Unmasked Estep Score: -6979096.000000 Penalty: 5387.977051 Iteration 80F: 3 clusters Score -6979096 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 47510 members Entering Unmasked Estep Score: -6979091.000000 Penalty: 5387.977051 Iteration 81Q: 3 clusters Score -6979091 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 47514 members Entering Unmasked Estep Score: -6979088.500000 Penalty: 5387.977051 Iteration 82Q: 3 clusters Score -6979088 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 47519 members Entering Unmasked Estep Score: -6979092.000000 Penalty: 5387.977051 Iteration 83Q: 3 clusters Score -6979092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 47524 members Entering Unmasked Estep Score: -6979093.500000 Penalty: 5387.977051 Iteration 84Q: 3 clusters Score -6979094 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 47528 members Entering Unmasked Estep Score: -6979094.000000 Penalty: 5387.977051 Iteration 85Q: 3 clusters Score -6979094 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 47536 members Entering Unmasked Estep Score: -6979090.000000 Penalty: 5387.977051 Iteration 86Q: 3 clusters Score -6979090 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 47546 members Entering Unmasked Estep Score: -6979093.500000 Penalty: 5387.977051 Iteration 87Q: 3 clusters Score -6979094 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 47558 members Entering Unmasked Estep Score: -6979090.000000 Penalty: 5387.977051 Iteration 88Q: 3 clusters Score -6979090 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 47572 members Entering Unmasked Estep Score: -6979083.500000 Penalty: 5387.977051 Iteration 89Q: 3 clusters Score -6979084 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 47585 members Entering Unmasked Estep Score: -6979085.000000 Penalty: 5387.977051 Iteration 90Q: 3 clusters Score -6979085 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 47595 members Entering Unmasked Estep Score: -6979088.000000 Penalty: 5387.977051 Iteration 91Q: 3 clusters Score -6979088 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 47613 members Entering Unmasked Estep Score: -6979094.500000 Penalty: 5387.977051 Iteration 92Q: 3 clusters Score -6979094 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4579 members Mstep: Class 2 contains 47622 members Entering Unmasked Estep Score: -6979092.000000 Penalty: 5387.977051 Iteration 93Q: 3 clusters Score -6979092 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4576 members Mstep: Class 2 contains 47625 members Entering Unmasked Estep Score: -6979102.500000 Penalty: 5387.977051 Iteration 94Q: 3 clusters Score -6979102 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4574 members Mstep: Class 2 contains 47627 members Entering Unmasked Estep Score: -6979099.500000 Penalty: 5387.977051 Iteration 95Q: 3 clusters Score -6979100 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 47630 members Entering Unmasked Estep Score: -6979099.500000 Penalty: 5387.977051 Iteration 96Q: 3 clusters Score -6979100 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 47632 members Entering Unmasked Estep Score: -6979097.000000 Penalty: 5387.977051 Iteration 97Q: 3 clusters Score -6979097 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 47634 members Entering Unmasked Estep Score: -6979104.000000 Penalty: 5387.977051 Iteration 98Q: 3 clusters Score -6979104 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4566 members Mstep: Class 2 contains 47635 members Entering Unmasked Estep Score: -6979106.000000 Penalty: 5387.977051 Iteration 99Q: 3 clusters Score -6979106 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 47636 members Entering Unmasked Estep Score: -6979105.000000 Penalty: 5387.977051 Iteration 100F: 3 clusters Score -6979105 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -90151.968750 Penalty: 1635.074951 Iteration 0F: 2 clusters Score -90151.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -88414.789062 Penalty: 3270.149902 Iteration 0F: 3 clusters Score -88414.79 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -88730.312500 Penalty: 3270.149902 Iteration 1F: 3 clusters Score -88730.31 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -88834.750000 Penalty: 3270.149902 Iteration 2F: 3 clusters Score -88834.75 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -88901.750000 Penalty: 3270.149902 Iteration 3Q: 3 clusters Score -88901.75 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -88957.007812 Penalty: 3270.149902 Iteration 4Q: 3 clusters Score -88957.01 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -89004.203125 Penalty: 3270.149902 Iteration 5Q: 3 clusters Score -89004.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -89064.742188 Penalty: 3270.149902 Iteration 6Q: 3 clusters Score -89064.74 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -89164.210938 Penalty: 3270.149902 Iteration 7Q: 3 clusters Score -89164.21 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -89280.218750 Penalty: 3270.149902 Iteration 8Q: 3 clusters Score -89280.22 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -89368.171875 Penalty: 3270.149902 Iteration 9Q: 3 clusters Score -89368.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -89438.453125 Penalty: 3270.149902 Iteration 10Q: 3 clusters Score -89438.45 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -89534.265625 Penalty: 3270.149902 Iteration 11Q: 3 clusters Score -89534.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -89628.382812 Penalty: 3270.149902 Iteration 12Q: 3 clusters Score -89628.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -89795.531250 Penalty: 3270.149902 Iteration 13Q: 3 clusters Score -89795.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -89970.960938 Penalty: 3270.149902 Iteration 14Q: 3 clusters Score -89970.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -90212.414062 Penalty: 3270.149902 Iteration 15Q: 3 clusters Score -90212.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -90368.046875 Penalty: 3270.149902 Iteration 16Q: 3 clusters Score -90368.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -90424.726562 Penalty: 3270.149902 Iteration 17Q: 3 clusters Score -90424.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -90431.429688 Penalty: 3270.149902 Iteration 18Q: 3 clusters Score -90431.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -90435.085938 Penalty: 3270.149902 Iteration 19Q: 3 clusters Score -90435.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -90461.687500 Penalty: 3270.149902 Iteration 20F: 3 clusters Score -90461.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -90491.218750 Penalty: 3270.149902 Iteration 21Q: 3 clusters Score -90491.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -90496.554688 Penalty: 3270.149902 Iteration 22Q: 3 clusters Score -90496.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -90496.554688 Penalty: 3270.149902 Iteration 23F: 3 clusters Score -90496.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 101898 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65458 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143206 members Mstep: Class 8 contains 76919 members Mstep: Class 9 contains 9383 members Mstep: Class 10 contains 40076 members Mstep: Class 11 contains 5222 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52201 members Mstep: Class 14 contains 342 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4939 members Mstep: Class 17 contains 7810 members Mstep: Class 18 contains 12869 members Mstep: Class 19 contains 3702 members Mstep: Class 20 contains 25560 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48876 members Mstep: Class 24 contains 46325 members Mstep: Class 25 contains 508 members Mstep: Class 26 contains 388 members Entering Unmasked Estep Score: -85887992.000000 Penalty: 86358.609375 Splitting cluster 14 changes total score from -85889416.000000 to -85887992.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (728 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Entering Unmasked Estep Score: -86726.359375 Penalty: 1634.394653 Iteration 0F: 2 clusters Score -86726.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -85065.726562 Penalty: 3268.789307 Iteration 0F: 3 clusters Score -85065.73 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -85361.851562 Penalty: 3268.789307 Iteration 1F: 3 clusters Score -85361.85 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -85456.679688 Penalty: 3268.789307 Iteration 2F: 3 clusters Score -85456.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -85497.171875 Penalty: 3268.789307 Iteration 3Q: 3 clusters Score -85497.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -85521.687500 Penalty: 3268.789307 Iteration 4Q: 3 clusters Score -85521.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -85532.578125 Penalty: 3268.789307 Iteration 5Q: 3 clusters Score -85532.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -85546.273438 Penalty: 3268.789307 Iteration 6Q: 3 clusters Score -85546.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -85556.273438 Penalty: 3268.789307 Iteration 7Q: 3 clusters Score -85556.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -85560.062500 Penalty: 3268.789307 Iteration 8Q: 3 clusters Score -85560.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -85563.578125 Penalty: 3268.789307 Iteration 9Q: 3 clusters Score -85563.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -85566.953125 Penalty: 3268.789307 Iteration 10Q: 3 clusters Score -85566.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -85568.296875 Penalty: 3268.789307 Iteration 11Q: 3 clusters Score -85568.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -85568.296875 Penalty: 3268.789307 Iteration 12F: 3 clusters Score -85568.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Entering Unmasked Estep Score: -651978.625000 Penalty: 2109.219727 Iteration 0F: 2 clusters Score -651978.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -647493.750000 Penalty: 4218.439453 Iteration 0F: 3 clusters Score -647493.8 nChanged 1899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -648873.812500 Penalty: 4218.439453 Iteration 1F: 3 clusters Score -648873.8 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -649425.687500 Penalty: 4218.439453 Iteration 2F: 3 clusters Score -649425.7 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -649846.500000 Penalty: 4218.439453 Iteration 3F: 3 clusters Score -649846.5 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -650191.500000 Penalty: 4218.439453 Iteration 4F: 3 clusters Score -650191.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -650403.125000 Penalty: 4218.439453 Iteration 5F: 3 clusters Score -650403.1 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -650604.562500 Penalty: 4218.439453 Iteration 6Q: 3 clusters Score -650604.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -650741.875000 Penalty: 4218.439453 Iteration 7Q: 3 clusters Score -650741.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -650839.375000 Penalty: 4218.439453 Iteration 8Q: 3 clusters Score -650839.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -650940.687500 Penalty: 4218.439453 Iteration 9Q: 3 clusters Score -650940.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -651021.687500 Penalty: 4218.439453 Iteration 10Q: 3 clusters Score -651021.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -651072.562500 Penalty: 4218.439453 Iteration 11Q: 3 clusters Score -651072.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -651120.875000 Penalty: 4218.439453 Iteration 12Q: 3 clusters Score -651120.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -651162.062500 Penalty: 4218.439453 Iteration 13Q: 3 clusters Score -651162.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -651184.187500 Penalty: 4218.439453 Iteration 14Q: 3 clusters Score -651184.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -651204.812500 Penalty: 4218.439453 Iteration 15Q: 3 clusters Score -651204.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -651218.000000 Penalty: 4218.439453 Iteration 16Q: 3 clusters Score -651218 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -651228.625000 Penalty: 4218.439453 Iteration 17Q: 3 clusters Score -651228.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -651238.875000 Penalty: 4218.439453 Iteration 18Q: 3 clusters Score -651238.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -651247.000000 Penalty: 4218.439453 Iteration 19Q: 3 clusters Score -651247 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -651250.312500 Penalty: 4218.439453 Iteration 20F: 3 clusters Score -651250.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -651255.437500 Penalty: 4218.439453 Iteration 21Q: 3 clusters Score -651255.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3917 members Entering Unmasked Estep Score: -651256.437500 Penalty: 4218.439453 Iteration 22Q: 3 clusters Score -651256.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -651260.812500 Penalty: 4218.439453 Iteration 23Q: 3 clusters Score -651260.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -651264.750000 Penalty: 4218.439453 Iteration 24Q: 3 clusters Score -651264.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -651267.562500 Penalty: 4218.439453 Iteration 25Q: 3 clusters Score -651267.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -651267.687500 Penalty: 4218.439453 Iteration 26Q: 3 clusters Score -651267.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -651269.000000 Penalty: 4218.439453 Iteration 27Q: 3 clusters Score -651269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -651269.312500 Penalty: 4218.439453 Iteration 28Q: 3 clusters Score -651269.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -651269.812500 Penalty: 4218.439453 Iteration 29Q: 3 clusters Score -651269.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -651269.875000 Penalty: 4218.439453 Iteration 30Q: 3 clusters Score -651269.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -651269.875000 Penalty: 4218.439453 Iteration 31F: 3 clusters Score -651269.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Entering Unmasked Estep Score: -1036708.625000 Penalty: 2222.863770 Iteration 0F: 2 clusters Score -1036709 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -1030448.500000 Penalty: 4445.727539 Iteration 0F: 3 clusters Score -1030448 nChanged 3115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -1032121.875000 Penalty: 4445.727539 Iteration 1F: 3 clusters Score -1032122 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1032396.500000 Penalty: 4445.727539 Iteration 2F: 3 clusters Score -1032396 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1032545.687500 Penalty: 4445.727539 Iteration 3Q: 3 clusters Score -1032546 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1032649.875000 Penalty: 4445.727539 Iteration 4Q: 3 clusters Score -1032650 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1032719.062500 Penalty: 4445.727539 Iteration 5Q: 3 clusters Score -1032719 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1032784.812500 Penalty: 4445.727539 Iteration 6Q: 3 clusters Score -1032785 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -1032854.500000 Penalty: 4445.727539 Iteration 7Q: 3 clusters Score -1032854 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -1032918.000000 Penalty: 4445.727539 Iteration 8Q: 3 clusters Score -1032918 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -1032977.687500 Penalty: 4445.727539 Iteration 9Q: 3 clusters Score -1032978 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1033028.812500 Penalty: 4445.727539 Iteration 10Q: 3 clusters Score -1033029 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -1033081.187500 Penalty: 4445.727539 Iteration 11Q: 3 clusters Score -1033081 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -1033134.312500 Penalty: 4445.727539 Iteration 12Q: 3 clusters Score -1033134 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -1033190.312500 Penalty: 4445.727539 Iteration 13Q: 3 clusters Score -1033190 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -1033245.875000 Penalty: 4445.727539 Iteration 14Q: 3 clusters Score -1033246 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -1033322.125000 Penalty: 4445.727539 Iteration 15Q: 3 clusters Score -1033322 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -1033417.125000 Penalty: 4445.727539 Iteration 16Q: 3 clusters Score -1033417 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1033546.062500 Penalty: 4445.727539 Iteration 17Q: 3 clusters Score -1033546 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -1033683.750000 Penalty: 4445.727539 Iteration 18Q: 3 clusters Score -1033684 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 6262 members Entering Unmasked Estep Score: -1033846.625000 Penalty: 4445.727539 Iteration 19Q: 3 clusters Score -1033847 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 6503 members Entering Unmasked Estep Score: -1034005.000000 Penalty: 4445.727539 Iteration 20F: 3 clusters Score -1034005 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -1034166.437500 Penalty: 4445.727539 Iteration 21Q: 3 clusters Score -1034166 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 6904 members Entering Unmasked Estep Score: -1034313.125000 Penalty: 4445.727539 Iteration 22Q: 3 clusters Score -1034313 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 7062 members Entering Unmasked Estep Score: -1034446.250000 Penalty: 4445.727539 Iteration 23Q: 3 clusters Score -1034446 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -1034536.875000 Penalty: 4445.727539 Iteration 24Q: 3 clusters Score -1034537 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -1034607.187500 Penalty: 4445.727539 Iteration 25Q: 3 clusters Score -1034607 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1034648.562500 Penalty: 4445.727539 Iteration 26Q: 3 clusters Score -1034649 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -1034685.375000 Penalty: 4445.727539 Iteration 27Q: 3 clusters Score -1034685 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -1034713.250000 Penalty: 4445.727539 Iteration 28Q: 3 clusters Score -1034713 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -1034734.937500 Penalty: 4445.727539 Iteration 29Q: 3 clusters Score -1034735 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -1034743.250000 Penalty: 4445.727539 Iteration 30Q: 3 clusters Score -1034743 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1034751.312500 Penalty: 4445.727539 Iteration 31Q: 3 clusters Score -1034751 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 7420 members Entering Unmasked Estep Score: -1034760.250000 Penalty: 4445.727539 Iteration 32Q: 3 clusters Score -1034760 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 7427 members Entering Unmasked Estep Score: -1034765.875000 Penalty: 4445.727539 Iteration 33Q: 3 clusters Score -1034766 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -1034770.250000 Penalty: 4445.727539 Iteration 34Q: 3 clusters Score -1034770 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 7435 members Entering Unmasked Estep Score: -1034774.125000 Penalty: 4445.727539 Iteration 35Q: 3 clusters Score -1034774 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -1034777.000000 Penalty: 4445.727539 Iteration 36Q: 3 clusters Score -1034777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -1034777.562500 Penalty: 4445.727539 Iteration 37Q: 3 clusters Score -1034778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -1034778.625000 Penalty: 4445.727539 Iteration 38Q: 3 clusters Score -1034779 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 7439 members Entering Unmasked Estep Score: -1034778.625000 Penalty: 4445.727539 Iteration 39F: 3 clusters Score -1034779 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12869 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12869 members Entering Unmasked Estep Score: -1599316.000000 Penalty: 2346.718994 Iteration 0F: 2 clusters Score -1599316 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 6345 members Entering Unmasked Estep Score: -1589735.000000 Penalty: 4693.437988 Iteration 0F: 3 clusters Score -1589735 nChanged 5488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7034 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -1592945.750000 Penalty: 4693.437988 Iteration 1F: 3 clusters Score -1592946 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -1593552.875000 Penalty: 4693.437988 Iteration 2F: 3 clusters Score -1593553 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7607 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1594162.375000 Penalty: 4693.437988 Iteration 3F: 3 clusters Score -1594162 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7872 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -1594763.500000 Penalty: 4693.437988 Iteration 4F: 3 clusters Score -1594764 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 4767 members Entering Unmasked Estep Score: -1595269.500000 Penalty: 4693.437988 Iteration 5F: 3 clusters Score -1595270 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8340 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -1595671.875000 Penalty: 4693.437988 Iteration 6F: 3 clusters Score -1595672 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -1595952.625000 Penalty: 4693.437988 Iteration 7Q: 3 clusters Score -1595953 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8750 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -1596159.750000 Penalty: 4693.437988 Iteration 8Q: 3 clusters Score -1596160 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1596314.000000 Penalty: 4693.437988 Iteration 9Q: 3 clusters Score -1596314 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9030 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1596435.000000 Penalty: 4693.437988 Iteration 10Q: 3 clusters Score -1596435 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9150 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1596534.250000 Penalty: 4693.437988 Iteration 11Q: 3 clusters Score -1596534 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -1596625.000000 Penalty: 4693.437988 Iteration 12Q: 3 clusters Score -1596625 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -1596716.250000 Penalty: 4693.437988 Iteration 13Q: 3 clusters Score -1596716 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -1596806.750000 Penalty: 4693.437988 Iteration 14Q: 3 clusters Score -1596807 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -1596871.375000 Penalty: 4693.437988 Iteration 15Q: 3 clusters Score -1596871 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1596940.375000 Penalty: 4693.437988 Iteration 16Q: 3 clusters Score -1596940 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -1597006.500000 Penalty: 4693.437988 Iteration 17Q: 3 clusters Score -1597006 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -1597064.875000 Penalty: 4693.437988 Iteration 18Q: 3 clusters Score -1597065 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -1597123.375000 Penalty: 4693.437988 Iteration 19Q: 3 clusters Score -1597123 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10047 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -1597161.000000 Penalty: 4693.437988 Iteration 20F: 3 clusters Score -1597161 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10119 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -1597186.875000 Penalty: 4693.437988 Iteration 21Q: 3 clusters Score -1597187 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10171 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -1597201.375000 Penalty: 4693.437988 Iteration 22Q: 3 clusters Score -1597201 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10220 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -1597221.625000 Penalty: 4693.437988 Iteration 23Q: 3 clusters Score -1597222 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10258 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -1597230.875000 Penalty: 4693.437988 Iteration 24Q: 3 clusters Score -1597231 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10285 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -1597241.750000 Penalty: 4693.437988 Iteration 25Q: 3 clusters Score -1597242 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10310 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -1597251.500000 Penalty: 4693.437988 Iteration 26Q: 3 clusters Score -1597252 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10333 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -1597258.750000 Penalty: 4693.437988 Iteration 27Q: 3 clusters Score -1597259 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -1597263.375000 Penalty: 4693.437988 Iteration 28Q: 3 clusters Score -1597263 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10375 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -1597266.625000 Penalty: 4693.437988 Iteration 29Q: 3 clusters Score -1597267 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10397 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -1597274.375000 Penalty: 4693.437988 Iteration 30Q: 3 clusters Score -1597274 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10417 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1597277.375000 Penalty: 4693.437988 Iteration 31Q: 3 clusters Score -1597277 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -1597282.000000 Penalty: 4693.437988 Iteration 32Q: 3 clusters Score -1597282 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -1597285.375000 Penalty: 4693.437988 Iteration 33Q: 3 clusters Score -1597285 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10460 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -1597292.375000 Penalty: 4693.437988 Iteration 34Q: 3 clusters Score -1597292 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -1597298.125000 Penalty: 4693.437988 Iteration 35Q: 3 clusters Score -1597298 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10487 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -1597305.500000 Penalty: 4693.437988 Iteration 36Q: 3 clusters Score -1597306 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -1597310.375000 Penalty: 4693.437988 Iteration 37Q: 3 clusters Score -1597310 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10531 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -1597310.625000 Penalty: 4693.437988 Iteration 38Q: 3 clusters Score -1597311 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10551 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -1597321.500000 Penalty: 4693.437988 Iteration 39Q: 3 clusters Score -1597322 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10577 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -1597333.125000 Penalty: 4693.437988 Iteration 40F: 3 clusters Score -1597333 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10601 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1597339.125000 Penalty: 4693.437988 Iteration 41Q: 3 clusters Score -1597339 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10619 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -1597347.250000 Penalty: 4693.437988 Iteration 42Q: 3 clusters Score -1597347 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10625 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -1597352.500000 Penalty: 4693.437988 Iteration 43Q: 3 clusters Score -1597352 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10638 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1597356.000000 Penalty: 4693.437988 Iteration 44Q: 3 clusters Score -1597356 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10652 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -1597360.750000 Penalty: 4693.437988 Iteration 45Q: 3 clusters Score -1597361 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10667 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1597364.750000 Penalty: 4693.437988 Iteration 46Q: 3 clusters Score -1597365 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -1597367.125000 Penalty: 4693.437988 Iteration 47Q: 3 clusters Score -1597367 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10687 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -1597366.625000 Penalty: 4693.437988 Iteration 48Q: 3 clusters Score -1597367 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10694 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -1597369.625000 Penalty: 4693.437988 Iteration 49Q: 3 clusters Score -1597370 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -1597370.625000 Penalty: 4693.437988 Iteration 50Q: 3 clusters Score -1597371 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10705 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -1597371.875000 Penalty: 4693.437988 Iteration 51Q: 3 clusters Score -1597372 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10710 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -1597373.625000 Penalty: 4693.437988 Iteration 52Q: 3 clusters Score -1597374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10713 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -1597372.500000 Penalty: 4693.437988 Iteration 53Q: 3 clusters Score -1597372 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1597378.500000 Penalty: 4693.437988 Iteration 54Q: 3 clusters Score -1597378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10719 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -1597377.125000 Penalty: 4693.437988 Iteration 55Q: 3 clusters Score -1597377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -1597380.250000 Penalty: 4693.437988 Iteration 56Q: 3 clusters Score -1597380 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10725 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -1597376.000000 Penalty: 4693.437988 Iteration 57Q: 3 clusters Score -1597376 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1597376.500000 Penalty: 4693.437988 Iteration 58Q: 3 clusters Score -1597376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -1597378.375000 Penalty: 4693.437988 Iteration 59Q: 3 clusters Score -1597378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10734 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -1597380.250000 Penalty: 4693.437988 Iteration 60F: 3 clusters Score -1597380 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10738 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -1597382.125000 Penalty: 4693.437988 Iteration 61Q: 3 clusters Score -1597382 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1597380.375000 Penalty: 4693.437988 Iteration 62Q: 3 clusters Score -1597380 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1597380.375000 Penalty: 4693.437988 Iteration 63F: 3 clusters Score -1597380 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Entering Unmasked Estep Score: -456098.562500 Penalty: 2037.723755 Iteration 0F: 2 clusters Score -456098.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -452416.218750 Penalty: 4075.447510 Iteration 0F: 3 clusters Score -452416.2 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -453323.687500 Penalty: 4075.447510 Iteration 1F: 3 clusters Score -453323.7 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -453581.843750 Penalty: 4075.447510 Iteration 2F: 3 clusters Score -453581.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -453738.656250 Penalty: 4075.447510 Iteration 3F: 3 clusters Score -453738.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -453860.937500 Penalty: 4075.447510 Iteration 4Q: 3 clusters Score -453860.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -453960.062500 Penalty: 4075.447510 Iteration 5Q: 3 clusters Score -453960.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -454026.593750 Penalty: 4075.447510 Iteration 6Q: 3 clusters Score -454026.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -454099.687500 Penalty: 4075.447510 Iteration 7Q: 3 clusters Score -454099.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -454163.656250 Penalty: 4075.447510 Iteration 8Q: 3 clusters Score -454163.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -454215.156250 Penalty: 4075.447510 Iteration 9Q: 3 clusters Score -454215.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -454258.656250 Penalty: 4075.447510 Iteration 10Q: 3 clusters Score -454258.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -454304.031250 Penalty: 4075.447510 Iteration 11Q: 3 clusters Score -454304 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -454346.593750 Penalty: 4075.447510 Iteration 12Q: 3 clusters Score -454346.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -454391.500000 Penalty: 4075.447510 Iteration 13Q: 3 clusters Score -454391.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -454433.625000 Penalty: 4075.447510 Iteration 14Q: 3 clusters Score -454433.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -454464.375000 Penalty: 4075.447510 Iteration 15Q: 3 clusters Score -454464.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -454483.312500 Penalty: 4075.447510 Iteration 16Q: 3 clusters Score -454483.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -454494.593750 Penalty: 4075.447510 Iteration 17Q: 3 clusters Score -454494.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -454504.531250 Penalty: 4075.447510 Iteration 18Q: 3 clusters Score -454504.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -454510.687500 Penalty: 4075.447510 Iteration 19Q: 3 clusters Score -454510.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -454516.875000 Penalty: 4075.447510 Iteration 20F: 3 clusters Score -454516.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -454523.406250 Penalty: 4075.447510 Iteration 21Q: 3 clusters Score -454523.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -454528.781250 Penalty: 4075.447510 Iteration 22Q: 3 clusters Score -454528.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -454532.281250 Penalty: 4075.447510 Iteration 23Q: 3 clusters Score -454532.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -454537.500000 Penalty: 4075.447510 Iteration 24Q: 3 clusters Score -454537.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -454544.906250 Penalty: 4075.447510 Iteration 25Q: 3 clusters Score -454544.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -454549.093750 Penalty: 4075.447510 Iteration 26Q: 3 clusters Score -454549.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -454552.968750 Penalty: 4075.447510 Iteration 27Q: 3 clusters Score -454553 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -454555.406250 Penalty: 4075.447510 Iteration 28Q: 3 clusters Score -454555.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -454556.437500 Penalty: 4075.447510 Iteration 29Q: 3 clusters Score -454556.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -454558.250000 Penalty: 4075.447510 Iteration 30Q: 3 clusters Score -454558.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -454560.437500 Penalty: 4075.447510 Iteration 31Q: 3 clusters Score -454560.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -454561.468750 Penalty: 4075.447510 Iteration 32Q: 3 clusters Score -454561.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -454562.531250 Penalty: 4075.447510 Iteration 33Q: 3 clusters Score -454562.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -454564.031250 Penalty: 4075.447510 Iteration 34Q: 3 clusters Score -454564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -454567.093750 Penalty: 4075.447510 Iteration 35Q: 3 clusters Score -454567.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -454568.375000 Penalty: 4075.447510 Iteration 36Q: 3 clusters Score -454568.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -454569.718750 Penalty: 4075.447510 Iteration 37Q: 3 clusters Score -454569.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -454570.687500 Penalty: 4075.447510 Iteration 38Q: 3 clusters Score -454570.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -454571.093750 Penalty: 4075.447510 Iteration 39Q: 3 clusters Score -454571.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -454571.875000 Penalty: 4075.447510 Iteration 40F: 3 clusters Score -454571.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -454571.343750 Penalty: 4075.447510 Iteration 41Q: 3 clusters Score -454571.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -454571.843750 Penalty: 4075.447510 Iteration 42Q: 3 clusters Score -454571.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -454571.843750 Penalty: 4075.447510 Iteration 43F: 3 clusters Score -454571.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25560 members Entering Unmasked Estep Score: -3385211.750000 Penalty: 2516.898438 Iteration 0F: 2 clusters Score -3385212 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12823 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -3367427.750000 Penalty: 5033.796875 Iteration 0F: 3 clusters Score -3367428 nChanged 11516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13143 members Mstep: Class 2 contains 12417 members Entering Unmasked Estep Score: -3373560.250000 Penalty: 5033.796875 Iteration 1F: 3 clusters Score -3373560 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13424 members Mstep: Class 2 contains 12136 members Entering Unmasked Estep Score: -3373974.750000 Penalty: 5033.796875 Iteration 2Q: 3 clusters Score -3373975 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13840 members Mstep: Class 2 contains 11720 members Entering Unmasked Estep Score: -3374351.500000 Penalty: 5033.796875 Iteration 3Q: 3 clusters Score -3374352 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14453 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -3374783.750000 Penalty: 5033.796875 Iteration 4Q: 3 clusters Score -3374784 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15280 members Mstep: Class 2 contains 10280 members Entering Unmasked Estep Score: -3375344.500000 Penalty: 5033.796875 Iteration 5Q: 3 clusters Score -3375344 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16356 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -3376076.000000 Penalty: 5033.796875 Iteration 6F: 3 clusters Score -3376076 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17648 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -3377024.000000 Penalty: 5033.796875 Iteration 7F: 3 clusters Score -3377024 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19154 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -3378185.000000 Penalty: 5033.796875 Iteration 8F: 3 clusters Score -3378185 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20605 members Mstep: Class 2 contains 4955 members Entering Unmasked Estep Score: -3379356.750000 Penalty: 5033.796875 Iteration 9F: 3 clusters Score -3379357 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21955 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -3380445.500000 Penalty: 5033.796875 Iteration 10F: 3 clusters Score -3380446 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23018 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -3381297.500000 Penalty: 5033.796875 Iteration 11Q: 3 clusters Score -3381298 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23822 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -3381941.000000 Penalty: 5033.796875 Iteration 12Q: 3 clusters Score -3381941 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24360 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -3382375.750000 Penalty: 5033.796875 Iteration 13Q: 3 clusters Score -3382376 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24678 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -3382618.500000 Penalty: 5033.796875 Iteration 14Q: 3 clusters Score -3382618 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24890 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -3382806.500000 Penalty: 5033.796875 Iteration 15Q: 3 clusters Score -3382806 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25013 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -3382934.500000 Penalty: 5033.796875 Iteration 16Q: 3 clusters Score -3382934 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25083 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -3383018.500000 Penalty: 5033.796875 Iteration 17Q: 3 clusters Score -3383018 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25121 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -3383057.250000 Penalty: 5033.796875 Iteration 18Q: 3 clusters Score -3383057 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25137 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -3383085.000000 Penalty: 5033.796875 Iteration 19Q: 3 clusters Score -3383085 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25145 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -3383097.500000 Penalty: 5033.796875 Iteration 20F: 3 clusters Score -3383098 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25150 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -3383109.000000 Penalty: 5033.796875 Iteration 21Q: 3 clusters Score -3383109 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25157 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -3383116.250000 Penalty: 5033.796875 Iteration 22Q: 3 clusters Score -3383116 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25160 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -3383126.250000 Penalty: 5033.796875 Iteration 23Q: 3 clusters Score -3383126 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25162 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -3383133.000000 Penalty: 5033.796875 Iteration 24Q: 3 clusters Score -3383133 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25167 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -3383137.750000 Penalty: 5033.796875 Iteration 25Q: 3 clusters Score -3383138 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25168 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -3383143.750000 Penalty: 5033.796875 Iteration 26Q: 3 clusters Score -3383144 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25170 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -3383152.750000 Penalty: 5033.796875 Iteration 27Q: 3 clusters Score -3383153 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25171 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -3383156.750000 Penalty: 5033.796875 Iteration 28Q: 3 clusters Score -3383157 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25176 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -3383162.000000 Penalty: 5033.796875 Iteration 29Q: 3 clusters Score -3383162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25179 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -3383161.250000 Penalty: 5033.796875 Iteration 30Q: 3 clusters Score -3383161 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25181 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -3383161.250000 Penalty: 5033.796875 Iteration 31Q: 3 clusters Score -3383161 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25184 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -3383160.500000 Penalty: 5033.796875 Iteration 32Q: 3 clusters Score -3383160 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25187 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -3383163.500000 Penalty: 5033.796875 Iteration 33Q: 3 clusters Score -3383164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25191 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -3383164.000000 Penalty: 5033.796875 Iteration 34Q: 3 clusters Score -3383164 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25193 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -3383167.000000 Penalty: 5033.796875 Iteration 35Q: 3 clusters Score -3383167 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25196 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -3383170.000000 Penalty: 5033.796875 Iteration 36Q: 3 clusters Score -3383170 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25199 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -3383176.500000 Penalty: 5033.796875 Iteration 37Q: 3 clusters Score -3383176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25200 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -3383181.750000 Penalty: 5033.796875 Iteration 38Q: 3 clusters Score -3383182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25201 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -3383181.250000 Penalty: 5033.796875 Iteration 39Q: 3 clusters Score -3383181 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25203 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -3383183.000000 Penalty: 5033.796875 Iteration 40F: 3 clusters Score -3383183 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25204 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -3383185.750000 Penalty: 5033.796875 Iteration 41Q: 3 clusters Score -3383186 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25205 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -3383186.500000 Penalty: 5033.796875 Iteration 42Q: 3 clusters Score -3383186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25205 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -3383186.500000 Penalty: 5033.796875 Iteration 43F: 3 clusters Score -3383186 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Entering Unmasked Estep Score: -150025.453125 Penalty: 1746.052979 Iteration 0F: 2 clusters Score -150025.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -147984.187500 Penalty: 3492.105957 Iteration 0F: 3 clusters Score -147984.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -148262.062500 Penalty: 3492.105957 Iteration 1F: 3 clusters Score -148262.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -148315.046875 Penalty: 3492.105957 Iteration 2Q: 3 clusters Score -148315 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -148353.953125 Penalty: 3492.105957 Iteration 3Q: 3 clusters Score -148354 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -148385.312500 Penalty: 3492.105957 Iteration 4Q: 3 clusters Score -148385.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -148407.140625 Penalty: 3492.105957 Iteration 5Q: 3 clusters Score -148407.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -148429.890625 Penalty: 3492.105957 Iteration 6Q: 3 clusters Score -148429.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -148445.296875 Penalty: 3492.105957 Iteration 7Q: 3 clusters Score -148445.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -148454.421875 Penalty: 3492.105957 Iteration 8Q: 3 clusters Score -148454.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -148458.562500 Penalty: 3492.105957 Iteration 9Q: 3 clusters Score -148458.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -148460.031250 Penalty: 3492.105957 Iteration 10Q: 3 clusters Score -148460 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -148460.031250 Penalty: 3492.105957 Iteration 11F: 3 clusters Score -148460 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Entering Unmasked Estep Score: -84999.398438 Penalty: 1621.099487 Iteration 0F: 2 clusters Score -84999.4 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 355 members Entering Unmasked Estep Score: -83324.554688 Penalty: 3242.198975 Iteration 0F: 3 clusters Score -83324.55 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -83576.210938 Penalty: 3242.198975 Iteration 1F: 3 clusters Score -83576.21 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -83651.539062 Penalty: 3242.198975 Iteration 2F: 3 clusters Score -83651.54 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -83704.335938 Penalty: 3242.198975 Iteration 3Q: 3 clusters Score -83704.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -83737.046875 Penalty: 3242.198975 Iteration 4Q: 3 clusters Score -83737.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -83770.203125 Penalty: 3242.198975 Iteration 5Q: 3 clusters Score -83770.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -83793.414062 Penalty: 3242.198975 Iteration 6Q: 3 clusters Score -83793.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -83813.414062 Penalty: 3242.198975 Iteration 7Q: 3 clusters Score -83813.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -83836.992188 Penalty: 3242.198975 Iteration 8Q: 3 clusters Score -83836.99 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -83861.851562 Penalty: 3242.198975 Iteration 9Q: 3 clusters Score -83861.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -83892.914062 Penalty: 3242.198975 Iteration 10Q: 3 clusters Score -83892.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -83920.703125 Penalty: 3242.198975 Iteration 11Q: 3 clusters Score -83920.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -83946.687500 Penalty: 3242.198975 Iteration 12Q: 3 clusters Score -83946.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -83972.515625 Penalty: 3242.198975 Iteration 13Q: 3 clusters Score -83972.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -83984.593750 Penalty: 3242.198975 Iteration 14Q: 3 clusters Score -83984.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -83996.796875 Penalty: 3242.198975 Iteration 15Q: 3 clusters Score -83996.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -84005.210938 Penalty: 3242.198975 Iteration 16Q: 3 clusters Score -84005.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -84024.695312 Penalty: 3242.198975 Iteration 17Q: 3 clusters Score -84024.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -84032.203125 Penalty: 3242.198975 Iteration 18Q: 3 clusters Score -84032.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -84037.632812 Penalty: 3242.198975 Iteration 19Q: 3 clusters Score -84037.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -84045.320312 Penalty: 3242.198975 Iteration 20F: 3 clusters Score -84045.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -84054.421875 Penalty: 3242.198975 Iteration 21Q: 3 clusters Score -84054.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -84066.921875 Penalty: 3242.198975 Iteration 22Q: 3 clusters Score -84066.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -84084.476562 Penalty: 3242.198975 Iteration 23Q: 3 clusters Score -84084.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -84118.851562 Penalty: 3242.198975 Iteration 24Q: 3 clusters Score -84118.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -84134.828125 Penalty: 3242.198975 Iteration 25Q: 3 clusters Score -84134.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -84143.992188 Penalty: 3242.198975 Iteration 26Q: 3 clusters Score -84143.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -84148.132812 Penalty: 3242.198975 Iteration 27Q: 3 clusters Score -84148.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -84149.039062 Penalty: 3242.198975 Iteration 28Q: 3 clusters Score -84149.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -84149.039062 Penalty: 3242.198975 Iteration 29F: 3 clusters Score -84149.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (48876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48876 members Entering Unmasked Estep Score: -6552475.000000 Penalty: 2677.666504 Iteration 0F: 2 clusters Score -6552475 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24358 members Mstep: Class 2 contains 24518 members Entering Unmasked Estep Score: -6519541.500000 Penalty: 5355.333008 Iteration 0F: 3 clusters Score -6519542 nChanged 22493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23483 members Mstep: Class 2 contains 25393 members Entering Unmasked Estep Score: -6532274.500000 Penalty: 5355.333008 Iteration 1F: 3 clusters Score -6532274 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22810 members Mstep: Class 2 contains 26066 members Entering Unmasked Estep Score: -6532860.500000 Penalty: 5355.333008 Iteration 2Q: 3 clusters Score -6532860 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21797 members Mstep: Class 2 contains 27079 members Entering Unmasked Estep Score: -6533598.000000 Penalty: 5355.333008 Iteration 3Q: 3 clusters Score -6533598 nChanged 2364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20249 members Mstep: Class 2 contains 28627 members Entering Unmasked Estep Score: -6534644.000000 Penalty: 5355.333008 Iteration 4Q: 3 clusters Score -6534644 nChanged 2807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18102 members Mstep: Class 2 contains 30774 members Entering Unmasked Estep Score: -6536164.000000 Penalty: 5355.333008 Iteration 5F: 3 clusters Score -6536164 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15417 members Mstep: Class 2 contains 33459 members Entering Unmasked Estep Score: -6538198.000000 Penalty: 5355.333008 Iteration 6F: 3 clusters Score -6538198 nChanged 3534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 36669 members Entering Unmasked Estep Score: -6540941.500000 Penalty: 5355.333008 Iteration 7F: 3 clusters Score -6540942 nChanged 3465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 39944 members Entering Unmasked Estep Score: -6543836.500000 Penalty: 5355.333008 Iteration 8F: 3 clusters Score -6543836 nChanged 2829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 42653 members Entering Unmasked Estep Score: -6546184.000000 Penalty: 5355.333008 Iteration 9F: 3 clusters Score -6546184 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 44637 members Entering Unmasked Estep Score: -6547844.500000 Penalty: 5355.333008 Iteration 10Q: 3 clusters Score -6547844 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 45941 members Entering Unmasked Estep Score: -6548818.000000 Penalty: 5355.333008 Iteration 11Q: 3 clusters Score -6548818 nChanged 826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 46755 members Entering Unmasked Estep Score: -6549360.500000 Penalty: 5355.333008 Iteration 12Q: 3 clusters Score -6549360 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 47235 members Entering Unmasked Estep Score: -6549635.500000 Penalty: 5355.333008 Iteration 13Q: 3 clusters Score -6549636 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 47572 members Entering Unmasked Estep Score: -6549880.500000 Penalty: 5355.333008 Iteration 14Q: 3 clusters Score -6549880 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 47771 members Entering Unmasked Estep Score: -6549999.500000 Penalty: 5355.333008 Iteration 15Q: 3 clusters Score -6550000 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 47879 members Entering Unmasked Estep Score: -6550054.500000 Penalty: 5355.333008 Iteration 16Q: 3 clusters Score -6550054 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 47964 members Entering Unmasked Estep Score: -6550123.000000 Penalty: 5355.333008 Iteration 17Q: 3 clusters Score -6550123 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 48028 members Entering Unmasked Estep Score: -6550142.000000 Penalty: 5355.333008 Iteration 18Q: 3 clusters Score -6550142 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 48071 members Entering Unmasked Estep Score: -6550159.000000 Penalty: 5355.333008 Iteration 19Q: 3 clusters Score -6550159 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 48116 members Entering Unmasked Estep Score: -6550184.500000 Penalty: 5355.333008 Iteration 20F: 3 clusters Score -6550184 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 48141 members Entering Unmasked Estep Score: -6550210.000000 Penalty: 5355.333008 Iteration 21Q: 3 clusters Score -6550210 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 48157 members Entering Unmasked Estep Score: -6550231.000000 Penalty: 5355.333008 Iteration 22Q: 3 clusters Score -6550231 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 48168 members Entering Unmasked Estep Score: -6550236.000000 Penalty: 5355.333008 Iteration 23Q: 3 clusters Score -6550236 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 48177 members Entering Unmasked Estep Score: -6550242.000000 Penalty: 5355.333008 Iteration 24Q: 3 clusters Score -6550242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 48181 members Entering Unmasked Estep Score: -6550236.500000 Penalty: 5355.333008 Iteration 25Q: 3 clusters Score -6550236 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 48186 members Entering Unmasked Estep Score: -6550245.500000 Penalty: 5355.333008 Iteration 26Q: 3 clusters Score -6550246 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 48194 members Entering Unmasked Estep Score: -6550261.500000 Penalty: 5355.333008 Iteration 27Q: 3 clusters Score -6550262 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 48203 members Entering Unmasked Estep Score: -6550270.500000 Penalty: 5355.333008 Iteration 28Q: 3 clusters Score -6550270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 48216 members Entering Unmasked Estep Score: -6550286.500000 Penalty: 5355.333008 Iteration 29Q: 3 clusters Score -6550286 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 48225 members Entering Unmasked Estep Score: -6550286.000000 Penalty: 5355.333008 Iteration 30Q: 3 clusters Score -6550286 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 48232 members Entering Unmasked Estep Score: -6550291.500000 Penalty: 5355.333008 Iteration 31Q: 3 clusters Score -6550292 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 48233 members Entering Unmasked Estep Score: -6550284.000000 Penalty: 5355.333008 Iteration 32Q: 3 clusters Score -6550284 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 48236 members Entering Unmasked Estep Score: -6550283.500000 Penalty: 5355.333008 Iteration 33Q: 3 clusters Score -6550284 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 48238 members Entering Unmasked Estep Score: -6550290.500000 Penalty: 5355.333008 Iteration 34Q: 3 clusters Score -6550290 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 48239 members Entering Unmasked Estep Score: -6550291.500000 Penalty: 5355.333008 Iteration 35Q: 3 clusters Score -6550292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 48239 members Entering Unmasked Estep Score: -6550291.500000 Penalty: 5355.333008 Iteration 36F: 3 clusters Score -6550292 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (46325 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46325 members Entering Unmasked Estep Score: -6245635.000000 Penalty: 2664.372314 Iteration 0F: 2 clusters Score -6245635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23160 members Mstep: Class 2 contains 23165 members Entering Unmasked Estep Score: -6214630.000000 Penalty: 5328.744629 Iteration 0F: 3 clusters Score -6214630 nChanged 21138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23030 members Mstep: Class 2 contains 23295 members Entering Unmasked Estep Score: -6226220.500000 Penalty: 5328.744629 Iteration 1F: 3 clusters Score -6226220 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22921 members Mstep: Class 2 contains 23404 members Entering Unmasked Estep Score: -6226752.000000 Penalty: 5328.744629 Iteration 2Q: 3 clusters Score -6226752 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22849 members Mstep: Class 2 contains 23476 members Entering Unmasked Estep Score: -6227215.500000 Penalty: 5328.744629 Iteration 3Q: 3 clusters Score -6227216 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22721 members Mstep: Class 2 contains 23604 members Entering Unmasked Estep Score: -6227669.000000 Penalty: 5328.744629 Iteration 4Q: 3 clusters Score -6227669 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22583 members Mstep: Class 2 contains 23742 members Entering Unmasked Estep Score: -6228139.000000 Penalty: 5328.744629 Iteration 5Q: 3 clusters Score -6228139 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22430 members Mstep: Class 2 contains 23895 members Entering Unmasked Estep Score: -6228635.000000 Penalty: 5328.744629 Iteration 6Q: 3 clusters Score -6228635 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22238 members Mstep: Class 2 contains 24087 members Entering Unmasked Estep Score: -6229136.500000 Penalty: 5328.744629 Iteration 7Q: 3 clusters Score -6229136 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22004 members Mstep: Class 2 contains 24321 members Entering Unmasked Estep Score: -6229742.500000 Penalty: 5328.744629 Iteration 8Q: 3 clusters Score -6229742 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21776 members Mstep: Class 2 contains 24549 members Entering Unmasked Estep Score: -6230510.500000 Penalty: 5328.744629 Iteration 9Q: 3 clusters Score -6230510 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21498 members Mstep: Class 2 contains 24827 members Entering Unmasked Estep Score: -6231392.500000 Penalty: 5328.744629 Iteration 10Q: 3 clusters Score -6231392 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21180 members Mstep: Class 2 contains 25145 members Entering Unmasked Estep Score: -6232319.000000 Penalty: 5328.744629 Iteration 11Q: 3 clusters Score -6232319 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20875 members Mstep: Class 2 contains 25450 members Entering Unmasked Estep Score: -6233467.500000 Penalty: 5328.744629 Iteration 12Q: 3 clusters Score -6233468 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20606 members Mstep: Class 2 contains 25719 members Entering Unmasked Estep Score: -6234526.000000 Penalty: 5328.744629 Iteration 13Q: 3 clusters Score -6234526 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20436 members Mstep: Class 2 contains 25889 members Entering Unmasked Estep Score: -6235172.000000 Penalty: 5328.744629 Iteration 14Q: 3 clusters Score -6235172 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20321 members Mstep: Class 2 contains 26004 members Entering Unmasked Estep Score: -6235466.500000 Penalty: 5328.744629 Iteration 15Q: 3 clusters Score -6235466 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20169 members Mstep: Class 2 contains 26156 members Entering Unmasked Estep Score: -6235571.500000 Penalty: 5328.744629 Iteration 16Q: 3 clusters Score -6235572 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19992 members Mstep: Class 2 contains 26333 members Entering Unmasked Estep Score: -6235617.500000 Penalty: 5328.744629 Iteration 17Q: 3 clusters Score -6235618 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19816 members Mstep: Class 2 contains 26509 members Entering Unmasked Estep Score: -6235661.000000 Penalty: 5328.744629 Iteration 18Q: 3 clusters Score -6235661 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19630 members Mstep: Class 2 contains 26695 members Entering Unmasked Estep Score: -6235700.500000 Penalty: 5328.744629 Iteration 19Q: 3 clusters Score -6235700 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19448 members Mstep: Class 2 contains 26877 members Entering Unmasked Estep Score: -6235722.500000 Penalty: 5328.744629 Iteration 20F: 3 clusters Score -6235722 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19262 members Mstep: Class 2 contains 27063 members Entering Unmasked Estep Score: -6235761.000000 Penalty: 5328.744629 Iteration 21Q: 3 clusters Score -6235761 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19084 members Mstep: Class 2 contains 27241 members Entering Unmasked Estep Score: -6235782.500000 Penalty: 5328.744629 Iteration 22Q: 3 clusters Score -6235782 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18915 members Mstep: Class 2 contains 27410 members Entering Unmasked Estep Score: -6235815.000000 Penalty: 5328.744629 Iteration 23Q: 3 clusters Score -6235815 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18704 members Mstep: Class 2 contains 27621 members Entering Unmasked Estep Score: -6235844.500000 Penalty: 5328.744629 Iteration 24Q: 3 clusters Score -6235844 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18494 members Mstep: Class 2 contains 27831 members Entering Unmasked Estep Score: -6235873.000000 Penalty: 5328.744629 Iteration 25Q: 3 clusters Score -6235873 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18301 members Mstep: Class 2 contains 28024 members Entering Unmasked Estep Score: -6235880.500000 Penalty: 5328.744629 Iteration 26Q: 3 clusters Score -6235880 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18123 members Mstep: Class 2 contains 28202 members Entering Unmasked Estep Score: -6235912.500000 Penalty: 5328.744629 Iteration 27Q: 3 clusters Score -6235912 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17919 members Mstep: Class 2 contains 28406 members Entering Unmasked Estep Score: -6235956.500000 Penalty: 5328.744629 Iteration 28Q: 3 clusters Score -6235956 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17692 members Mstep: Class 2 contains 28633 members Entering Unmasked Estep Score: -6236000.000000 Penalty: 5328.744629 Iteration 29Q: 3 clusters Score -6236000 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17460 members Mstep: Class 2 contains 28865 members Entering Unmasked Estep Score: -6236023.000000 Penalty: 5328.744629 Iteration 30Q: 3 clusters Score -6236023 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17222 members Mstep: Class 2 contains 29103 members Entering Unmasked Estep Score: -6236093.500000 Penalty: 5328.744629 Iteration 31Q: 3 clusters Score -6236094 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16976 members Mstep: Class 2 contains 29349 members Entering Unmasked Estep Score: -6236150.500000 Penalty: 5328.744629 Iteration 32Q: 3 clusters Score -6236150 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16683 members Mstep: Class 2 contains 29642 members Entering Unmasked Estep Score: -6236188.000000 Penalty: 5328.744629 Iteration 33Q: 3 clusters Score -6236188 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16405 members Mstep: Class 2 contains 29920 members Entering Unmasked Estep Score: -6236211.500000 Penalty: 5328.744629 Iteration 34Q: 3 clusters Score -6236212 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16109 members Mstep: Class 2 contains 30216 members Entering Unmasked Estep Score: -6236292.000000 Penalty: 5328.744629 Iteration 35Q: 3 clusters Score -6236292 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15774 members Mstep: Class 2 contains 30551 members Entering Unmasked Estep Score: -6236348.500000 Penalty: 5328.744629 Iteration 36Q: 3 clusters Score -6236348 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15396 members Mstep: Class 2 contains 30929 members Entering Unmasked Estep Score: -6236453.000000 Penalty: 5328.744629 Iteration 37Q: 3 clusters Score -6236453 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14968 members Mstep: Class 2 contains 31357 members Entering Unmasked Estep Score: -6236576.000000 Penalty: 5328.744629 Iteration 38Q: 3 clusters Score -6236576 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14487 members Mstep: Class 2 contains 31838 members Entering Unmasked Estep Score: -6236674.500000 Penalty: 5328.744629 Iteration 39Q: 3 clusters Score -6236674 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13959 members Mstep: Class 2 contains 32366 members Entering Unmasked Estep Score: -6236859.500000 Penalty: 5328.744629 Iteration 40F: 3 clusters Score -6236860 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13413 members Mstep: Class 2 contains 32912 members Entering Unmasked Estep Score: -6237003.500000 Penalty: 5328.744629 Iteration 41Q: 3 clusters Score -6237004 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12850 members Mstep: Class 2 contains 33475 members Entering Unmasked Estep Score: -6237161.500000 Penalty: 5328.744629 Iteration 42Q: 3 clusters Score -6237162 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12316 members Mstep: Class 2 contains 34009 members Entering Unmasked Estep Score: -6237313.000000 Penalty: 5328.744629 Iteration 43Q: 3 clusters Score -6237313 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11761 members Mstep: Class 2 contains 34564 members Entering Unmasked Estep Score: -6237478.500000 Penalty: 5328.744629 Iteration 44Q: 3 clusters Score -6237478 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 35112 members Entering Unmasked Estep Score: -6237645.000000 Penalty: 5328.744629 Iteration 45Q: 3 clusters Score -6237645 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 35717 members Entering Unmasked Estep Score: -6237844.500000 Penalty: 5328.744629 Iteration 46Q: 3 clusters Score -6237844 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 36367 members Entering Unmasked Estep Score: -6238051.000000 Penalty: 5328.744629 Iteration 47Q: 3 clusters Score -6238051 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 37029 members Entering Unmasked Estep Score: -6238304.500000 Penalty: 5328.744629 Iteration 48Q: 3 clusters Score -6238304 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 37676 members Entering Unmasked Estep Score: -6238582.000000 Penalty: 5328.744629 Iteration 49Q: 3 clusters Score -6238582 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 38368 members Entering Unmasked Estep Score: -6238858.000000 Penalty: 5328.744629 Iteration 50Q: 3 clusters Score -6238858 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 39053 members Entering Unmasked Estep Score: -6239137.000000 Penalty: 5328.744629 Iteration 51Q: 3 clusters Score -6239137 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 39745 members Entering Unmasked Estep Score: -6239447.000000 Penalty: 5328.744629 Iteration 52Q: 3 clusters Score -6239447 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 40421 members Entering Unmasked Estep Score: -6239744.500000 Penalty: 5328.744629 Iteration 53Q: 3 clusters Score -6239744 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 41071 members Entering Unmasked Estep Score: -6240034.000000 Penalty: 5328.744629 Iteration 54Q: 3 clusters Score -6240034 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 41728 members Entering Unmasked Estep Score: -6240345.500000 Penalty: 5328.744629 Iteration 55Q: 3 clusters Score -6240346 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 42361 members Entering Unmasked Estep Score: -6240690.500000 Penalty: 5328.744629 Iteration 56Q: 3 clusters Score -6240690 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 42981 members Entering Unmasked Estep Score: -6241023.500000 Penalty: 5328.744629 Iteration 57Q: 3 clusters Score -6241024 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 43572 members Entering Unmasked Estep Score: -6241418.000000 Penalty: 5328.744629 Iteration 58Q: 3 clusters Score -6241418 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 44135 members Entering Unmasked Estep Score: -6241786.500000 Penalty: 5328.744629 Iteration 59Q: 3 clusters Score -6241786 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 44666 members Entering Unmasked Estep Score: -6242200.500000 Penalty: 5328.744629 Iteration 60F: 3 clusters Score -6242200 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 45080 members Entering Unmasked Estep Score: -6242538.000000 Penalty: 5328.744629 Iteration 61Q: 3 clusters Score -6242538 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 45385 members Entering Unmasked Estep Score: -6242732.500000 Penalty: 5328.744629 Iteration 62Q: 3 clusters Score -6242732 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 45589 members Entering Unmasked Estep Score: -6242882.500000 Penalty: 5328.744629 Iteration 63Q: 3 clusters Score -6242882 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 45735 members Entering Unmasked Estep Score: -6243034.500000 Penalty: 5328.744629 Iteration 64Q: 3 clusters Score -6243034 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 45829 members Entering Unmasked Estep Score: -6243114.000000 Penalty: 5328.744629 Iteration 65Q: 3 clusters Score -6243114 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 45888 members Entering Unmasked Estep Score: -6243170.500000 Penalty: 5328.744629 Iteration 66Q: 3 clusters Score -6243170 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 45924 members Entering Unmasked Estep Score: -6243207.000000 Penalty: 5328.744629 Iteration 67Q: 3 clusters Score -6243207 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 45948 members Entering Unmasked Estep Score: -6243227.500000 Penalty: 5328.744629 Iteration 68Q: 3 clusters Score -6243228 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 45966 members Entering Unmasked Estep Score: -6243255.500000 Penalty: 5328.744629 Iteration 69Q: 3 clusters Score -6243256 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 45980 members Entering Unmasked Estep Score: -6243267.000000 Penalty: 5328.744629 Iteration 70Q: 3 clusters Score -6243267 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 45990 members Entering Unmasked Estep Score: -6243291.500000 Penalty: 5328.744629 Iteration 71Q: 3 clusters Score -6243292 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 45995 members Entering Unmasked Estep Score: -6243297.000000 Penalty: 5328.744629 Iteration 72Q: 3 clusters Score -6243297 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 45996 members Entering Unmasked Estep Score: -6243305.500000 Penalty: 5328.744629 Iteration 73Q: 3 clusters Score -6243306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 45997 members Entering Unmasked Estep Score: -6243305.000000 Penalty: 5328.744629 Iteration 74Q: 3 clusters Score -6243305 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 45997 members Entering Unmasked Estep Score: -6243305.000000 Penalty: 5328.744629 Iteration 75F: 3 clusters Score -6243305 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -61758.582031 Penalty: 1545.159424 Iteration 0F: 2 clusters Score -61758.58 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 261 members Entering Unmasked Estep Score: -60212.015625 Penalty: 3090.318848 Iteration 0F: 3 clusters Score -60212.02 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -60404.507812 Penalty: 3090.318848 Iteration 1F: 3 clusters Score -60404.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -60472.023438 Penalty: 3090.318848 Iteration 2Q: 3 clusters Score -60472.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -60516.480469 Penalty: 3090.318848 Iteration 3Q: 3 clusters Score -60516.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -60544.925781 Penalty: 3090.318848 Iteration 4Q: 3 clusters Score -60544.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60569.546875 Penalty: 3090.318848 Iteration 5Q: 3 clusters Score -60569.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60572.964844 Penalty: 3090.318848 Iteration 6Q: 3 clusters Score -60572.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -60577.449219 Penalty: 3090.318848 Iteration 7Q: 3 clusters Score -60577.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60578.679688 Penalty: 3090.318848 Iteration 8Q: 3 clusters Score -60578.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60578.679688 Penalty: 3090.318848 Iteration 9F: 3 clusters Score -60578.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 101898 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65458 members Mstep: Class 6 contains 796 members Mstep: Class 7 contains 143206 members Mstep: Class 8 contains 76919 members Mstep: Class 9 contains 9383 members Mstep: Class 10 contains 40076 members Mstep: Class 11 contains 5222 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52201 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4939 members Mstep: Class 17 contains 7810 members Mstep: Class 18 contains 12869 members Mstep: Class 19 contains 3702 members Mstep: Class 20 contains 25560 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48876 members Mstep: Class 24 contains 46325 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889304.000000 Penalty: 83037.125000 Iteration 199Q: 26 clusters Score -8.58893e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 101947 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65451 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143202 members Mstep: Class 8 contains 76911 members Mstep: Class 9 contains 9389 members Mstep: Class 10 contains 40074 members Mstep: Class 11 contains 5222 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52223 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4937 members Mstep: Class 17 contains 7817 members Mstep: Class 18 contains 12877 members Mstep: Class 19 contains 3705 members Mstep: Class 20 contains 25551 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48878 members Mstep: Class 24 contains 46262 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889424.000000 Penalty: 83037.125000 Iteration 200F: 26 clusters Score -8.588942e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 101999 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65446 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143199 members Mstep: Class 8 contains 76904 members Mstep: Class 9 contains 9390 members Mstep: Class 10 contains 40074 members Mstep: Class 11 contains 5222 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52234 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4933 members Mstep: Class 17 contains 7817 members Mstep: Class 18 contains 12884 members Mstep: Class 19 contains 3706 members Mstep: Class 20 contains 25542 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48879 members Mstep: Class 24 contains 46218 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889408.000000 Penalty: 83037.125000 Iteration 201Q: 26 clusters Score -8.588941e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 102046 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65439 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143201 members Mstep: Class 8 contains 76901 members Mstep: Class 9 contains 9392 members Mstep: Class 10 contains 40078 members Mstep: Class 11 contains 5221 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52247 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4925 members Mstep: Class 17 contains 7818 members Mstep: Class 18 contains 12886 members Mstep: Class 19 contains 3708 members Mstep: Class 20 contains 25527 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48882 members Mstep: Class 24 contains 46176 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889400.000000 Penalty: 83037.125000 Iteration 202Q: 26 clusters Score -8.58894e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 102077 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65437 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143196 members Mstep: Class 8 contains 76900 members Mstep: Class 9 contains 9392 members Mstep: Class 10 contains 40074 members Mstep: Class 11 contains 5219 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52257 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4921 members Mstep: Class 17 contains 7819 members Mstep: Class 18 contains 12892 members Mstep: Class 19 contains 3711 members Mstep: Class 20 contains 25524 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48884 members Mstep: Class 24 contains 46144 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889392.000000 Penalty: 83037.125000 Iteration 203Q: 26 clusters Score -8.588939e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 102102 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65434 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143190 members Mstep: Class 8 contains 76901 members Mstep: Class 9 contains 9396 members Mstep: Class 10 contains 40075 members Mstep: Class 11 contains 5218 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52267 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 728 members Mstep: Class 16 contains 4917 members Mstep: Class 17 contains 7821 members Mstep: Class 18 contains 12895 members Mstep: Class 19 contains 3711 members Mstep: Class 20 contains 25520 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48885 members Mstep: Class 24 contains 46116 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889456.000000 Penalty: 83037.125000 Iteration 204Q: 26 clusters Score -8.588946e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 102125 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65434 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143187 members Mstep: Class 8 contains 76902 members Mstep: Class 9 contains 9400 members Mstep: Class 10 contains 40077 members Mstep: Class 11 contains 5218 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52276 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4912 members Mstep: Class 17 contains 7822 members Mstep: Class 18 contains 12894 members Mstep: Class 19 contains 3711 members Mstep: Class 20 contains 25506 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48886 members Mstep: Class 24 contains 46097 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889432.000000 Penalty: 83037.125000 Iteration 205Q: 26 clusters Score -8.588943e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 102145 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65433 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143186 members Mstep: Class 8 contains 76899 members Mstep: Class 9 contains 9402 members Mstep: Class 10 contains 40077 members Mstep: Class 11 contains 5218 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52281 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4911 members Mstep: Class 17 contains 7825 members Mstep: Class 18 contains 12896 members Mstep: Class 19 contains 3711 members Mstep: Class 20 contains 25494 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48889 members Mstep: Class 24 contains 46081 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889424.000000 Penalty: 83037.125000 Iteration 206Q: 26 clusters Score -8.588942e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 102159 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65433 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143182 members Mstep: Class 8 contains 76900 members Mstep: Class 9 contains 9402 members Mstep: Class 10 contains 40079 members Mstep: Class 11 contains 5218 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52290 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4913 members Mstep: Class 17 contains 7826 members Mstep: Class 18 contains 12900 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25488 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48889 members Mstep: Class 24 contains 46060 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889424.000000 Penalty: 83037.125000 Iteration 207Q: 26 clusters Score -8.588942e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 102175 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65432 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143181 members Mstep: Class 8 contains 76900 members Mstep: Class 9 contains 9402 members Mstep: Class 10 contains 40082 members Mstep: Class 11 contains 5217 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52295 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4911 members Mstep: Class 17 contains 7827 members Mstep: Class 18 contains 12901 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25485 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48891 members Mstep: Class 24 contains 46040 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889360.000000 Penalty: 83037.125000 Iteration 208Q: 26 clusters Score -8.588936e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 102181 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65432 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143179 members Mstep: Class 8 contains 76898 members Mstep: Class 9 contains 9402 members Mstep: Class 10 contains 40082 members Mstep: Class 11 contains 5215 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52308 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4912 members Mstep: Class 17 contains 7832 members Mstep: Class 18 contains 12904 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25477 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48892 members Mstep: Class 24 contains 46025 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889408.000000 Penalty: 83037.125000 Iteration 209Q: 26 clusters Score -8.588941e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 102182 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65430 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143178 members Mstep: Class 8 contains 76898 members Mstep: Class 9 contains 9402 members Mstep: Class 10 contains 40082 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52318 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4913 members Mstep: Class 17 contains 7835 members Mstep: Class 18 contains 12905 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25476 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 46013 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889384.000000 Penalty: 83037.125000 Iteration 210Q: 26 clusters Score -8.588938e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 102186 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65428 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143178 members Mstep: Class 8 contains 76898 members Mstep: Class 9 contains 9402 members Mstep: Class 10 contains 40081 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52329 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7838 members Mstep: Class 18 contains 12905 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25474 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45999 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889384.000000 Penalty: 83037.125000 Iteration 211Q: 26 clusters Score -8.588938e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 102192 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65428 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143177 members Mstep: Class 8 contains 76896 members Mstep: Class 9 contains 9402 members Mstep: Class 10 contains 40084 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52335 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4915 members Mstep: Class 17 contains 7840 members Mstep: Class 18 contains 12907 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25464 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48892 members Mstep: Class 24 contains 45992 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889368.000000 Penalty: 83037.125000 Iteration 212Q: 26 clusters Score -8.588937e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 102194 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65427 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143176 members Mstep: Class 8 contains 76895 members Mstep: Class 9 contains 9402 members Mstep: Class 10 contains 40086 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52339 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4917 members Mstep: Class 17 contains 7838 members Mstep: Class 18 contains 12909 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25462 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48892 members Mstep: Class 24 contains 45987 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889424.000000 Penalty: 83037.125000 Iteration 213Q: 26 clusters Score -8.588942e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 102198 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65425 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143175 members Mstep: Class 8 contains 76895 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40087 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52344 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4916 members Mstep: Class 17 contains 7837 members Mstep: Class 18 contains 12910 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25462 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48892 members Mstep: Class 24 contains 45982 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889384.000000 Penalty: 83037.125000 Iteration 214Q: 26 clusters Score -8.588938e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102203 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65423 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143175 members Mstep: Class 8 contains 76895 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40087 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52350 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4915 members Mstep: Class 17 contains 7839 members Mstep: Class 18 contains 12909 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25461 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45974 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889344.000000 Penalty: 83037.125000 Iteration 215Q: 26 clusters Score -8.588934e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102206 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65422 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143175 members Mstep: Class 8 contains 76896 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40087 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52352 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7840 members Mstep: Class 18 contains 12909 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25461 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45969 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889368.000000 Penalty: 83037.125000 Iteration 216Q: 26 clusters Score -8.588937e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102207 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65419 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143175 members Mstep: Class 8 contains 76896 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40087 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52355 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7843 members Mstep: Class 18 contains 12909 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25461 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45965 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889368.000000 Penalty: 83037.125000 Iteration 217Q: 26 clusters Score -8.588937e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102207 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65416 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143175 members Mstep: Class 8 contains 76896 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40087 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52355 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7848 members Mstep: Class 18 contains 12908 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25461 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45964 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889360.000000 Penalty: 83037.125000 Iteration 218Q: 26 clusters Score -8.588936e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102209 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65412 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143174 members Mstep: Class 8 contains 76897 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40087 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52355 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7850 members Mstep: Class 18 contains 12909 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25460 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45964 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889360.000000 Penalty: 83037.125000 Iteration 219Q: 26 clusters Score -8.588936e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102211 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65411 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143173 members Mstep: Class 8 contains 76897 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40088 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52355 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7851 members Mstep: Class 18 contains 12910 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25457 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45964 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889376.000000 Penalty: 83037.125000 Iteration 220F: 26 clusters Score -8.588938e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102214 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65410 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143173 members Mstep: Class 8 contains 76897 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40088 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52355 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7852 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3710 members Mstep: Class 20 contains 25454 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889376.000000 Penalty: 83037.125000 Iteration 221Q: 26 clusters Score -8.588938e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102220 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65410 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143173 members Mstep: Class 8 contains 76897 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40088 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52353 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7852 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25452 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45962 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889368.000000 Penalty: 83037.125000 Iteration 222Q: 26 clusters Score -8.588937e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102225 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65411 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143173 members Mstep: Class 8 contains 76895 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40089 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52353 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7852 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25446 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889344.000000 Penalty: 83037.125000 Iteration 223Q: 26 clusters Score -8.588934e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102228 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65410 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143173 members Mstep: Class 8 contains 76893 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40090 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52352 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7853 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25445 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889344.000000 Penalty: 83037.125000 Iteration 224Q: 26 clusters Score -8.588934e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102230 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65409 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143172 members Mstep: Class 8 contains 76892 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40090 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52353 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7853 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25445 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889320.000000 Penalty: 83037.125000 Iteration 225Q: 26 clusters Score -8.588932e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102232 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65409 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143172 members Mstep: Class 8 contains 76891 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40090 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52352 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7853 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25445 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889320.000000 Penalty: 83037.125000 Iteration 226Q: 26 clusters Score -8.588932e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102233 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65409 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143172 members Mstep: Class 8 contains 76889 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40090 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52352 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7853 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25446 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889312.000000 Penalty: 83037.125000 Iteration 227Q: 26 clusters Score -8.588931e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102235 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65409 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143172 members Mstep: Class 8 contains 76887 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40090 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52352 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7853 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25446 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889320.000000 Penalty: 83037.125000 Iteration 228Q: 26 clusters Score -8.588932e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102235 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65409 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143172 members Mstep: Class 8 contains 76887 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40090 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52352 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7853 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25446 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Entering Unmasked Estep ConsiderDeletion Score: -85889320.000000 Penalty: 83037.125000 Iteration 229F: 26 clusters Score -8.588932e+07 nChanged 0 Entering ConstructFrom: Score: -85889320.000000 Penalty: 83037.125000 Entering ConstructFrom: Trying to split cluster 1 (5418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Entering Unmasked Estep Score: -683880.875000 Penalty: 2132.175537 Iteration 0F: 2 clusters Score -683880.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -679162.937500 Penalty: 4264.351074 Iteration 0F: 3 clusters Score -679162.9 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -680399.562500 Penalty: 4264.351074 Iteration 1F: 3 clusters Score -680399.6 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -680670.875000 Penalty: 4264.351074 Iteration 2F: 3 clusters Score -680670.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -680820.500000 Penalty: 4264.351074 Iteration 3Q: 3 clusters Score -680820.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -680939.937500 Penalty: 4264.351074 Iteration 4Q: 3 clusters Score -680939.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -681041.500000 Penalty: 4264.351074 Iteration 5Q: 3 clusters Score -681041.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -681146.000000 Penalty: 4264.351074 Iteration 6Q: 3 clusters Score -681146 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -681237.687500 Penalty: 4264.351074 Iteration 7Q: 3 clusters Score -681237.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -681320.125000 Penalty: 4264.351074 Iteration 8Q: 3 clusters Score -681320.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -681384.500000 Penalty: 4264.351074 Iteration 9Q: 3 clusters Score -681384.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -681438.687500 Penalty: 4264.351074 Iteration 10Q: 3 clusters Score -681438.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -681485.125000 Penalty: 4264.351074 Iteration 11Q: 3 clusters Score -681485.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -681524.562500 Penalty: 4264.351074 Iteration 12Q: 3 clusters Score -681524.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -681558.812500 Penalty: 4264.351074 Iteration 13Q: 3 clusters Score -681558.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -681581.250000 Penalty: 4264.351074 Iteration 14Q: 3 clusters Score -681581.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -681602.125000 Penalty: 4264.351074 Iteration 15Q: 3 clusters Score -681602.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -681627.312500 Penalty: 4264.351074 Iteration 16Q: 3 clusters Score -681627.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -681649.875000 Penalty: 4264.351074 Iteration 17Q: 3 clusters Score -681649.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -681671.312500 Penalty: 4264.351074 Iteration 18Q: 3 clusters Score -681671.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -681691.687500 Penalty: 4264.351074 Iteration 19Q: 3 clusters Score -681691.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -681709.562500 Penalty: 4264.351074 Iteration 20F: 3 clusters Score -681709.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -681730.000000 Penalty: 4264.351074 Iteration 21Q: 3 clusters Score -681730 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -681751.062500 Penalty: 4264.351074 Iteration 22Q: 3 clusters Score -681751.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -681776.187500 Penalty: 4264.351074 Iteration 23Q: 3 clusters Score -681776.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -681794.062500 Penalty: 4264.351074 Iteration 24Q: 3 clusters Score -681794.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -681807.875000 Penalty: 4264.351074 Iteration 25Q: 3 clusters Score -681807.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -681821.437500 Penalty: 4264.351074 Iteration 26Q: 3 clusters Score -681821.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -681838.250000 Penalty: 4264.351074 Iteration 27Q: 3 clusters Score -681838.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -681859.062500 Penalty: 4264.351074 Iteration 28Q: 3 clusters Score -681859.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -681871.000000 Penalty: 4264.351074 Iteration 29Q: 3 clusters Score -681871 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -681884.500000 Penalty: 4264.351074 Iteration 30Q: 3 clusters Score -681884.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -681891.812500 Penalty: 4264.351074 Iteration 31Q: 3 clusters Score -681891.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -681901.187500 Penalty: 4264.351074 Iteration 32Q: 3 clusters Score -681901.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -681913.312500 Penalty: 4264.351074 Iteration 33Q: 3 clusters Score -681913.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -681924.937500 Penalty: 4264.351074 Iteration 34Q: 3 clusters Score -681924.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -681935.937500 Penalty: 4264.351074 Iteration 35Q: 3 clusters Score -681935.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -681941.750000 Penalty: 4264.351074 Iteration 36Q: 3 clusters Score -681941.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -681948.750000 Penalty: 4264.351074 Iteration 37Q: 3 clusters Score -681948.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -681955.062500 Penalty: 4264.351074 Iteration 38Q: 3 clusters Score -681955.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -681961.187500 Penalty: 4264.351074 Iteration 39Q: 3 clusters Score -681961.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -681969.312500 Penalty: 4264.351074 Iteration 40F: 3 clusters Score -681969.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -681974.000000 Penalty: 4264.351074 Iteration 41Q: 3 clusters Score -681974 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -681983.500000 Penalty: 4264.351074 Iteration 42Q: 3 clusters Score -681983.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -681990.875000 Penalty: 4264.351074 Iteration 43Q: 3 clusters Score -681990.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -681999.875000 Penalty: 4264.351074 Iteration 44Q: 3 clusters Score -681999.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -682006.750000 Penalty: 4264.351074 Iteration 45Q: 3 clusters Score -682006.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -682015.375000 Penalty: 4264.351074 Iteration 46Q: 3 clusters Score -682015.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -682024.187500 Penalty: 4264.351074 Iteration 47Q: 3 clusters Score -682024.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -682029.437500 Penalty: 4264.351074 Iteration 48Q: 3 clusters Score -682029.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -682033.562500 Penalty: 4264.351074 Iteration 49Q: 3 clusters Score -682033.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -682039.250000 Penalty: 4264.351074 Iteration 50Q: 3 clusters Score -682039.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -682044.375000 Penalty: 4264.351074 Iteration 51Q: 3 clusters Score -682044.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -682049.000000 Penalty: 4264.351074 Iteration 52Q: 3 clusters Score -682049 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -682054.625000 Penalty: 4264.351074 Iteration 53Q: 3 clusters Score -682054.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -682057.125000 Penalty: 4264.351074 Iteration 54Q: 3 clusters Score -682057.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -682059.500000 Penalty: 4264.351074 Iteration 55Q: 3 clusters Score -682059.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -682061.000000 Penalty: 4264.351074 Iteration 56Q: 3 clusters Score -682061 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -682062.312500 Penalty: 4264.351074 Iteration 57Q: 3 clusters Score -682062.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -682063.875000 Penalty: 4264.351074 Iteration 58Q: 3 clusters Score -682063.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -682065.312500 Penalty: 4264.351074 Iteration 59Q: 3 clusters Score -682065.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -682064.750000 Penalty: 4264.351074 Iteration 60F: 3 clusters Score -682064.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -682064.437500 Penalty: 4264.351074 Iteration 61Q: 3 clusters Score -682064.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -682065.000000 Penalty: 4264.351074 Iteration 62Q: 3 clusters Score -682065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -682064.312500 Penalty: 4264.351074 Iteration 63Q: 3 clusters Score -682064.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -682065.062500 Penalty: 4264.351074 Iteration 64Q: 3 clusters Score -682065.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -682066.500000 Penalty: 4264.351074 Iteration 65Q: 3 clusters Score -682066.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -682065.562500 Penalty: 4264.351074 Iteration 66Q: 3 clusters Score -682065.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -682065.750000 Penalty: 4264.351074 Iteration 67Q: 3 clusters Score -682065.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -682065.875000 Penalty: 4264.351074 Iteration 68Q: 3 clusters Score -682065.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -682065.875000 Penalty: 4264.351074 Iteration 69F: 3 clusters Score -682065.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (102235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102235 members Entering Unmasked Estep Score: -13512520.000000 Penalty: 2860.687256 Iteration 0F: 2 clusters Score -1.351252e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50871 members Mstep: Class 2 contains 51364 members Entering Unmasked Estep Score: -13444392.000000 Penalty: 5721.374512 Iteration 0F: 3 clusters Score -1.344439e+07 nChanged 48175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47940 members Mstep: Class 2 contains 54295 members Entering Unmasked Estep Score: -13471660.000000 Penalty: 5721.374512 Iteration 1F: 3 clusters Score -1.347166e+07 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45876 members Mstep: Class 2 contains 56359 members Entering Unmasked Estep Score: -13472564.000000 Penalty: 5721.374512 Iteration 2Q: 3 clusters Score -1.347256e+07 nChanged 4057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42723 members Mstep: Class 2 contains 59512 members Entering Unmasked Estep Score: -13473964.000000 Penalty: 5721.374512 Iteration 3Q: 3 clusters Score -1.347396e+07 nChanged 5164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38055 members Mstep: Class 2 contains 64180 members Entering Unmasked Estep Score: -13476356.000000 Penalty: 5721.374512 Iteration 4F: 3 clusters Score -1.347636e+07 nChanged 6804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31397 members Mstep: Class 2 contains 70838 members Entering Unmasked Estep Score: -13480760.000000 Penalty: 5721.374512 Iteration 5F: 3 clusters Score -1.348076e+07 nChanged 8544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22911 members Mstep: Class 2 contains 79324 members Entering Unmasked Estep Score: -13487537.000000 Penalty: 5721.374512 Iteration 6F: 3 clusters Score -1.348754e+07 nChanged 9163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13756 members Mstep: Class 2 contains 88479 members Entering Unmasked Estep Score: -13496153.000000 Penalty: 5721.374512 Iteration 7F: 3 clusters Score -1.349615e+07 nChanged 7476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 95951 members Entering Unmasked Estep Score: -13503812.000000 Penalty: 5721.374512 Iteration 8F: 3 clusters Score -1.350381e+07 nChanged 4102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 100051 members Entering Unmasked Estep Score: -13507857.000000 Penalty: 5721.374512 Iteration 9Q: 3 clusters Score -1.350786e+07 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 101527 members Entering Unmasked Estep Score: -13509263.000000 Penalty: 5721.374512 Iteration 10Q: 3 clusters Score -1.350926e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 101917 members Entering Unmasked Estep Score: -13509679.000000 Penalty: 5721.374512 Iteration 11Q: 3 clusters Score -1.350968e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 102010 members Entering Unmasked Estep Score: -13509815.000000 Penalty: 5721.374512 Iteration 12Q: 3 clusters Score -1.350982e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 102034 members Entering Unmasked Estep Score: -13509910.000000 Penalty: 5721.374512 Iteration 13Q: 3 clusters Score -1.350991e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 102045 members Entering Unmasked Estep Score: -13509940.000000 Penalty: 5721.374512 Iteration 14Q: 3 clusters Score -1.350994e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 102047 members Entering Unmasked Estep Score: -13509956.000000 Penalty: 5721.374512 Iteration 15Q: 3 clusters Score -1.350996e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 102052 members Entering Unmasked Estep Score: -13509961.000000 Penalty: 5721.374512 Iteration 16Q: 3 clusters Score -1.350996e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 102052 members Entering Unmasked Estep Score: -13509968.000000 Penalty: 5721.374512 Iteration 17Q: 3 clusters Score -1.350997e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 102053 members Entering Unmasked Estep Score: -13509968.000000 Penalty: 5721.374512 Iteration 18Q: 3 clusters Score -1.350997e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 102053 members Entering Unmasked Estep Score: -13509975.000000 Penalty: 5721.374512 Iteration 19Q: 3 clusters Score -1.350998e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 102054 members Entering Unmasked Estep Score: -13509982.000000 Penalty: 5721.374512 Iteration 20F: 3 clusters Score -1.350998e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 102055 members Entering Unmasked Estep Score: -13509998.000000 Penalty: 5721.374512 Iteration 21Q: 3 clusters Score -1.351e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 102055 members Entering Unmasked Estep Score: -13509998.000000 Penalty: 5721.374512 Iteration 22F: 3 clusters Score -1.351e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -59312.097656 Penalty: 1536.212524 Iteration 0F: 2 clusters Score -59312.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -57768.527344 Penalty: 3072.425049 Iteration 0F: 3 clusters Score -57768.53 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -57900.148438 Penalty: 3072.425049 Iteration 1F: 3 clusters Score -57900.15 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -57953.960938 Penalty: 3072.425049 Iteration 2Q: 3 clusters Score -57953.96 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58007.921875 Penalty: 3072.425049 Iteration 3Q: 3 clusters Score -58007.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -58082.992188 Penalty: 3072.425049 Iteration 4Q: 3 clusters Score -58082.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -58112.402344 Penalty: 3072.425049 Iteration 5Q: 3 clusters Score -58112.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -58137.578125 Penalty: 3072.425049 Iteration 6Q: 3 clusters Score -58137.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -58168.757812 Penalty: 3072.425049 Iteration 7Q: 3 clusters Score -58168.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -58187.722656 Penalty: 3072.425049 Iteration 8Q: 3 clusters Score -58187.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58202.781250 Penalty: 3072.425049 Iteration 9Q: 3 clusters Score -58202.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58215.343750 Penalty: 3072.425049 Iteration 10Q: 3 clusters Score -58215.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58223.937500 Penalty: 3072.425049 Iteration 11Q: 3 clusters Score -58223.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -58235.625000 Penalty: 3072.425049 Iteration 12Q: 3 clusters Score -58235.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -58278.644531 Penalty: 3072.425049 Iteration 13Q: 3 clusters Score -58278.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -58295.531250 Penalty: 3072.425049 Iteration 14Q: 3 clusters Score -58295.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -58332.082031 Penalty: 3072.425049 Iteration 15Q: 3 clusters Score -58332.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -58365.144531 Penalty: 3072.425049 Iteration 16Q: 3 clusters Score -58365.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -58388.152344 Penalty: 3072.425049 Iteration 17Q: 3 clusters Score -58388.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -58398.023438 Penalty: 3072.425049 Iteration 18Q: 3 clusters Score -58398.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -58399.125000 Penalty: 3072.425049 Iteration 19Q: 3 clusters Score -58399.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -58399.125000 Penalty: 3072.425049 Iteration 20F: 3 clusters Score -58399.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Entering Unmasked Estep Score: -24426.613281 Penalty: 1375.203979 Iteration 0F: 2 clusters Score -24426.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -23439.792969 Penalty: 2750.407959 Iteration 0F: 3 clusters Score -23439.79 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -23730.958984 Penalty: 2750.407959 Iteration 1F: 3 clusters Score -23730.96 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -23953.095703 Penalty: 2750.407959 Iteration 2F: 3 clusters Score -23953.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -24104.814453 Penalty: 2750.407959 Iteration 3Q: 3 clusters Score -24104.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -24267.339844 Penalty: 2750.407959 Iteration 4Q: 3 clusters Score -24267.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -24284.923828 Penalty: 2750.407959 Iteration 5Q: 3 clusters Score -24284.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -24284.923828 Penalty: 2750.407959 Iteration 6F: 3 clusters Score -24284.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (65409 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65409 members Entering Unmasked Estep Score: -8856310.000000 Penalty: 2749.927002 Iteration 0F: 2 clusters Score -8856310 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32921 members Mstep: Class 2 contains 32488 members Entering Unmasked Estep Score: -8812293.000000 Penalty: 5499.854004 Iteration 0F: 3 clusters Score -8812293 nChanged 30586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35415 members Mstep: Class 2 contains 29994 members Entering Unmasked Estep Score: -8830212.000000 Penalty: 5499.854004 Iteration 1F: 3 clusters Score -8830212 nChanged 3179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37210 members Mstep: Class 2 contains 28199 members Entering Unmasked Estep Score: -8831515.000000 Penalty: 5499.854004 Iteration 2Q: 3 clusters Score -8831515 nChanged 3808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39836 members Mstep: Class 2 contains 25573 members Entering Unmasked Estep Score: -8833726.000000 Penalty: 5499.854004 Iteration 3F: 3 clusters Score -8833726 nChanged 4718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43380 members Mstep: Class 2 contains 22029 members Entering Unmasked Estep Score: -8837049.000000 Penalty: 5499.854004 Iteration 4F: 3 clusters Score -8837049 nChanged 5056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47270 members Mstep: Class 2 contains 18139 members Entering Unmasked Estep Score: -8840898.000000 Penalty: 5499.854004 Iteration 5F: 3 clusters Score -8840898 nChanged 4580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50896 members Mstep: Class 2 contains 14513 members Entering Unmasked Estep Score: -8844218.000000 Penalty: 5499.854004 Iteration 6F: 3 clusters Score -8844218 nChanged 3543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53897 members Mstep: Class 2 contains 11512 members Entering Unmasked Estep Score: -8846394.000000 Penalty: 5499.854004 Iteration 7F: 3 clusters Score -8846394 nChanged 2739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56406 members Mstep: Class 2 contains 9003 members Entering Unmasked Estep Score: -8848172.000000 Penalty: 5499.854004 Iteration 8Q: 3 clusters Score -8848172 nChanged 2255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58609 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -8849587.000000 Penalty: 5499.854004 Iteration 9Q: 3 clusters Score -8849587 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60486 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -8850913.000000 Penalty: 5499.854004 Iteration 10Q: 3 clusters Score -8850913 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61909 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -8851877.000000 Penalty: 5499.854004 Iteration 11Q: 3 clusters Score -8851877 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62963 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -8852573.000000 Penalty: 5499.854004 Iteration 12Q: 3 clusters Score -8852573 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63700 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -8853120.000000 Penalty: 5499.854004 Iteration 13Q: 3 clusters Score -8853120 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64139 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -8853440.000000 Penalty: 5499.854004 Iteration 14Q: 3 clusters Score -8853440 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64378 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -8853614.000000 Penalty: 5499.854004 Iteration 15Q: 3 clusters Score -8853614 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64485 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -8853725.000000 Penalty: 5499.854004 Iteration 16Q: 3 clusters Score -8853725 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64592 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -8853791.000000 Penalty: 5499.854004 Iteration 17Q: 3 clusters Score -8853791 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64666 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -8853869.000000 Penalty: 5499.854004 Iteration 18Q: 3 clusters Score -8853869 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64718 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -8853920.000000 Penalty: 5499.854004 Iteration 19Q: 3 clusters Score -8853920 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64749 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -8853947.000000 Penalty: 5499.854004 Iteration 20F: 3 clusters Score -8853947 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64765 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -8853947.000000 Penalty: 5499.854004 Iteration 21Q: 3 clusters Score -8853947 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64784 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -8853966.000000 Penalty: 5499.854004 Iteration 22Q: 3 clusters Score -8853966 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64800 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -8853996.000000 Penalty: 5499.854004 Iteration 23Q: 3 clusters Score -8853996 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64810 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -8853999.000000 Penalty: 5499.854004 Iteration 24Q: 3 clusters Score -8853999 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64820 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -8853996.000000 Penalty: 5499.854004 Iteration 25Q: 3 clusters Score -8853996 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64830 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -8854014.000000 Penalty: 5499.854004 Iteration 26Q: 3 clusters Score -8854014 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64835 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -8854012.000000 Penalty: 5499.854004 Iteration 27Q: 3 clusters Score -8854012 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64836 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -8854008.000000 Penalty: 5499.854004 Iteration 28Q: 3 clusters Score -8854008 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64840 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -8854020.000000 Penalty: 5499.854004 Iteration 29Q: 3 clusters Score -8854020 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64847 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -8854024.000000 Penalty: 5499.854004 Iteration 30Q: 3 clusters Score -8854024 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64850 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -8854028.000000 Penalty: 5499.854004 Iteration 31Q: 3 clusters Score -8854028 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64850 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -8854028.000000 Penalty: 5499.854004 Iteration 32Q: 3 clusters Score -8854028 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64851 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -8854032.000000 Penalty: 5499.854004 Iteration 33Q: 3 clusters Score -8854032 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64851 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -8854031.000000 Penalty: 5499.854004 Iteration 34Q: 3 clusters Score -8854031 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64855 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -8854040.000000 Penalty: 5499.854004 Iteration 35Q: 3 clusters Score -8854040 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64857 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -8854038.000000 Penalty: 5499.854004 Iteration 36Q: 3 clusters Score -8854038 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64858 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -8854039.000000 Penalty: 5499.854004 Iteration 37Q: 3 clusters Score -8854039 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64858 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -8854047.000000 Penalty: 5499.854004 Iteration 38Q: 3 clusters Score -8854047 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64858 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -8854047.000000 Penalty: 5499.854004 Iteration 39F: 3 clusters Score -8854047 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -89579.523438 Penalty: 1656.228760 Iteration 0F: 2 clusters Score -89579.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -87904.203125 Penalty: 3312.457520 Iteration 0F: 3 clusters Score -87904.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -88376.929688 Penalty: 3312.457520 Iteration 1F: 3 clusters Score -88376.93 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -88566.835938 Penalty: 3312.457520 Iteration 2F: 3 clusters Score -88566.84 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -88691.117188 Penalty: 3312.457520 Iteration 3F: 3 clusters Score -88691.12 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -88779.960938 Penalty: 3312.457520 Iteration 4Q: 3 clusters Score -88779.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -88850.250000 Penalty: 3312.457520 Iteration 5Q: 3 clusters Score -88850.25 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -88918.882812 Penalty: 3312.457520 Iteration 6Q: 3 clusters Score -88918.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -88986.320312 Penalty: 3312.457520 Iteration 7Q: 3 clusters Score -88986.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -89049.320312 Penalty: 3312.457520 Iteration 8Q: 3 clusters Score -89049.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -89153.187500 Penalty: 3312.457520 Iteration 9Q: 3 clusters Score -89153.19 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -89244.421875 Penalty: 3312.457520 Iteration 10Q: 3 clusters Score -89244.42 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -89337.835938 Penalty: 3312.457520 Iteration 11Q: 3 clusters Score -89337.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -89407.843750 Penalty: 3312.457520 Iteration 12Q: 3 clusters Score -89407.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -89443.343750 Penalty: 3312.457520 Iteration 13Q: 3 clusters Score -89443.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -89453.515625 Penalty: 3312.457520 Iteration 14Q: 3 clusters Score -89453.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -89455.968750 Penalty: 3312.457520 Iteration 15Q: 3 clusters Score -89455.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -89460.210938 Penalty: 3312.457520 Iteration 16Q: 3 clusters Score -89460.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -89460.914062 Penalty: 3312.457520 Iteration 17Q: 3 clusters Score -89460.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -89461.812500 Penalty: 3312.457520 Iteration 18Q: 3 clusters Score -89461.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -89478.828125 Penalty: 3312.457520 Iteration 19F: 3 clusters Score -89478.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -89540.460938 Penalty: 3312.457520 Iteration 20F: 3 clusters Score -89540.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -89576.125000 Penalty: 3312.457520 Iteration 21Q: 3 clusters Score -89576.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -89586.585938 Penalty: 3312.457520 Iteration 22Q: 3 clusters Score -89586.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -89593.226562 Penalty: 3312.457520 Iteration 23Q: 3 clusters Score -89593.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -89599.875000 Penalty: 3312.457520 Iteration 24Q: 3 clusters Score -89599.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -89599.875000 Penalty: 3312.457520 Iteration 25F: 3 clusters Score -89599.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102235 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65409 members Mstep: Class 6 contains 527 members Mstep: Class 7 contains 143172 members Mstep: Class 8 contains 76887 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40090 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52352 members Mstep: Class 14 contains 730 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7853 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25446 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Mstep: Class 26 contains 268 members Entering Unmasked Estep Score: -85887664.000000 Penalty: 86358.609375 Splitting cluster 6 changes total score from -85889320.000000 to -85887664.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (143172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143172 members Entering Unmasked Estep Score: -19265572.000000 Penalty: 2944.207031 Iteration 0F: 2 clusters Score -1.926557e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71664 members Mstep: Class 2 contains 71508 members Entering Unmasked Estep Score: -19174474.000000 Penalty: 5888.414062 Iteration 0F: 3 clusters Score -1.917447e+07 nChanged 68372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73338 members Mstep: Class 2 contains 69834 members Entering Unmasked Estep Score: -19214026.000000 Penalty: 5888.414062 Iteration 1F: 3 clusters Score -1.921403e+07 nChanged 5387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75145 members Mstep: Class 2 contains 68027 members Entering Unmasked Estep Score: -19215940.000000 Penalty: 5888.414062 Iteration 2Q: 3 clusters Score -1.921594e+07 nChanged 6862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78145 members Mstep: Class 2 contains 65027 members Entering Unmasked Estep Score: -19219120.000000 Penalty: 5888.414062 Iteration 3Q: 3 clusters Score -1.921912e+07 nChanged 8837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82824 members Mstep: Class 2 contains 60348 members Entering Unmasked Estep Score: -19223748.000000 Penalty: 5888.414062 Iteration 4F: 3 clusters Score -1.922375e+07 nChanged 10420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89248 members Mstep: Class 2 contains 53924 members Entering Unmasked Estep Score: -19229938.000000 Penalty: 5888.414062 Iteration 5F: 3 clusters Score -1.922994e+07 nChanged 10464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96402 members Mstep: Class 2 contains 46770 members Entering Unmasked Estep Score: -19236064.000000 Penalty: 5888.414062 Iteration 6F: 3 clusters Score -1.923606e+07 nChanged 9304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103442 members Mstep: Class 2 contains 39730 members Entering Unmasked Estep Score: -19240972.000000 Penalty: 5888.414062 Iteration 7F: 3 clusters Score -1.924097e+07 nChanged 7424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109608 members Mstep: Class 2 contains 33564 members Entering Unmasked Estep Score: -19244664.000000 Penalty: 5888.414062 Iteration 8F: 3 clusters Score -1.924466e+07 nChanged 5974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115064 members Mstep: Class 2 contains 28108 members Entering Unmasked Estep Score: -19247716.000000 Penalty: 5888.414062 Iteration 9Q: 3 clusters Score -1.924772e+07 nChanged 5188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120128 members Mstep: Class 2 contains 23044 members Entering Unmasked Estep Score: -19251106.000000 Penalty: 5888.414062 Iteration 10Q: 3 clusters Score -1.925111e+07 nChanged 4814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124882 members Mstep: Class 2 contains 18290 members Entering Unmasked Estep Score: -19255266.000000 Penalty: 5888.414062 Iteration 11Q: 3 clusters Score -1.925527e+07 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128570 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -19259754.000000 Penalty: 5888.414062 Iteration 12Q: 3 clusters Score -1.925975e+07 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130750 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -19262426.000000 Penalty: 5888.414062 Iteration 13Q: 3 clusters Score -1.926243e+07 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131994 members Mstep: Class 2 contains 11178 members Entering Unmasked Estep Score: -19263540.000000 Penalty: 5888.414062 Iteration 14Q: 3 clusters Score -1.926354e+07 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132981 members Mstep: Class 2 contains 10191 members Entering Unmasked Estep Score: -19264052.000000 Penalty: 5888.414062 Iteration 15Q: 3 clusters Score -1.926405e+07 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133792 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -19264292.000000 Penalty: 5888.414062 Iteration 16Q: 3 clusters Score -1.926429e+07 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134482 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -19264462.000000 Penalty: 5888.414062 Iteration 17Q: 3 clusters Score -1.926446e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135085 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -19264570.000000 Penalty: 5888.414062 Iteration 18Q: 3 clusters Score -1.926457e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135576 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -19264718.000000 Penalty: 5888.414062 Iteration 19Q: 3 clusters Score -1.926472e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135991 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -19264784.000000 Penalty: 5888.414062 Iteration 20F: 3 clusters Score -1.926478e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136358 members Mstep: Class 2 contains 6814 members Entering Unmasked Estep Score: -19264856.000000 Penalty: 5888.414062 Iteration 21Q: 3 clusters Score -1.926486e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136656 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -19264934.000000 Penalty: 5888.414062 Iteration 22Q: 3 clusters Score -1.926493e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136953 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -19264978.000000 Penalty: 5888.414062 Iteration 23Q: 3 clusters Score -1.926498e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137209 members Mstep: Class 2 contains 5963 members Entering Unmasked Estep Score: -19265000.000000 Penalty: 5888.414062 Iteration 24Q: 3 clusters Score -1.9265e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137439 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -19265026.000000 Penalty: 5888.414062 Iteration 25Q: 3 clusters Score -1.926503e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137626 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -19265096.000000 Penalty: 5888.414062 Iteration 26Q: 3 clusters Score -1.92651e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137798 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -19265144.000000 Penalty: 5888.414062 Iteration 27Q: 3 clusters Score -1.926514e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137944 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -19265134.000000 Penalty: 5888.414062 Iteration 28Q: 3 clusters Score -1.926513e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138079 members Mstep: Class 2 contains 5093 members Entering Unmasked Estep Score: -19265146.000000 Penalty: 5888.414062 Iteration 29Q: 3 clusters Score -1.926515e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138214 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -19265152.000000 Penalty: 5888.414062 Iteration 30Q: 3 clusters Score -1.926515e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138340 members Mstep: Class 2 contains 4832 members Entering Unmasked Estep Score: -19265122.000000 Penalty: 5888.414062 Iteration 31Q: 3 clusters Score -1.926512e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138458 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -19265164.000000 Penalty: 5888.414062 Iteration 32Q: 3 clusters Score -1.926516e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138561 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -19265202.000000 Penalty: 5888.414062 Iteration 33Q: 3 clusters Score -1.92652e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138647 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -19265212.000000 Penalty: 5888.414062 Iteration 34Q: 3 clusters Score -1.926521e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138724 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -19265190.000000 Penalty: 5888.414062 Iteration 35Q: 3 clusters Score -1.926519e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138805 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -19265174.000000 Penalty: 5888.414062 Iteration 36Q: 3 clusters Score -1.926517e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138870 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -19265184.000000 Penalty: 5888.414062 Iteration 37Q: 3 clusters Score -1.926518e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138927 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -19265150.000000 Penalty: 5888.414062 Iteration 38Q: 3 clusters Score -1.926515e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138975 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -19265176.000000 Penalty: 5888.414062 Iteration 39Q: 3 clusters Score -1.926518e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139022 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -19265174.000000 Penalty: 5888.414062 Iteration 40F: 3 clusters Score -1.926517e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139059 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -19265178.000000 Penalty: 5888.414062 Iteration 41Q: 3 clusters Score -1.926518e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139088 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -19265166.000000 Penalty: 5888.414062 Iteration 42Q: 3 clusters Score -1.926517e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139117 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -19265178.000000 Penalty: 5888.414062 Iteration 43Q: 3 clusters Score -1.926518e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139149 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -19265168.000000 Penalty: 5888.414062 Iteration 44Q: 3 clusters Score -1.926517e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139181 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -19265170.000000 Penalty: 5888.414062 Iteration 45Q: 3 clusters Score -1.926517e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139214 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -19265156.000000 Penalty: 5888.414062 Iteration 46Q: 3 clusters Score -1.926516e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139246 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -19265146.000000 Penalty: 5888.414062 Iteration 47Q: 3 clusters Score -1.926515e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139265 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -19265162.000000 Penalty: 5888.414062 Iteration 48Q: 3 clusters Score -1.926516e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139283 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -19265174.000000 Penalty: 5888.414062 Iteration 49Q: 3 clusters Score -1.926517e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139303 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -19265180.000000 Penalty: 5888.414062 Iteration 50Q: 3 clusters Score -1.926518e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139322 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -19265158.000000 Penalty: 5888.414062 Iteration 51Q: 3 clusters Score -1.926516e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139332 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -19265152.000000 Penalty: 5888.414062 Iteration 52Q: 3 clusters Score -1.926515e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139342 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -19265154.000000 Penalty: 5888.414062 Iteration 53Q: 3 clusters Score -1.926515e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139348 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -19265138.000000 Penalty: 5888.414062 Iteration 54Q: 3 clusters Score -1.926514e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139353 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -19265142.000000 Penalty: 5888.414062 Iteration 55Q: 3 clusters Score -1.926514e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139358 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -19265158.000000 Penalty: 5888.414062 Iteration 56Q: 3 clusters Score -1.926516e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139361 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -19265162.000000 Penalty: 5888.414062 Iteration 57Q: 3 clusters Score -1.926516e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139362 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -19265142.000000 Penalty: 5888.414062 Iteration 58Q: 3 clusters Score -1.926514e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139364 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -19265128.000000 Penalty: 5888.414062 Iteration 59Q: 3 clusters Score -1.926513e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139368 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -19265132.000000 Penalty: 5888.414062 Iteration 60F: 3 clusters Score -1.926513e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139371 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -19265146.000000 Penalty: 5888.414062 Iteration 61Q: 3 clusters Score -1.926515e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139374 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -19265140.000000 Penalty: 5888.414062 Iteration 62Q: 3 clusters Score -1.926514e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139376 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -19265136.000000 Penalty: 5888.414062 Iteration 63Q: 3 clusters Score -1.926514e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139380 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -19265134.000000 Penalty: 5888.414062 Iteration 64Q: 3 clusters Score -1.926513e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139383 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -19265130.000000 Penalty: 5888.414062 Iteration 65Q: 3 clusters Score -1.926513e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139386 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -19265150.000000 Penalty: 5888.414062 Iteration 66Q: 3 clusters Score -1.926515e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139387 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -19265136.000000 Penalty: 5888.414062 Iteration 67Q: 3 clusters Score -1.926514e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139389 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -19265152.000000 Penalty: 5888.414062 Iteration 68Q: 3 clusters Score -1.926515e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139392 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -19265152.000000 Penalty: 5888.414062 Iteration 69Q: 3 clusters Score -1.926515e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139394 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -19265148.000000 Penalty: 5888.414062 Iteration 70Q: 3 clusters Score -1.926515e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139395 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -19265152.000000 Penalty: 5888.414062 Iteration 71Q: 3 clusters Score -1.926515e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139396 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -19265148.000000 Penalty: 5888.414062 Iteration 72Q: 3 clusters Score -1.926515e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139397 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -19265154.000000 Penalty: 5888.414062 Iteration 73Q: 3 clusters Score -1.926515e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139399 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -19265164.000000 Penalty: 5888.414062 Iteration 74Q: 3 clusters Score -1.926516e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139402 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -19265148.000000 Penalty: 5888.414062 Iteration 75Q: 3 clusters Score -1.926515e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139403 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -19265146.000000 Penalty: 5888.414062 Iteration 76Q: 3 clusters Score -1.926515e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139403 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -19265146.000000 Penalty: 5888.414062 Iteration 77F: 3 clusters Score -1.926515e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (76887 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76887 members Entering Unmasked Estep Score: -10313928.000000 Penalty: 2790.022949 Iteration 0F: 2 clusters Score -1.031393e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38432 members Mstep: Class 2 contains 38455 members Entering Unmasked Estep Score: -10262561.000000 Penalty: 5580.045898 Iteration 0F: 3 clusters Score -1.026256e+07 nChanged 36068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37606 members Mstep: Class 2 contains 39281 members Entering Unmasked Estep Score: -10283156.000000 Penalty: 5580.045898 Iteration 1F: 3 clusters Score -1.028316e+07 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36843 members Mstep: Class 2 contains 40044 members Entering Unmasked Estep Score: -10284106.000000 Penalty: 5580.045898 Iteration 2Q: 3 clusters Score -1.028411e+07 nChanged 3370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35663 members Mstep: Class 2 contains 41224 members Entering Unmasked Estep Score: -10285306.000000 Penalty: 5580.045898 Iteration 3Q: 3 clusters Score -1.028531e+07 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33947 members Mstep: Class 2 contains 42940 members Entering Unmasked Estep Score: -10286905.000000 Penalty: 5580.045898 Iteration 4Q: 3 clusters Score -1.02869e+07 nChanged 4324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31643 members Mstep: Class 2 contains 45244 members Entering Unmasked Estep Score: -10288974.000000 Penalty: 5580.045898 Iteration 5F: 3 clusters Score -1.028897e+07 nChanged 4751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28668 members Mstep: Class 2 contains 48219 members Entering Unmasked Estep Score: -10291505.000000 Penalty: 5580.045898 Iteration 6F: 3 clusters Score -1.02915e+07 nChanged 4827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25121 members Mstep: Class 2 contains 51766 members Entering Unmasked Estep Score: -10294110.000000 Penalty: 5580.045898 Iteration 7F: 3 clusters Score -1.029411e+07 nChanged 4653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21204 members Mstep: Class 2 contains 55683 members Entering Unmasked Estep Score: -10296858.000000 Penalty: 5580.045898 Iteration 8F: 3 clusters Score -1.029686e+07 nChanged 4446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17034 members Mstep: Class 2 contains 59853 members Entering Unmasked Estep Score: -10299771.000000 Penalty: 5580.045898 Iteration 9F: 3 clusters Score -1.029977e+07 nChanged 3996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13108 members Mstep: Class 2 contains 63779 members Entering Unmasked Estep Score: -10302493.000000 Penalty: 5580.045898 Iteration 10F: 3 clusters Score -1.030249e+07 nChanged 3633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 67402 members Entering Unmasked Estep Score: -10305242.000000 Penalty: 5580.045898 Iteration 11Q: 3 clusters Score -1.030524e+07 nChanged 2942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 70344 members Entering Unmasked Estep Score: -10307610.000000 Penalty: 5580.045898 Iteration 12Q: 3 clusters Score -1.030761e+07 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 72367 members Entering Unmasked Estep Score: -10309356.000000 Penalty: 5580.045898 Iteration 13Q: 3 clusters Score -1.030936e+07 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 73692 members Entering Unmasked Estep Score: -10310472.000000 Penalty: 5580.045898 Iteration 14Q: 3 clusters Score -1.031047e+07 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 74458 members Entering Unmasked Estep Score: -10311129.000000 Penalty: 5580.045898 Iteration 15Q: 3 clusters Score -1.031113e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 74877 members Entering Unmasked Estep Score: -10311477.000000 Penalty: 5580.045898 Iteration 16Q: 3 clusters Score -1.031148e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 75103 members Entering Unmasked Estep Score: -10311695.000000 Penalty: 5580.045898 Iteration 17Q: 3 clusters Score -1.03117e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 75251 members Entering Unmasked Estep Score: -10311838.000000 Penalty: 5580.045898 Iteration 18Q: 3 clusters Score -1.031184e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 75358 members Entering Unmasked Estep Score: -10311962.000000 Penalty: 5580.045898 Iteration 19Q: 3 clusters Score -1.031196e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 75447 members Entering Unmasked Estep Score: -10312050.000000 Penalty: 5580.045898 Iteration 20F: 3 clusters Score -1.031205e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 75505 members Entering Unmasked Estep Score: -10312111.000000 Penalty: 5580.045898 Iteration 21Q: 3 clusters Score -1.031211e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 75548 members Entering Unmasked Estep Score: -10312151.000000 Penalty: 5580.045898 Iteration 22Q: 3 clusters Score -1.031215e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 75582 members Entering Unmasked Estep Score: -10312192.000000 Penalty: 5580.045898 Iteration 23Q: 3 clusters Score -1.031219e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 75601 members Entering Unmasked Estep Score: -10312228.000000 Penalty: 5580.045898 Iteration 24Q: 3 clusters Score -1.031223e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 75617 members Entering Unmasked Estep Score: -10312242.000000 Penalty: 5580.045898 Iteration 25Q: 3 clusters Score -1.031224e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 75631 members Entering Unmasked Estep Score: -10312235.000000 Penalty: 5580.045898 Iteration 26Q: 3 clusters Score -1.031224e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 75646 members Entering Unmasked Estep Score: -10312257.000000 Penalty: 5580.045898 Iteration 27Q: 3 clusters Score -1.031226e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 75654 members Entering Unmasked Estep Score: -10312263.000000 Penalty: 5580.045898 Iteration 28Q: 3 clusters Score -1.031226e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 75658 members Entering Unmasked Estep Score: -10312252.000000 Penalty: 5580.045898 Iteration 29Q: 3 clusters Score -1.031225e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 75656 members Entering Unmasked Estep Score: -10312262.000000 Penalty: 5580.045898 Iteration 30Q: 3 clusters Score -1.031226e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 75660 members Entering Unmasked Estep Score: -10312274.000000 Penalty: 5580.045898 Iteration 31Q: 3 clusters Score -1.031227e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 75664 members Entering Unmasked Estep Score: -10312270.000000 Penalty: 5580.045898 Iteration 32Q: 3 clusters Score -1.031227e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 75668 members Entering Unmasked Estep Score: -10312273.000000 Penalty: 5580.045898 Iteration 33Q: 3 clusters Score -1.031227e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 75671 members Entering Unmasked Estep Score: -10312276.000000 Penalty: 5580.045898 Iteration 34Q: 3 clusters Score -1.031228e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 75670 members Entering Unmasked Estep Score: -10312275.000000 Penalty: 5580.045898 Iteration 35Q: 3 clusters Score -1.031228e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 75672 members Entering Unmasked Estep Score: -10312275.000000 Penalty: 5580.045898 Iteration 36Q: 3 clusters Score -1.031228e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 75673 members Entering Unmasked Estep Score: -10312277.000000 Penalty: 5580.045898 Iteration 37Q: 3 clusters Score -1.031228e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 75674 members Entering Unmasked Estep Score: -10312279.000000 Penalty: 5580.045898 Iteration 38Q: 3 clusters Score -1.031228e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 75675 members Entering Unmasked Estep Score: -10312278.000000 Penalty: 5580.045898 Iteration 39Q: 3 clusters Score -1.031228e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 75675 members Entering Unmasked Estep Score: -10312278.000000 Penalty: 5580.045898 Iteration 40F: 3 clusters Score -1.031228e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (9401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Entering Unmasked Estep Score: -1221255.625000 Penalty: 2268.845703 Iteration 0F: 2 clusters Score -1221256 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -1213979.625000 Penalty: 4537.691406 Iteration 0F: 3 clusters Score -1213980 nChanged 3900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -1216192.625000 Penalty: 4537.691406 Iteration 1F: 3 clusters Score -1216193 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 5266 members Entering Unmasked Estep Score: -1216668.375000 Penalty: 4537.691406 Iteration 2F: 3 clusters Score -1216668 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1217012.500000 Penalty: 4537.691406 Iteration 3F: 3 clusters Score -1217012 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1217259.625000 Penalty: 4537.691406 Iteration 4Q: 3 clusters Score -1217260 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1217460.375000 Penalty: 4537.691406 Iteration 5Q: 3 clusters Score -1217460 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1217635.000000 Penalty: 4537.691406 Iteration 6Q: 3 clusters Score -1217635 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -1217783.500000 Penalty: 4537.691406 Iteration 7Q: 3 clusters Score -1217784 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -1217915.375000 Penalty: 4537.691406 Iteration 8Q: 3 clusters Score -1217915 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1218027.000000 Penalty: 4537.691406 Iteration 9Q: 3 clusters Score -1218027 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -1218110.625000 Penalty: 4537.691406 Iteration 10Q: 3 clusters Score -1218111 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -1218199.125000 Penalty: 4537.691406 Iteration 11Q: 3 clusters Score -1218199 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 5455 members Entering Unmasked Estep Score: -1218270.375000 Penalty: 4537.691406 Iteration 12Q: 3 clusters Score -1218270 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1218332.000000 Penalty: 4537.691406 Iteration 13Q: 3 clusters Score -1218332 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -1218393.000000 Penalty: 4537.691406 Iteration 14Q: 3 clusters Score -1218393 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -1218441.250000 Penalty: 4537.691406 Iteration 15Q: 3 clusters Score -1218441 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -1218482.000000 Penalty: 4537.691406 Iteration 16Q: 3 clusters Score -1218482 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -1218516.250000 Penalty: 4537.691406 Iteration 17Q: 3 clusters Score -1218516 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1218551.750000 Penalty: 4537.691406 Iteration 18Q: 3 clusters Score -1218552 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 5525 members Entering Unmasked Estep Score: -1218569.000000 Penalty: 4537.691406 Iteration 19Q: 3 clusters Score -1218569 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 5546 members Entering Unmasked Estep Score: -1218598.250000 Penalty: 4537.691406 Iteration 20F: 3 clusters Score -1218598 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1218613.875000 Penalty: 4537.691406 Iteration 21Q: 3 clusters Score -1218614 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 5569 members Entering Unmasked Estep Score: -1218631.000000 Penalty: 4537.691406 Iteration 22Q: 3 clusters Score -1218631 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -1218647.375000 Penalty: 4537.691406 Iteration 23Q: 3 clusters Score -1218647 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -1218660.250000 Penalty: 4537.691406 Iteration 24Q: 3 clusters Score -1218660 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -1218671.125000 Penalty: 4537.691406 Iteration 25Q: 3 clusters Score -1218671 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -1218682.500000 Penalty: 4537.691406 Iteration 26Q: 3 clusters Score -1218682 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -1218688.875000 Penalty: 4537.691406 Iteration 27Q: 3 clusters Score -1218689 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -1218693.500000 Penalty: 4537.691406 Iteration 28Q: 3 clusters Score -1218694 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -1218705.125000 Penalty: 4537.691406 Iteration 29Q: 3 clusters Score -1218705 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -1218708.625000 Penalty: 4537.691406 Iteration 30Q: 3 clusters Score -1218709 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 5691 members Entering Unmasked Estep Score: -1218706.750000 Penalty: 4537.691406 Iteration 31Q: 3 clusters Score -1218707 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1218710.625000 Penalty: 4537.691406 Iteration 32Q: 3 clusters Score -1218711 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 5696 members Entering Unmasked Estep Score: -1218711.375000 Penalty: 4537.691406 Iteration 33Q: 3 clusters Score -1218711 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -1218714.750000 Penalty: 4537.691406 Iteration 34Q: 3 clusters Score -1218715 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -1218713.250000 Penalty: 4537.691406 Iteration 35Q: 3 clusters Score -1218713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1218717.500000 Penalty: 4537.691406 Iteration 36Q: 3 clusters Score -1218718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 5712 members Entering Unmasked Estep Score: -1218718.000000 Penalty: 4537.691406 Iteration 37Q: 3 clusters Score -1218718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -1218716.500000 Penalty: 4537.691406 Iteration 38Q: 3 clusters Score -1218716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 5714 members Entering Unmasked Estep Score: -1218717.500000 Penalty: 4537.691406 Iteration 39Q: 3 clusters Score -1218718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -1218719.000000 Penalty: 4537.691406 Iteration 40F: 3 clusters Score -1218719 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 5722 members Entering Unmasked Estep Score: -1218720.125000 Penalty: 4537.691406 Iteration 41Q: 3 clusters Score -1218720 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 5724 members Entering Unmasked Estep Score: -1218722.875000 Penalty: 4537.691406 Iteration 42Q: 3 clusters Score -1218723 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -1218721.625000 Penalty: 4537.691406 Iteration 43Q: 3 clusters Score -1218722 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -1218720.500000 Penalty: 4537.691406 Iteration 44Q: 3 clusters Score -1218720 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -1218720.500000 Penalty: 4537.691406 Iteration 45F: 3 clusters Score -1218720 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (40090 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40090 members Entering Unmasked Estep Score: -5381984.500000 Penalty: 2628.522949 Iteration 0F: 2 clusters Score -5381984 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20044 members Mstep: Class 2 contains 20046 members Entering Unmasked Estep Score: -5355009.000000 Penalty: 5257.045898 Iteration 0F: 3 clusters Score -5355009 nChanged 18270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19950 members Mstep: Class 2 contains 20140 members Entering Unmasked Estep Score: -5364713.500000 Penalty: 5257.045898 Iteration 1F: 3 clusters Score -5364714 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19908 members Mstep: Class 2 contains 20182 members Entering Unmasked Estep Score: -5365257.000000 Penalty: 5257.045898 Iteration 2Q: 3 clusters Score -5365257 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 20176 members Entering Unmasked Estep Score: -5365833.500000 Penalty: 5257.045898 Iteration 3Q: 3 clusters Score -5365834 nChanged 1650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20010 members Mstep: Class 2 contains 20080 members Entering Unmasked Estep Score: -5366415.000000 Penalty: 5257.045898 Iteration 4Q: 3 clusters Score -5366415 nChanged 1666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20246 members Mstep: Class 2 contains 19844 members Entering Unmasked Estep Score: -5367037.000000 Penalty: 5257.045898 Iteration 5Q: 3 clusters Score -5367037 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20704 members Mstep: Class 2 contains 19386 members Entering Unmasked Estep Score: -5367880.500000 Penalty: 5257.045898 Iteration 6Q: 3 clusters Score -5367880 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21354 members Mstep: Class 2 contains 18736 members Entering Unmasked Estep Score: -5368883.000000 Penalty: 5257.045898 Iteration 7F: 3 clusters Score -5368883 nChanged 2181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22139 members Mstep: Class 2 contains 17951 members Entering Unmasked Estep Score: -5369989.500000 Penalty: 5257.045898 Iteration 8F: 3 clusters Score -5369990 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22952 members Mstep: Class 2 contains 17138 members Entering Unmasked Estep Score: -5371050.500000 Penalty: 5257.045898 Iteration 9F: 3 clusters Score -5371050 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23798 members Mstep: Class 2 contains 16292 members Entering Unmasked Estep Score: -5372062.000000 Penalty: 5257.045898 Iteration 10F: 3 clusters Score -5372062 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24652 members Mstep: Class 2 contains 15438 members Entering Unmasked Estep Score: -5372793.500000 Penalty: 5257.045898 Iteration 11Q: 3 clusters Score -5372794 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25515 members Mstep: Class 2 contains 14575 members Entering Unmasked Estep Score: -5373392.500000 Penalty: 5257.045898 Iteration 12Q: 3 clusters Score -5373392 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26368 members Mstep: Class 2 contains 13722 members Entering Unmasked Estep Score: -5373832.000000 Penalty: 5257.045898 Iteration 13Q: 3 clusters Score -5373832 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27292 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -5374243.500000 Penalty: 5257.045898 Iteration 14Q: 3 clusters Score -5374244 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28253 members Mstep: Class 2 contains 11837 members Entering Unmasked Estep Score: -5374589.000000 Penalty: 5257.045898 Iteration 15Q: 3 clusters Score -5374589 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29234 members Mstep: Class 2 contains 10856 members Entering Unmasked Estep Score: -5374947.000000 Penalty: 5257.045898 Iteration 16Q: 3 clusters Score -5374947 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30301 members Mstep: Class 2 contains 9789 members Entering Unmasked Estep Score: -5375314.000000 Penalty: 5257.045898 Iteration 17Q: 3 clusters Score -5375314 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31408 members Mstep: Class 2 contains 8682 members Entering Unmasked Estep Score: -5375798.000000 Penalty: 5257.045898 Iteration 18Q: 3 clusters Score -5375798 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32578 members Mstep: Class 2 contains 7512 members Entering Unmasked Estep Score: -5376300.500000 Penalty: 5257.045898 Iteration 19Q: 3 clusters Score -5376300 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33719 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -5376823.500000 Penalty: 5257.045898 Iteration 20F: 3 clusters Score -5376824 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34813 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -5377361.500000 Penalty: 5257.045898 Iteration 21Q: 3 clusters Score -5377362 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35858 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -5377883.000000 Penalty: 5257.045898 Iteration 22Q: 3 clusters Score -5377883 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36710 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -5378351.000000 Penalty: 5257.045898 Iteration 23Q: 3 clusters Score -5378351 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37388 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -5378717.000000 Penalty: 5257.045898 Iteration 24Q: 3 clusters Score -5378717 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37927 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -5379019.000000 Penalty: 5257.045898 Iteration 25Q: 3 clusters Score -5379019 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38335 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -5379279.000000 Penalty: 5257.045898 Iteration 26Q: 3 clusters Score -5379279 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38625 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -5379462.000000 Penalty: 5257.045898 Iteration 27Q: 3 clusters Score -5379462 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38824 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -5379577.000000 Penalty: 5257.045898 Iteration 28Q: 3 clusters Score -5379577 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38973 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -5379652.000000 Penalty: 5257.045898 Iteration 29Q: 3 clusters Score -5379652 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39080 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -5379721.000000 Penalty: 5257.045898 Iteration 30Q: 3 clusters Score -5379721 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39144 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -5379750.500000 Penalty: 5257.045898 Iteration 31Q: 3 clusters Score -5379750 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39193 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -5379779.000000 Penalty: 5257.045898 Iteration 32Q: 3 clusters Score -5379779 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39234 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -5379809.500000 Penalty: 5257.045898 Iteration 33Q: 3 clusters Score -5379810 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39273 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -5379834.000000 Penalty: 5257.045898 Iteration 34Q: 3 clusters Score -5379834 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39305 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -5379849.000000 Penalty: 5257.045898 Iteration 35Q: 3 clusters Score -5379849 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39323 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -5379862.500000 Penalty: 5257.045898 Iteration 36Q: 3 clusters Score -5379862 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39339 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -5379868.000000 Penalty: 5257.045898 Iteration 37Q: 3 clusters Score -5379868 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39352 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -5379888.500000 Penalty: 5257.045898 Iteration 38Q: 3 clusters Score -5379888 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39362 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -5379894.500000 Penalty: 5257.045898 Iteration 39Q: 3 clusters Score -5379894 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39374 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -5379908.000000 Penalty: 5257.045898 Iteration 40F: 3 clusters Score -5379908 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39390 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -5379913.500000 Penalty: 5257.045898 Iteration 41Q: 3 clusters Score -5379914 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39396 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -5379924.500000 Penalty: 5257.045898 Iteration 42Q: 3 clusters Score -5379924 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39400 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -5379934.500000 Penalty: 5257.045898 Iteration 43Q: 3 clusters Score -5379934 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39410 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -5379936.000000 Penalty: 5257.045898 Iteration 44Q: 3 clusters Score -5379936 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39416 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -5379949.000000 Penalty: 5257.045898 Iteration 45Q: 3 clusters Score -5379949 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39422 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -5379952.000000 Penalty: 5257.045898 Iteration 46Q: 3 clusters Score -5379952 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39425 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -5379957.000000 Penalty: 5257.045898 Iteration 47Q: 3 clusters Score -5379957 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39433 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -5379953.500000 Penalty: 5257.045898 Iteration 48Q: 3 clusters Score -5379954 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39438 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -5379954.500000 Penalty: 5257.045898 Iteration 49Q: 3 clusters Score -5379954 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39439 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -5379955.500000 Penalty: 5257.045898 Iteration 50Q: 3 clusters Score -5379956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39440 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -5379953.500000 Penalty: 5257.045898 Iteration 51Q: 3 clusters Score -5379954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39442 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -5379957.500000 Penalty: 5257.045898 Iteration 52Q: 3 clusters Score -5379958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39445 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -5379962.500000 Penalty: 5257.045898 Iteration 53Q: 3 clusters Score -5379962 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39445 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -5379969.000000 Penalty: 5257.045898 Iteration 54Q: 3 clusters Score -5379969 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39445 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -5379967.500000 Penalty: 5257.045898 Iteration 55Q: 3 clusters Score -5379968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39446 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -5379970.000000 Penalty: 5257.045898 Iteration 56Q: 3 clusters Score -5379970 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39447 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -5379972.500000 Penalty: 5257.045898 Iteration 57Q: 3 clusters Score -5379972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39448 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -5379972.500000 Penalty: 5257.045898 Iteration 58Q: 3 clusters Score -5379972 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39448 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -5379972.500000 Penalty: 5257.045898 Iteration 59F: 3 clusters Score -5379972 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Entering Unmasked Estep Score: -692671.875000 Penalty: 2122.657471 Iteration 0F: 2 clusters Score -692671.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -688077.250000 Penalty: 4245.314941 Iteration 0F: 3 clusters Score -688077.2 nChanged 1992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -689309.000000 Penalty: 4245.314941 Iteration 1F: 3 clusters Score -689309 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -689579.687500 Penalty: 4245.314941 Iteration 2F: 3 clusters Score -689579.7 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -689729.562500 Penalty: 4245.314941 Iteration 3F: 3 clusters Score -689729.6 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -689829.937500 Penalty: 4245.314941 Iteration 4Q: 3 clusters Score -689829.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -689897.937500 Penalty: 4245.314941 Iteration 5Q: 3 clusters Score -689897.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -689948.062500 Penalty: 4245.314941 Iteration 6Q: 3 clusters Score -689948.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -689987.000000 Penalty: 4245.314941 Iteration 7Q: 3 clusters Score -689987 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -690028.812500 Penalty: 4245.314941 Iteration 8Q: 3 clusters Score -690028.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -690072.250000 Penalty: 4245.314941 Iteration 9Q: 3 clusters Score -690072.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -690110.250000 Penalty: 4245.314941 Iteration 10Q: 3 clusters Score -690110.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -690153.125000 Penalty: 4245.314941 Iteration 11Q: 3 clusters Score -690153.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -690188.187500 Penalty: 4245.314941 Iteration 12Q: 3 clusters Score -690188.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -690223.687500 Penalty: 4245.314941 Iteration 13Q: 3 clusters Score -690223.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -690265.125000 Penalty: 4245.314941 Iteration 14Q: 3 clusters Score -690265.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -690312.000000 Penalty: 4245.314941 Iteration 15Q: 3 clusters Score -690312 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -690381.687500 Penalty: 4245.314941 Iteration 16Q: 3 clusters Score -690381.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -690451.937500 Penalty: 4245.314941 Iteration 17Q: 3 clusters Score -690451.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -690526.062500 Penalty: 4245.314941 Iteration 18Q: 3 clusters Score -690526.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -690591.000000 Penalty: 4245.314941 Iteration 19Q: 3 clusters Score -690591 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -690645.312500 Penalty: 4245.314941 Iteration 20F: 3 clusters Score -690645.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -690697.125000 Penalty: 4245.314941 Iteration 21Q: 3 clusters Score -690697.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -690742.000000 Penalty: 4245.314941 Iteration 22Q: 3 clusters Score -690742 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -690788.437500 Penalty: 4245.314941 Iteration 23Q: 3 clusters Score -690788.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -690837.312500 Penalty: 4245.314941 Iteration 24Q: 3 clusters Score -690837.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -690880.062500 Penalty: 4245.314941 Iteration 25Q: 3 clusters Score -690880.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -690937.500000 Penalty: 4245.314941 Iteration 26Q: 3 clusters Score -690937.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -690988.562500 Penalty: 4245.314941 Iteration 27Q: 3 clusters Score -690988.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -691033.062500 Penalty: 4245.314941 Iteration 28Q: 3 clusters Score -691033.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -691065.687500 Penalty: 4245.314941 Iteration 29Q: 3 clusters Score -691065.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -691099.375000 Penalty: 4245.314941 Iteration 30Q: 3 clusters Score -691099.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -691132.500000 Penalty: 4245.314941 Iteration 31Q: 3 clusters Score -691132.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -691160.375000 Penalty: 4245.314941 Iteration 32Q: 3 clusters Score -691160.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -691178.812500 Penalty: 4245.314941 Iteration 33Q: 3 clusters Score -691178.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -691197.000000 Penalty: 4245.314941 Iteration 34Q: 3 clusters Score -691197 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -691219.187500 Penalty: 4245.314941 Iteration 35Q: 3 clusters Score -691219.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -691234.125000 Penalty: 4245.314941 Iteration 36Q: 3 clusters Score -691234.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -691247.437500 Penalty: 4245.314941 Iteration 37Q: 3 clusters Score -691247.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -691255.062500 Penalty: 4245.314941 Iteration 38Q: 3 clusters Score -691255.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -691262.187500 Penalty: 4245.314941 Iteration 39Q: 3 clusters Score -691262.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4553 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -691269.500000 Penalty: 4245.314941 Iteration 40F: 3 clusters Score -691269.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -691275.062500 Penalty: 4245.314941 Iteration 41Q: 3 clusters Score -691275.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -691280.500000 Penalty: 4245.314941 Iteration 42Q: 3 clusters Score -691280.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -691286.625000 Penalty: 4245.314941 Iteration 43Q: 3 clusters Score -691286.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -691292.000000 Penalty: 4245.314941 Iteration 44Q: 3 clusters Score -691292 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -691298.000000 Penalty: 4245.314941 Iteration 45Q: 3 clusters Score -691298 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -691298.937500 Penalty: 4245.314941 Iteration 46Q: 3 clusters Score -691298.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -691304.000000 Penalty: 4245.314941 Iteration 47Q: 3 clusters Score -691304 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -691307.937500 Penalty: 4245.314941 Iteration 48Q: 3 clusters Score -691307.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -691311.375000 Penalty: 4245.314941 Iteration 49Q: 3 clusters Score -691311.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -691311.312500 Penalty: 4245.314941 Iteration 50Q: 3 clusters Score -691311.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -691311.312500 Penalty: 4245.314941 Iteration 51F: 3 clusters Score -691311.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Entering Unmasked Estep Score: -22507.253906 Penalty: 1329.600464 Iteration 0F: 2 clusters Score -22507.25 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -21425.925781 Penalty: 2659.200928 Iteration 0F: 3 clusters Score -21425.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -21517.552734 Penalty: 2659.200928 Iteration 1F: 3 clusters Score -21517.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -21542.068359 Penalty: 2659.200928 Iteration 2Q: 3 clusters Score -21542.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -21557.076172 Penalty: 2659.200928 Iteration 3Q: 3 clusters Score -21557.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -21567.794922 Penalty: 2659.200928 Iteration 4Q: 3 clusters Score -21567.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -21570.865234 Penalty: 2659.200928 Iteration 5Q: 3 clusters Score -21570.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -21570.865234 Penalty: 2659.200928 Iteration 6F: 3 clusters Score -21570.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (52352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52352 members Entering Unmasked Estep Score: -7000861.500000 Penalty: 2694.704834 Iteration 0F: 2 clusters Score -7000862 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26345 members Mstep: Class 2 contains 26007 members Entering Unmasked Estep Score: -6965663.500000 Penalty: 5389.409668 Iteration 0F: 3 clusters Score -6965664 nChanged 24157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27664 members Mstep: Class 2 contains 24688 members Entering Unmasked Estep Score: -6979225.000000 Penalty: 5389.409668 Iteration 1F: 3 clusters Score -6979225 nChanged 2482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28766 members Mstep: Class 2 contains 23586 members Entering Unmasked Estep Score: -6980174.000000 Penalty: 5389.409668 Iteration 2Q: 3 clusters Score -6980174 nChanged 2631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30295 members Mstep: Class 2 contains 22057 members Entering Unmasked Estep Score: -6981403.000000 Penalty: 5389.409668 Iteration 3F: 3 clusters Score -6981403 nChanged 2949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32396 members Mstep: Class 2 contains 19956 members Entering Unmasked Estep Score: -6983100.000000 Penalty: 5389.409668 Iteration 4F: 3 clusters Score -6983100 nChanged 3393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34971 members Mstep: Class 2 contains 17381 members Entering Unmasked Estep Score: -6985345.000000 Penalty: 5389.409668 Iteration 5F: 3 clusters Score -6985345 nChanged 3770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37953 members Mstep: Class 2 contains 14399 members Entering Unmasked Estep Score: -6988214.000000 Penalty: 5389.409668 Iteration 6F: 3 clusters Score -6988214 nChanged 3615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40922 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -6991111.500000 Penalty: 5389.409668 Iteration 7F: 3 clusters Score -6991112 nChanged 2936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43334 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -6993426.000000 Penalty: 5389.409668 Iteration 8F: 3 clusters Score -6993426 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45146 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -6995116.000000 Penalty: 5389.409668 Iteration 9Q: 3 clusters Score -6995116 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46381 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -6996449.500000 Penalty: 5389.409668 Iteration 10Q: 3 clusters Score -6996450 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47128 members Mstep: Class 2 contains 5224 members Entering Unmasked Estep Score: -6997465.000000 Penalty: 5389.409668 Iteration 11Q: 3 clusters Score -6997465 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47529 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -6998199.500000 Penalty: 5389.409668 Iteration 12Q: 3 clusters Score -6998200 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47743 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -6998615.500000 Penalty: 5389.409668 Iteration 13Q: 3 clusters Score -6998616 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47892 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -6998845.500000 Penalty: 5389.409668 Iteration 14Q: 3 clusters Score -6998846 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48000 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -6999006.000000 Penalty: 5389.409668 Iteration 15Q: 3 clusters Score -6999006 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48099 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -6999063.500000 Penalty: 5389.409668 Iteration 16Q: 3 clusters Score -6999064 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48168 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -6999086.000000 Penalty: 5389.409668 Iteration 17Q: 3 clusters Score -6999086 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48228 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -6999120.000000 Penalty: 5389.409668 Iteration 18Q: 3 clusters Score -6999120 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48287 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -6999123.000000 Penalty: 5389.409668 Iteration 19Q: 3 clusters Score -6999123 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48334 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -6999140.000000 Penalty: 5389.409668 Iteration 20F: 3 clusters Score -6999140 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48379 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -6999157.000000 Penalty: 5389.409668 Iteration 21Q: 3 clusters Score -6999157 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48420 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -6999167.000000 Penalty: 5389.409668 Iteration 22Q: 3 clusters Score -6999167 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48448 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -6999177.000000 Penalty: 5389.409668 Iteration 23Q: 3 clusters Score -6999177 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48473 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -6999194.500000 Penalty: 5389.409668 Iteration 24Q: 3 clusters Score -6999194 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48490 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -6999203.000000 Penalty: 5389.409668 Iteration 25Q: 3 clusters Score -6999203 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48497 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -6999194.500000 Penalty: 5389.409668 Iteration 26Q: 3 clusters Score -6999194 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48503 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -6999192.000000 Penalty: 5389.409668 Iteration 27Q: 3 clusters Score -6999192 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48511 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -6999194.000000 Penalty: 5389.409668 Iteration 28Q: 3 clusters Score -6999194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48518 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -6999198.000000 Penalty: 5389.409668 Iteration 29Q: 3 clusters Score -6999198 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48524 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -6999189.000000 Penalty: 5389.409668 Iteration 30Q: 3 clusters Score -6999189 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48531 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -6999185.500000 Penalty: 5389.409668 Iteration 31Q: 3 clusters Score -6999186 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48537 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -6999182.000000 Penalty: 5389.409668 Iteration 32Q: 3 clusters Score -6999182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48538 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -6999183.000000 Penalty: 5389.409668 Iteration 33Q: 3 clusters Score -6999183 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48539 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -6999186.000000 Penalty: 5389.409668 Iteration 34Q: 3 clusters Score -6999186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48539 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -6999186.000000 Penalty: 5389.409668 Iteration 35F: 3 clusters Score -6999186 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Entering Unmasked Estep Score: -90151.968750 Penalty: 1635.074951 Iteration 0F: 2 clusters Score -90151.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -88415.335938 Penalty: 3270.149902 Iteration 0F: 3 clusters Score -88415.34 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -88681.046875 Penalty: 3270.149902 Iteration 1F: 3 clusters Score -88681.05 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -88789.968750 Penalty: 3270.149902 Iteration 2F: 3 clusters Score -88789.97 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -88869.304688 Penalty: 3270.149902 Iteration 3Q: 3 clusters Score -88869.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -88931.093750 Penalty: 3270.149902 Iteration 4Q: 3 clusters Score -88931.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -88978.835938 Penalty: 3270.149902 Iteration 5Q: 3 clusters Score -88978.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -89033.656250 Penalty: 3270.149902 Iteration 6Q: 3 clusters Score -89033.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -89097.039062 Penalty: 3270.149902 Iteration 7Q: 3 clusters Score -89097.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -89154.257812 Penalty: 3270.149902 Iteration 8Q: 3 clusters Score -89154.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -89198.859375 Penalty: 3270.149902 Iteration 9Q: 3 clusters Score -89198.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -89254.421875 Penalty: 3270.149902 Iteration 10Q: 3 clusters Score -89254.42 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -89298.382812 Penalty: 3270.149902 Iteration 11Q: 3 clusters Score -89298.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -89370.085938 Penalty: 3270.149902 Iteration 12Q: 3 clusters Score -89370.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -89423.781250 Penalty: 3270.149902 Iteration 13Q: 3 clusters Score -89423.78 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -89464.679688 Penalty: 3270.149902 Iteration 14Q: 3 clusters Score -89464.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -89496.242188 Penalty: 3270.149902 Iteration 15Q: 3 clusters Score -89496.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -89552.515625 Penalty: 3270.149902 Iteration 16Q: 3 clusters Score -89552.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -89595.093750 Penalty: 3270.149902 Iteration 17Q: 3 clusters Score -89595.09 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -89662.835938 Penalty: 3270.149902 Iteration 18Q: 3 clusters Score -89662.84 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -89855.414062 Penalty: 3270.149902 Iteration 19Q: 3 clusters Score -89855.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -90116.382812 Penalty: 3270.149902 Iteration 20F: 3 clusters Score -90116.38 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -90377.406250 Penalty: 3270.149902 Iteration 21Q: 3 clusters Score -90377.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -90464.226562 Penalty: 3270.149902 Iteration 22Q: 3 clusters Score -90464.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -90499.773438 Penalty: 3270.149902 Iteration 23Q: 3 clusters Score -90499.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -90503.875000 Penalty: 3270.149902 Iteration 24Q: 3 clusters Score -90503.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -90503.875000 Penalty: 3270.149902 Iteration 25F: 3 clusters Score -90503.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 102235 members Mstep: Class 3 contains 490 members Mstep: Class 4 contains 256 members Mstep: Class 5 contains 65409 members Mstep: Class 6 contains 795 members Mstep: Class 7 contains 143172 members Mstep: Class 8 contains 76887 members Mstep: Class 9 contains 9401 members Mstep: Class 10 contains 40090 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 213 members Mstep: Class 13 contains 52352 members Mstep: Class 14 contains 390 members Mstep: Class 15 contains 729 members Mstep: Class 16 contains 4914 members Mstep: Class 17 contains 7853 members Mstep: Class 18 contains 12911 members Mstep: Class 19 contains 3709 members Mstep: Class 20 contains 25446 members Mstep: Class 21 contains 1142 members Mstep: Class 22 contains 690 members Mstep: Class 23 contains 48893 members Mstep: Class 24 contains 45963 members Mstep: Class 25 contains 508 members Mstep: Class 26 contains 340 members Entering Unmasked Estep Score: -85887968.000000 Penalty: 86358.609375 Splitting cluster 14 changes total score from -85889320.000000 to -85887968.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Entering Unmasked Estep Score: -86853.000000 Penalty: 1634.735107 Iteration 0F: 2 clusters Score -86853 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -85182.335938 Penalty: 3269.470215 Iteration 0F: 3 clusters Score -85182.34 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -85411.023438 Penalty: 3269.470215 Iteration 1F: 3 clusters Score -85411.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -85505.359375 Penalty: 3269.470215 Iteration 2F: 3 clusters Score -85505.36 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -85584.148438 Penalty: 3269.470215 Iteration 3Q: 3 clusters Score -85584.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -85624.929688 Penalty: 3269.470215 Iteration 4Q: 3 clusters Score -85624.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -85656.601562 Penalty: 3269.470215 Iteration 5Q: 3 clusters Score -85656.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -85682.976562 Penalty: 3269.470215 Iteration 6Q: 3 clusters Score -85682.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -85703.437500 Penalty: 3269.470215 Iteration 7Q: 3 clusters Score -85703.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -85710.546875 Penalty: 3269.470215 Iteration 8Q: 3 clusters Score -85710.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -85713.898438 Penalty: 3269.470215 Iteration 9Q: 3 clusters Score -85713.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -85715.921875 Penalty: 3269.470215 Iteration 10Q: 3 clusters Score -85715.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -85715.921875 Penalty: 3269.470215 Iteration 11F: 3 clusters Score -85715.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (4914 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Entering Unmasked Estep Score: -648630.062500 Penalty: 2107.961182 Iteration 0F: 2 clusters Score -648630.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -644164.562500 Penalty: 4215.922363 Iteration 0F: 3 clusters Score -644164.6 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -645525.562500 Penalty: 4215.922363 Iteration 1F: 3 clusters Score -645525.6 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -646030.375000 Penalty: 4215.922363 Iteration 2F: 3 clusters Score -646030.4 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -646409.562500 Penalty: 4215.922363 Iteration 3F: 3 clusters Score -646409.6 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -646701.125000 Penalty: 4215.922363 Iteration 4F: 3 clusters Score -646701.1 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -646917.687500 Penalty: 4215.922363 Iteration 5F: 3 clusters Score -646917.7 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -647100.375000 Penalty: 4215.922363 Iteration 6Q: 3 clusters Score -647100.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -647265.812500 Penalty: 4215.922363 Iteration 7Q: 3 clusters Score -647265.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3299 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -647414.125000 Penalty: 4215.922363 Iteration 8Q: 3 clusters Score -647414.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -647517.812500 Penalty: 4215.922363 Iteration 9Q: 3 clusters Score -647517.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -647609.687500 Penalty: 4215.922363 Iteration 10Q: 3 clusters Score -647609.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -647687.312500 Penalty: 4215.922363 Iteration 11Q: 3 clusters Score -647687.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -647751.937500 Penalty: 4215.922363 Iteration 12Q: 3 clusters Score -647751.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -647803.250000 Penalty: 4215.922363 Iteration 13Q: 3 clusters Score -647803.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -647837.062500 Penalty: 4215.922363 Iteration 14Q: 3 clusters Score -647837.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -647856.875000 Penalty: 4215.922363 Iteration 15Q: 3 clusters Score -647856.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -647872.500000 Penalty: 4215.922363 Iteration 16Q: 3 clusters Score -647872.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -647879.750000 Penalty: 4215.922363 Iteration 17Q: 3 clusters Score -647879.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -647886.125000 Penalty: 4215.922363 Iteration 18Q: 3 clusters Score -647886.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -647886.375000 Penalty: 4215.922363 Iteration 19Q: 3 clusters Score -647886.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -647888.812500 Penalty: 4215.922363 Iteration 20F: 3 clusters Score -647888.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -647892.375000 Penalty: 4215.922363 Iteration 21Q: 3 clusters Score -647892.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -647895.687500 Penalty: 4215.922363 Iteration 22Q: 3 clusters Score -647895.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -647896.937500 Penalty: 4215.922363 Iteration 23Q: 3 clusters Score -647896.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -647898.937500 Penalty: 4215.922363 Iteration 24Q: 3 clusters Score -647898.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -647898.937500 Penalty: 4215.922363 Iteration 25Q: 3 clusters Score -647898.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -647900.375000 Penalty: 4215.922363 Iteration 26Q: 3 clusters Score -647900.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -647901.187500 Penalty: 4215.922363 Iteration 27Q: 3 clusters Score -647901.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -647903.000000 Penalty: 4215.922363 Iteration 28Q: 3 clusters Score -647903 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -647905.750000 Penalty: 4215.922363 Iteration 29Q: 3 clusters Score -647905.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -647908.062500 Penalty: 4215.922363 Iteration 30Q: 3 clusters Score -647908.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -647909.687500 Penalty: 4215.922363 Iteration 31Q: 3 clusters Score -647909.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -647911.125000 Penalty: 4215.922363 Iteration 32Q: 3 clusters Score -647911.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -647910.687500 Penalty: 4215.922363 Iteration 33Q: 3 clusters Score -647910.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -647910.687500 Penalty: 4215.922363 Iteration 34F: 3 clusters Score -647910.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7853 members Entering Unmasked Estep Score: -1042161.062500 Penalty: 2224.225342 Iteration 0F: 2 clusters Score -1042161 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1035876.062500 Penalty: 4448.450684 Iteration 0F: 3 clusters Score -1035876 nChanged 3141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1037598.625000 Penalty: 4448.450684 Iteration 1F: 3 clusters Score -1037599 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -1037843.687500 Penalty: 4448.450684 Iteration 2F: 3 clusters Score -1037844 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1038031.875000 Penalty: 4448.450684 Iteration 3Q: 3 clusters Score -1038032 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1038170.500000 Penalty: 4448.450684 Iteration 4Q: 3 clusters Score -1038170 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1038301.937500 Penalty: 4448.450684 Iteration 5Q: 3 clusters Score -1038302 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1038422.250000 Penalty: 4448.450684 Iteration 6Q: 3 clusters Score -1038422 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1038528.250000 Penalty: 4448.450684 Iteration 7Q: 3 clusters Score -1038528 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1038634.000000 Penalty: 4448.450684 Iteration 8Q: 3 clusters Score -1038634 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -1038735.437500 Penalty: 4448.450684 Iteration 9Q: 3 clusters Score -1038735 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -1038841.937500 Penalty: 4448.450684 Iteration 10Q: 3 clusters Score -1038842 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1038957.312500 Penalty: 4448.450684 Iteration 11Q: 3 clusters Score -1038957 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 5210 members Entering Unmasked Estep Score: -1039097.125000 Penalty: 4448.450684 Iteration 12Q: 3 clusters Score -1039097 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -1039252.000000 Penalty: 4448.450684 Iteration 13Q: 3 clusters Score -1039252 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -1039418.000000 Penalty: 4448.450684 Iteration 14Q: 3 clusters Score -1039418 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 5541 members Entering Unmasked Estep Score: -1039623.187500 Penalty: 4448.450684 Iteration 15Q: 3 clusters Score -1039623 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -1039906.875000 Penalty: 4448.450684 Iteration 16Q: 3 clusters Score -1039907 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -1040300.875000 Penalty: 4448.450684 Iteration 17Q: 3 clusters Score -1040301 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -1040793.375000 Penalty: 4448.450684 Iteration 18Q: 3 clusters Score -1040793 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -1041260.312500 Penalty: 4448.450684 Iteration 19Q: 3 clusters Score -1041260 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 5254 members Entering Unmasked Estep Score: -1041548.937500 Penalty: 4448.450684 Iteration 20F: 3 clusters Score -1041549 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1041705.062500 Penalty: 4448.450684 Iteration 21Q: 3 clusters Score -1041705 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -1041764.062500 Penalty: 4448.450684 Iteration 22Q: 3 clusters Score -1041764 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -1041794.187500 Penalty: 4448.450684 Iteration 23Q: 3 clusters Score -1041794 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -1041807.937500 Penalty: 4448.450684 Iteration 24Q: 3 clusters Score -1041808 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -1041816.250000 Penalty: 4448.450684 Iteration 25Q: 3 clusters Score -1041816 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1041821.625000 Penalty: 4448.450684 Iteration 26Q: 3 clusters Score -1041822 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -1041823.937500 Penalty: 4448.450684 Iteration 27Q: 3 clusters Score -1041824 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 4906 members Entering Unmasked Estep Score: -1041826.812500 Penalty: 4448.450684 Iteration 28Q: 3 clusters Score -1041827 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -1041829.875000 Penalty: 4448.450684 Iteration 29Q: 3 clusters Score -1041830 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -1041833.937500 Penalty: 4448.450684 Iteration 30Q: 3 clusters Score -1041834 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1041836.250000 Penalty: 4448.450684 Iteration 31Q: 3 clusters Score -1041836 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1041839.312500 Penalty: 4448.450684 Iteration 32Q: 3 clusters Score -1041839 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -1041842.250000 Penalty: 4448.450684 Iteration 33Q: 3 clusters Score -1041842 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 4846 members Entering Unmasked Estep Score: -1041842.062500 Penalty: 4448.450684 Iteration 34Q: 3 clusters Score -1041842 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -1041842.375000 Penalty: 4448.450684 Iteration 35Q: 3 clusters Score -1041842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -1041843.562500 Penalty: 4448.450684 Iteration 36Q: 3 clusters Score -1041844 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -1041844.562500 Penalty: 4448.450684 Iteration 37Q: 3 clusters Score -1041845 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 4835 members Entering Unmasked Estep Score: -1041844.562500 Penalty: 4448.450684 Iteration 38F: 3 clusters Score -1041845 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Entering Unmasked Estep Score: -1604683.375000 Penalty: 2347.527100 Iteration 0F: 2 clusters Score -1604683 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -1595034.125000 Penalty: 4695.054199 Iteration 0F: 3 clusters Score -1595034 nChanged 5550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 6206 members Entering Unmasked Estep Score: -1598304.375000 Penalty: 4695.054199 Iteration 1F: 3 clusters Score -1598304 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -1598877.750000 Penalty: 4695.054199 Iteration 2F: 3 clusters Score -1598878 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -1599417.250000 Penalty: 4695.054199 Iteration 3F: 3 clusters Score -1599417 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -1599861.375000 Penalty: 4695.054199 Iteration 4F: 3 clusters Score -1599861 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7202 members Mstep: Class 2 contains 5709 members Entering Unmasked Estep Score: -1600165.125000 Penalty: 4695.054199 Iteration 5Q: 3 clusters Score -1600165 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7294 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -1600419.625000 Penalty: 4695.054199 Iteration 6Q: 3 clusters Score -1600420 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1600661.500000 Penalty: 4695.054199 Iteration 7Q: 3 clusters Score -1600662 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7448 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -1600870.750000 Penalty: 4695.054199 Iteration 8Q: 3 clusters Score -1600871 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -1601029.750000 Penalty: 4695.054199 Iteration 9Q: 3 clusters Score -1601030 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -1601149.500000 Penalty: 4695.054199 Iteration 10Q: 3 clusters Score -1601150 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -1601249.375000 Penalty: 4695.054199 Iteration 11Q: 3 clusters Score -1601249 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 5326 members Entering Unmasked Estep Score: -1601316.750000 Penalty: 4695.054199 Iteration 12Q: 3 clusters Score -1601317 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -1601377.750000 Penalty: 4695.054199 Iteration 13Q: 3 clusters Score -1601378 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1601427.500000 Penalty: 4695.054199 Iteration 14Q: 3 clusters Score -1601428 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 5379 members Entering Unmasked Estep Score: -1601493.250000 Penalty: 4695.054199 Iteration 15Q: 3 clusters Score -1601493 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -1601547.625000 Penalty: 4695.054199 Iteration 16Q: 3 clusters Score -1601548 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1601593.375000 Penalty: 4695.054199 Iteration 17Q: 3 clusters Score -1601593 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1601633.750000 Penalty: 4695.054199 Iteration 18Q: 3 clusters Score -1601634 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7416 members Mstep: Class 2 contains 5495 members Entering Unmasked Estep Score: -1601680.125000 Penalty: 4695.054199 Iteration 19Q: 3 clusters Score -1601680 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7412 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -1601728.875000 Penalty: 4695.054199 Iteration 20F: 3 clusters Score -1601729 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1601779.000000 Penalty: 4695.054199 Iteration 21Q: 3 clusters Score -1601779 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7341 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -1601811.125000 Penalty: 4695.054199 Iteration 22Q: 3 clusters Score -1601811 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7313 members Mstep: Class 2 contains 5598 members Entering Unmasked Estep Score: -1601846.625000 Penalty: 4695.054199 Iteration 23Q: 3 clusters Score -1601847 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 5611 members Entering Unmasked Estep Score: -1601877.750000 Penalty: 4695.054199 Iteration 24Q: 3 clusters Score -1601878 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 5610 members Entering Unmasked Estep Score: -1601918.250000 Penalty: 4695.054199 Iteration 25Q: 3 clusters Score -1601918 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 5606 members Entering Unmasked Estep Score: -1601943.125000 Penalty: 4695.054199 Iteration 26Q: 3 clusters Score -1601943 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7318 members Mstep: Class 2 contains 5593 members Entering Unmasked Estep Score: -1601970.250000 Penalty: 4695.054199 Iteration 27Q: 3 clusters Score -1601970 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1601997.500000 Penalty: 4695.054199 Iteration 28Q: 3 clusters Score -1601998 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7346 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -1602017.250000 Penalty: 4695.054199 Iteration 29Q: 3 clusters Score -1602017 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1602026.750000 Penalty: 4695.054199 Iteration 30Q: 3 clusters Score -1602027 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1602035.625000 Penalty: 4695.054199 Iteration 31Q: 3 clusters Score -1602036 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1602048.250000 Penalty: 4695.054199 Iteration 32Q: 3 clusters Score -1602048 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -1602065.250000 Penalty: 4695.054199 Iteration 33Q: 3 clusters Score -1602065 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1602076.000000 Penalty: 4695.054199 Iteration 34Q: 3 clusters Score -1602076 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Mstep: Class 2 contains 5542 members Entering Unmasked Estep Score: -1602086.000000 Penalty: 4695.054199 Iteration 35Q: 3 clusters Score -1602086 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1602096.000000 Penalty: 4695.054199 Iteration 36Q: 3 clusters Score -1602096 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 5557 members Entering Unmasked Estep Score: -1602097.250000 Penalty: 4695.054199 Iteration 37Q: 3 clusters Score -1602097 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1602100.375000 Penalty: 4695.054199 Iteration 38Q: 3 clusters Score -1602100 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1602110.000000 Penalty: 4695.054199 Iteration 39Q: 3 clusters Score -1602110 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -1602115.625000 Penalty: 4695.054199 Iteration 40F: 3 clusters Score -1602116 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1602115.875000 Penalty: 4695.054199 Iteration 41Q: 3 clusters Score -1602116 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7359 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1602122.250000 Penalty: 4695.054199 Iteration 42Q: 3 clusters Score -1602122 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -1602129.875000 Penalty: 4695.054199 Iteration 43Q: 3 clusters Score -1602130 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1602134.375000 Penalty: 4695.054199 Iteration 44Q: 3 clusters Score -1602134 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 5549 members Entering Unmasked Estep Score: -1602139.500000 Penalty: 4695.054199 Iteration 45Q: 3 clusters Score -1602140 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 5539 members Entering Unmasked Estep Score: -1602139.875000 Penalty: 4695.054199 Iteration 46Q: 3 clusters Score -1602140 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7381 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -1602144.875000 Penalty: 4695.054199 Iteration 47Q: 3 clusters Score -1602145 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 5529 members Entering Unmasked Estep Score: -1602148.000000 Penalty: 4695.054199 Iteration 48Q: 3 clusters Score -1602148 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -1602154.125000 Penalty: 4695.054199 Iteration 49Q: 3 clusters Score -1602154 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -1602160.625000 Penalty: 4695.054199 Iteration 50Q: 3 clusters Score -1602161 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7400 members Mstep: Class 2 contains 5511 members Entering Unmasked Estep Score: -1602167.500000 Penalty: 4695.054199 Iteration 51Q: 3 clusters Score -1602168 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7415 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1602167.000000 Penalty: 4695.054199 Iteration 52Q: 3 clusters Score -1602167 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -1602180.000000 Penalty: 4695.054199 Iteration 53Q: 3 clusters Score -1602180 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7443 members Mstep: Class 2 contains 5468 members Entering Unmasked Estep Score: -1602183.000000 Penalty: 4695.054199 Iteration 54Q: 3 clusters Score -1602183 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1602186.750000 Penalty: 4695.054199 Iteration 55Q: 3 clusters Score -1602187 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -1602193.375000 Penalty: 4695.054199 Iteration 56Q: 3 clusters Score -1602193 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -1602196.250000 Penalty: 4695.054199 Iteration 57Q: 3 clusters Score -1602196 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7471 members Mstep: Class 2 contains 5440 members Entering Unmasked Estep Score: -1602193.875000 Penalty: 4695.054199 Iteration 58Q: 3 clusters Score -1602194 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7474 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -1602198.000000 Penalty: 4695.054199 Iteration 59Q: 3 clusters Score -1602198 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7476 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1602196.625000 Penalty: 4695.054199 Iteration 60F: 3 clusters Score -1602197 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -1602198.250000 Penalty: 4695.054199 Iteration 61Q: 3 clusters Score -1602198 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -1602198.875000 Penalty: 4695.054199 Iteration 62Q: 3 clusters Score -1602199 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1602198.250000 Penalty: 4695.054199 Iteration 63Q: 3 clusters Score -1602198 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1602198.250000 Penalty: 4695.054199 Iteration 64F: 3 clusters Score -1602198 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Entering Unmasked Estep Score: -456955.718750 Penalty: 2038.192261 Iteration 0F: 2 clusters Score -456955.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -453220.375000 Penalty: 4076.384521 Iteration 0F: 3 clusters Score -453220.4 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -454021.625000 Penalty: 4076.384521 Iteration 1F: 3 clusters Score -454021.6 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -454240.031250 Penalty: 4076.384521 Iteration 2F: 3 clusters Score -454240 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -454377.812500 Penalty: 4076.384521 Iteration 3F: 3 clusters Score -454377.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -454485.468750 Penalty: 4076.384521 Iteration 4Q: 3 clusters Score -454485.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -454582.125000 Penalty: 4076.384521 Iteration 5Q: 3 clusters Score -454582.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -454692.593750 Penalty: 4076.384521 Iteration 6Q: 3 clusters Score -454692.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -454815.156250 Penalty: 4076.384521 Iteration 7Q: 3 clusters Score -454815.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -454933.468750 Penalty: 4076.384521 Iteration 8Q: 3 clusters Score -454933.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -455033.625000 Penalty: 4076.384521 Iteration 9Q: 3 clusters Score -455033.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -455118.406250 Penalty: 4076.384521 Iteration 10Q: 3 clusters Score -455118.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -455181.250000 Penalty: 4076.384521 Iteration 11Q: 3 clusters Score -455181.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -455231.343750 Penalty: 4076.384521 Iteration 12Q: 3 clusters Score -455231.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -455273.218750 Penalty: 4076.384521 Iteration 13Q: 3 clusters Score -455273.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -455304.750000 Penalty: 4076.384521 Iteration 14Q: 3 clusters Score -455304.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -455331.968750 Penalty: 4076.384521 Iteration 15Q: 3 clusters Score -455332 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -455350.187500 Penalty: 4076.384521 Iteration 16Q: 3 clusters Score -455350.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -455363.031250 Penalty: 4076.384521 Iteration 17Q: 3 clusters Score -455363 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -455378.906250 Penalty: 4076.384521 Iteration 18Q: 3 clusters Score -455378.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -455387.281250 Penalty: 4076.384521 Iteration 19Q: 3 clusters Score -455387.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -455393.468750 Penalty: 4076.384521 Iteration 20F: 3 clusters Score -455393.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -455399.312500 Penalty: 4076.384521 Iteration 21Q: 3 clusters Score -455399.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -455404.250000 Penalty: 4076.384521 Iteration 22Q: 3 clusters Score -455404.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -455409.593750 Penalty: 4076.384521 Iteration 23Q: 3 clusters Score -455409.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -455416.000000 Penalty: 4076.384521 Iteration 24Q: 3 clusters Score -455416 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -455421.125000 Penalty: 4076.384521 Iteration 25Q: 3 clusters Score -455421.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -455428.625000 Penalty: 4076.384521 Iteration 26Q: 3 clusters Score -455428.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -455430.968750 Penalty: 4076.384521 Iteration 27Q: 3 clusters Score -455431 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -455435.281250 Penalty: 4076.384521 Iteration 28Q: 3 clusters Score -455435.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -455438.625000 Penalty: 4076.384521 Iteration 29Q: 3 clusters Score -455438.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -455442.312500 Penalty: 4076.384521 Iteration 30Q: 3 clusters Score -455442.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -455447.687500 Penalty: 4076.384521 Iteration 31Q: 3 clusters Score -455447.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -455451.937500 Penalty: 4076.384521 Iteration 32Q: 3 clusters Score -455451.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -455454.031250 Penalty: 4076.384521 Iteration 33Q: 3 clusters Score -455454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -455455.500000 Penalty: 4076.384521 Iteration 34Q: 3 clusters Score -455455.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -455458.781250 Penalty: 4076.384521 Iteration 35Q: 3 clusters Score -455458.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -455459.750000 Penalty: 4076.384521 Iteration 36Q: 3 clusters Score -455459.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -455460.468750 Penalty: 4076.384521 Iteration 37Q: 3 clusters Score -455460.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -455461.968750 Penalty: 4076.384521 Iteration 38Q: 3 clusters Score -455462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -455462.625000 Penalty: 4076.384521 Iteration 39Q: 3 clusters Score -455462.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -455462.687500 Penalty: 4076.384521 Iteration 40F: 3 clusters Score -455462.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -455463.593750 Penalty: 4076.384521 Iteration 41Q: 3 clusters Score -455463.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -455464.718750 Penalty: 4076.384521 Iteration 42Q: 3 clusters Score -455464.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -455464.812500 Penalty: 4076.384521 Iteration 43Q: 3 clusters Score -455464.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -455465.156250 Penalty: 4076.384521 Iteration 44Q: 3 clusters Score -455465.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -455466.593750 Penalty: 4076.384521 Iteration 45Q: 3 clusters Score -455466.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -455467.187500 Penalty: 4076.384521 Iteration 46Q: 3 clusters Score -455467.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -455468.093750 Penalty: 4076.384521 Iteration 47Q: 3 clusters Score -455468.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -455468.281250 Penalty: 4076.384521 Iteration 48Q: 3 clusters Score -455468.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -455468.187500 Penalty: 4076.384521 Iteration 49Q: 3 clusters Score -455468.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -455468.187500 Penalty: 4076.384521 Iteration 50F: 3 clusters Score -455468.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (25446 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25446 members Entering Unmasked Estep Score: -3369862.750000 Penalty: 2515.789795 Iteration 0F: 2 clusters Score -3369863 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12776 members Mstep: Class 2 contains 12670 members Entering Unmasked Estep Score: -3352343.500000 Penalty: 5031.579590 Iteration 0F: 3 clusters Score -3352344 nChanged 11392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -3358488.000000 Penalty: 5031.579590 Iteration 1F: 3 clusters Score -3358488 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13553 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -3358948.750000 Penalty: 5031.579590 Iteration 2F: 3 clusters Score -3358949 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13980 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -3359341.750000 Penalty: 5031.579590 Iteration 3Q: 3 clusters Score -3359342 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14541 members Mstep: Class 2 contains 10905 members Entering Unmasked Estep Score: -3359726.000000 Penalty: 5031.579590 Iteration 4Q: 3 clusters Score -3359726 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 10135 members Entering Unmasked Estep Score: -3360164.000000 Penalty: 5031.579590 Iteration 5Q: 3 clusters Score -3360164 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16312 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -3360706.750000 Penalty: 5031.579590 Iteration 6Q: 3 clusters Score -3360707 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17508 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -3361433.000000 Penalty: 5031.579590 Iteration 7F: 3 clusters Score -3361433 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18921 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -3362430.000000 Penalty: 5031.579590 Iteration 8F: 3 clusters Score -3362430 nChanged 1693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20564 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -3363745.250000 Penalty: 5031.579590 Iteration 9F: 3 clusters Score -3363745 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22096 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -3365089.250000 Penalty: 5031.579590 Iteration 10F: 3 clusters Score -3365089 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23341 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -3366205.250000 Penalty: 5031.579590 Iteration 11Q: 3 clusters Score -3366205 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24140 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -3366935.750000 Penalty: 5031.579590 Iteration 12Q: 3 clusters Score -3366936 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24598 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -3367340.250000 Penalty: 5031.579590 Iteration 13Q: 3 clusters Score -3367340 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24816 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -3367542.250000 Penalty: 5031.579590 Iteration 14Q: 3 clusters Score -3367542 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24931 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -3367654.000000 Penalty: 5031.579590 Iteration 15Q: 3 clusters Score -3367654 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24989 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -3367724.250000 Penalty: 5031.579590 Iteration 16Q: 3 clusters Score -3367724 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25027 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -3367771.750000 Penalty: 5031.579590 Iteration 17Q: 3 clusters Score -3367772 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25050 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -3367799.500000 Penalty: 5031.579590 Iteration 18Q: 3 clusters Score -3367800 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25064 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -3367814.500000 Penalty: 5031.579590 Iteration 19Q: 3 clusters Score -3367814 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25074 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -3367816.000000 Penalty: 5031.579590 Iteration 20F: 3 clusters Score -3367816 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25077 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -3367816.750000 Penalty: 5031.579590 Iteration 21Q: 3 clusters Score -3367817 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25079 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -3367815.250000 Penalty: 5031.579590 Iteration 22Q: 3 clusters Score -3367815 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25079 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -3367815.250000 Penalty: 5031.579590 Iteration 23F: 3 clusters Score -3367815 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Entering Unmasked Estep Score: -150025.453125 Penalty: 1746.052979 Iteration 0F: 2 clusters Score -150025.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -147969.593750 Penalty: 3492.105957 Iteration 0F: 3 clusters Score -147969.6 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -148295.140625 Penalty: 3492.105957 Iteration 1F: 3 clusters Score -148295.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -148386.078125 Penalty: 3492.105957 Iteration 2F: 3 clusters Score -148386.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -148426.656250 Penalty: 3492.105957 Iteration 3Q: 3 clusters Score -148426.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -148453.234375 Penalty: 3492.105957 Iteration 4Q: 3 clusters Score -148453.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -148465.218750 Penalty: 3492.105957 Iteration 5Q: 3 clusters Score -148465.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -148470.328125 Penalty: 3492.105957 Iteration 6Q: 3 clusters Score -148470.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -148471.640625 Penalty: 3492.105957 Iteration 7Q: 3 clusters Score -148471.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -148473.296875 Penalty: 3492.105957 Iteration 8Q: 3 clusters Score -148473.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -148473.296875 Penalty: 3492.105957 Iteration 9F: 3 clusters Score -148473.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Entering Unmasked Estep Score: -84999.398438 Penalty: 1621.099487 Iteration 0F: 2 clusters Score -84999.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -83329.289062 Penalty: 3242.198975 Iteration 0F: 3 clusters Score -83329.29 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -83555.039062 Penalty: 3242.198975 Iteration 1F: 3 clusters Score -83555.04 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -83657.226562 Penalty: 3242.198975 Iteration 2F: 3 clusters Score -83657.23 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -83758.992188 Penalty: 3242.198975 Iteration 3Q: 3 clusters Score -83758.99 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -83831.164062 Penalty: 3242.198975 Iteration 4Q: 3 clusters Score -83831.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -83897.179688 Penalty: 3242.198975 Iteration 5Q: 3 clusters Score -83897.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -83947.835938 Penalty: 3242.198975 Iteration 6Q: 3 clusters Score -83947.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -83982.210938 Penalty: 3242.198975 Iteration 7Q: 3 clusters Score -83982.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -84008.796875 Penalty: 3242.198975 Iteration 8Q: 3 clusters Score -84008.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -84060.843750 Penalty: 3242.198975 Iteration 9Q: 3 clusters Score -84060.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -84094.351562 Penalty: 3242.198975 Iteration 10Q: 3 clusters Score -84094.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -84125.109375 Penalty: 3242.198975 Iteration 11Q: 3 clusters Score -84125.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -84171.210938 Penalty: 3242.198975 Iteration 12Q: 3 clusters Score -84171.21 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -84244.054688 Penalty: 3242.198975 Iteration 13Q: 3 clusters Score -84244.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -84339.632812 Penalty: 3242.198975 Iteration 14Q: 3 clusters Score -84339.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -84395.257812 Penalty: 3242.198975 Iteration 15Q: 3 clusters Score -84395.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -84453.164062 Penalty: 3242.198975 Iteration 16Q: 3 clusters Score -84453.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -84467.945312 Penalty: 3242.198975 Iteration 17Q: 3 clusters Score -84467.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -84474.296875 Penalty: 3242.198975 Iteration 18Q: 3 clusters Score -84474.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -84475.296875 Penalty: 3242.198975 Iteration 19Q: 3 clusters Score -84475.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -84476.000000 Penalty: 3242.198975 Iteration 20F: 3 clusters Score -84476 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (48893 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48893 members Entering Unmasked Estep Score: -6554736.500000 Penalty: 2677.752686 Iteration 0F: 2 clusters Score -6554736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24376 members Mstep: Class 2 contains 24517 members Entering Unmasked Estep Score: -6521983.500000 Penalty: 5355.505371 Iteration 0F: 3 clusters Score -6521984 nChanged 22477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23731 members Mstep: Class 2 contains 25162 members Entering Unmasked Estep Score: -6534342.500000 Penalty: 5355.505371 Iteration 1F: 3 clusters Score -6534342 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23398 members Mstep: Class 2 contains 25495 members Entering Unmasked Estep Score: -6534806.000000 Penalty: 5355.505371 Iteration 2Q: 3 clusters Score -6534806 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22957 members Mstep: Class 2 contains 25936 members Entering Unmasked Estep Score: -6535241.000000 Penalty: 5355.505371 Iteration 3Q: 3 clusters Score -6535241 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22409 members Mstep: Class 2 contains 26484 members Entering Unmasked Estep Score: -6535708.500000 Penalty: 5355.505371 Iteration 4Q: 3 clusters Score -6535708 nChanged 1591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21672 members Mstep: Class 2 contains 27221 members Entering Unmasked Estep Score: -6536215.500000 Penalty: 5355.505371 Iteration 5Q: 3 clusters Score -6536216 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20733 members Mstep: Class 2 contains 28160 members Entering Unmasked Estep Score: -6536789.500000 Penalty: 5355.505371 Iteration 6Q: 3 clusters Score -6536790 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19470 members Mstep: Class 2 contains 29423 members Entering Unmasked Estep Score: -6537508.500000 Penalty: 5355.505371 Iteration 7Q: 3 clusters Score -6537508 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17796 members Mstep: Class 2 contains 31097 members Entering Unmasked Estep Score: -6538570.000000 Penalty: 5355.505371 Iteration 8Q: 3 clusters Score -6538570 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15614 members Mstep: Class 2 contains 33279 members Entering Unmasked Estep Score: -6540101.500000 Penalty: 5355.505371 Iteration 9Q: 3 clusters Score -6540102 nChanged 2719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 35866 members Entering Unmasked Estep Score: -6541991.000000 Penalty: 5355.505371 Iteration 10F: 3 clusters Score -6541991 nChanged 2976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 38764 members Entering Unmasked Estep Score: -6544293.500000 Penalty: 5355.505371 Iteration 11F: 3 clusters Score -6544294 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 41696 members Entering Unmasked Estep Score: -6546756.000000 Penalty: 5355.505371 Iteration 12F: 3 clusters Score -6546756 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 44183 members Entering Unmasked Estep Score: -6548914.000000 Penalty: 5355.505371 Iteration 13F: 3 clusters Score -6548914 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 45953 members Entering Unmasked Estep Score: -6550407.500000 Penalty: 5355.505371 Iteration 14Q: 3 clusters Score -6550408 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 47017 members Entering Unmasked Estep Score: -6551236.500000 Penalty: 5355.505371 Iteration 15Q: 3 clusters Score -6551236 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 47636 members Entering Unmasked Estep Score: -6551774.000000 Penalty: 5355.505371 Iteration 16Q: 3 clusters Score -6551774 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 47948 members Entering Unmasked Estep Score: -6552035.500000 Penalty: 5355.505371 Iteration 17Q: 3 clusters Score -6552036 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 48112 members Entering Unmasked Estep Score: -6552185.500000 Penalty: 5355.505371 Iteration 18Q: 3 clusters Score -6552186 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 48202 members Entering Unmasked Estep Score: -6552268.500000 Penalty: 5355.505371 Iteration 19Q: 3 clusters Score -6552268 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 48263 members Entering Unmasked Estep Score: -6552333.000000 Penalty: 5355.505371 Iteration 20F: 3 clusters Score -6552333 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 48298 members Entering Unmasked Estep Score: -6552369.500000 Penalty: 5355.505371 Iteration 21Q: 3 clusters Score -6552370 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 48336 members Entering Unmasked Estep Score: -6552416.000000 Penalty: 5355.505371 Iteration 22Q: 3 clusters Score -6552416 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 48359 members Entering Unmasked Estep Score: -6552441.000000 Penalty: 5355.505371 Iteration 23Q: 3 clusters Score -6552441 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 48380 members Entering Unmasked Estep Score: -6552465.500000 Penalty: 5355.505371 Iteration 24Q: 3 clusters Score -6552466 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 48395 members Entering Unmasked Estep Score: -6552484.000000 Penalty: 5355.505371 Iteration 25Q: 3 clusters Score -6552484 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 48403 members Entering Unmasked Estep Score: -6552493.500000 Penalty: 5355.505371 Iteration 26Q: 3 clusters Score -6552494 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 48407 members Entering Unmasked Estep Score: -6552495.000000 Penalty: 5355.505371 Iteration 27Q: 3 clusters Score -6552495 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 48410 members Entering Unmasked Estep Score: -6552499.500000 Penalty: 5355.505371 Iteration 28Q: 3 clusters Score -6552500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 48414 members Entering Unmasked Estep Score: -6552496.500000 Penalty: 5355.505371 Iteration 29Q: 3 clusters Score -6552496 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 48414 members Entering Unmasked Estep Score: -6552496.500000 Penalty: 5355.505371 Iteration 30F: 3 clusters Score -6552496 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (45963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45963 members Entering Unmasked Estep Score: -6197642.500000 Penalty: 2662.426758 Iteration 0F: 2 clusters Score -6197642 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23025 members Mstep: Class 2 contains 22938 members Entering Unmasked Estep Score: -6166527.500000 Penalty: 5324.853516 Iteration 0F: 3 clusters Score -6166528 nChanged 21296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23231 members Mstep: Class 2 contains 22732 members Entering Unmasked Estep Score: -6178161.500000 Penalty: 5324.853516 Iteration 1F: 3 clusters Score -6178162 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23460 members Mstep: Class 2 contains 22503 members Entering Unmasked Estep Score: -6178652.500000 Penalty: 5324.853516 Iteration 2Q: 3 clusters Score -6178652 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23884 members Mstep: Class 2 contains 22079 members Entering Unmasked Estep Score: -6179046.500000 Penalty: 5324.853516 Iteration 3Q: 3 clusters Score -6179046 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24492 members Mstep: Class 2 contains 21471 members Entering Unmasked Estep Score: -6179435.000000 Penalty: 5324.853516 Iteration 4Q: 3 clusters Score -6179435 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25334 members Mstep: Class 2 contains 20629 members Entering Unmasked Estep Score: -6179838.500000 Penalty: 5324.853516 Iteration 5Q: 3 clusters Score -6179838 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26517 members Mstep: Class 2 contains 19446 members Entering Unmasked Estep Score: -6180342.500000 Penalty: 5324.853516 Iteration 6Q: 3 clusters Score -6180342 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28103 members Mstep: Class 2 contains 17860 members Entering Unmasked Estep Score: -6181053.500000 Penalty: 5324.853516 Iteration 7Q: 3 clusters Score -6181054 nChanged 2320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30285 members Mstep: Class 2 contains 15678 members Entering Unmasked Estep Score: -6182244.000000 Penalty: 5324.853516 Iteration 8F: 3 clusters Score -6182244 nChanged 2975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33206 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -6184218.000000 Penalty: 5324.853516 Iteration 9F: 3 clusters Score -6184218 nChanged 3486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36658 members Mstep: Class 2 contains 9305 members Entering Unmasked Estep Score: -6186992.000000 Penalty: 5324.853516 Iteration 10F: 3 clusters Score -6186992 nChanged 3401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40035 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -6190024.000000 Penalty: 5324.853516 Iteration 11F: 3 clusters Score -6190024 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42695 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -6192569.000000 Penalty: 5324.853516 Iteration 12F: 3 clusters Score -6192569 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44352 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -6194100.000000 Penalty: 5324.853516 Iteration 13Q: 3 clusters Score -6194100 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45089 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -6194750.000000 Penalty: 5324.853516 Iteration 14Q: 3 clusters Score -6194750 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45386 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -6195052.500000 Penalty: 5324.853516 Iteration 15Q: 3 clusters Score -6195052 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45504 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -6195176.500000 Penalty: 5324.853516 Iteration 16Q: 3 clusters Score -6195176 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45555 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -6195226.000000 Penalty: 5324.853516 Iteration 17Q: 3 clusters Score -6195226 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45577 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -6195251.000000 Penalty: 5324.853516 Iteration 18Q: 3 clusters Score -6195251 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45595 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -6195262.000000 Penalty: 5324.853516 Iteration 19Q: 3 clusters Score -6195262 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45609 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -6195271.000000 Penalty: 5324.853516 Iteration 20F: 3 clusters Score -6195271 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45612 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -6195268.500000 Penalty: 5324.853516 Iteration 21Q: 3 clusters Score -6195268 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45617 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -6195274.000000 Penalty: 5324.853516 Iteration 22Q: 3 clusters Score -6195274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45619 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -6195278.000000 Penalty: 5324.853516 Iteration 23Q: 3 clusters Score -6195278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45622 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -6195282.500000 Penalty: 5324.853516 Iteration 24Q: 3 clusters Score -6195282 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45625 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -6195287.000000 Penalty: 5324.853516 Iteration 25Q: 3 clusters Score -6195287 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45626 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -6195291.500000 Penalty: 5324.853516 Iteration 26Q: 3 clusters Score -6195292 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45626 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -6195291.500000 Penalty: 5324.853516 Iteration 27F: 3 clusters Score -6195292 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (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: -61758.582031 Penalty: 1545.159424 Iteration 0F: 2 clusters Score -61758.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -60225.164062 Penalty: 3090.318848 Iteration 0F: 3 clusters Score -60225.16 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -60433.914062 Penalty: 3090.318848 Iteration 1F: 3 clusters Score -60433.91 nChanged 33 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: -60510.128906 Penalty: 3090.318848 Iteration 2F: 3 clusters Score -60510.13 nChanged 18 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: -60566.183594 Penalty: 3090.318848 Iteration 3Q: 3 clusters Score -60566.18 nChanged 14 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: -60598.753906 Penalty: 3090.318848 Iteration 4Q: 3 clusters Score -60598.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -60628.535156 Penalty: 3090.318848 Iteration 5Q: 3 clusters Score -60628.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -60639.777344 Penalty: 3090.318848 Iteration 6Q: 3 clusters Score -60639.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -60645.671875 Penalty: 3090.318848 Iteration 7Q: 3 clusters Score -60645.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -60663.960938 Penalty: 3090.318848 Iteration 8Q: 3 clusters Score -60663.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -60691.289062 Penalty: 3090.318848 Iteration 9Q: 3 clusters Score -60691.29 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -60709.429688 Penalty: 3090.318848 Iteration 10Q: 3 clusters Score -60709.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -60721.683594 Penalty: 3090.318848 Iteration 11Q: 3 clusters Score -60721.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -60733.457031 Penalty: 3090.318848 Iteration 12Q: 3 clusters Score -60733.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -60744.816406 Penalty: 3090.318848 Iteration 13Q: 3 clusters Score -60744.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -60759.414062 Penalty: 3090.318848 Iteration 14Q: 3 clusters Score -60759.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -60789.808594 Penalty: 3090.318848 Iteration 15Q: 3 clusters Score -60789.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -60810.019531 Penalty: 3090.318848 Iteration 16Q: 3 clusters Score -60810.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -60831.980469 Penalty: 3090.318848 Iteration 17Q: 3 clusters Score -60831.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -60869.500000 Penalty: 3090.318848 Iteration 18Q: 3 clusters Score -60869.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -60884.117188 Penalty: 3090.318848 Iteration 19Q: 3 clusters Score -60884.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -60885.054688 Penalty: 3090.318848 Iteration 20F: 3 clusters Score -60885.05 nChanged 0 --- Evaluating fit on full set of 1966367 points --- Entering Unmasked Estep Score: -256853856.000000 Penalty: 89848.531250 20->26 Clusters: Score -256853856.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 655455 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32946 members Mstep: Class 2 contains 32736 members Mstep: Class 3 contains 32894 members Mstep: Class 4 contains 33127 members Mstep: Class 5 contains 32661 members Mstep: Class 6 contains 32502 members Mstep: Class 7 contains 32765 members Mstep: Class 8 contains 32722 members Mstep: Class 9 contains 32712 members Mstep: Class 10 contains 32556 members Mstep: Class 11 contains 32798 members Mstep: Class 12 contains 32586 members Mstep: Class 13 contains 32521 members Mstep: Class 14 contains 32770 members Mstep: Class 15 contains 32698 members Mstep: Class 16 contains 33035 members Mstep: Class 17 contains 33026 members Mstep: Class 18 contains 32947 members Mstep: Class 19 contains 32668 members Mstep: Class 20 contains 32785 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 946.556213 but Gain 3321.488281 Score: -82023312.000000 Penalty: 63108.214844 Iteration 0F: 20 clusters Score -8.202331e+07 nChanged 621319 Entering Unmasked Mstep Mstep: Class 0 contains 2419 members Mstep: Class 1 contains 10702 members Mstep: Class 2 contains 68652 members Mstep: Class 3 contains 36675 members Mstep: Class 4 contains 5213 members Mstep: Class 5 contains 23439 members Mstep: Class 6 contains 31586 members Mstep: Class 7 contains 20035 members Mstep: Class 8 contains 9681 members Mstep: Class 9 contains 65539 members Mstep: Class 10 contains 149105 members Mstep: Class 11 contains 22057 members Mstep: Class 12 contains 33744 members Mstep: Class 13 contains 7903 members Mstep: Class 14 contains 53052 members Mstep: Class 15 contains 13816 members Mstep: Class 16 contains 29206 members Mstep: Class 17 contains 22936 members Mstep: Class 19 contains 13703 members Mstep: Class 20 contains 35992 members Entering Unmasked Estep ConsiderDeletion Score: -84002848.000000 Penalty: 63108.214844 Iteration 1F: 20 clusters Score -8.400285e+07 nChanged 256561 Entering Unmasked Mstep Mstep: Class 0 contains 2240 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 65061 members Mstep: Class 3 contains 26313 members Mstep: Class 4 contains 5099 members Mstep: Class 5 contains 17733 members Mstep: Class 6 contains 27648 members Mstep: Class 7 contains 27861 members Mstep: Class 8 contains 6373 members Mstep: Class 9 contains 55066 members Mstep: Class 10 contains 219702 members Mstep: Class 11 contains 21004 members Mstep: Class 12 contains 27488 members Mstep: Class 13 contains 4272 members Mstep: Class 14 contains 46183 members Mstep: Class 15 contains 11092 members Mstep: Class 16 contains 22941 members Mstep: Class 17 contains 24879 members Mstep: Class 19 contains 11780 members Mstep: Class 20 contains 27028 members Entering Unmasked Estep ConsiderDeletion Score: -84562168.000000 Penalty: 63108.214844 Iteration 2F: 20 clusters Score -8.456217e+07 nChanged 210636 Entering Unmasked Mstep Mstep: Class 0 contains 1807 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 68932 members Mstep: Class 3 contains 14875 members Mstep: Class 4 contains 5169 members Mstep: Class 5 contains 13429 members Mstep: Class 6 contains 28124 members Mstep: Class 7 contains 45788 members Mstep: Class 8 contains 5570 members Mstep: Class 9 contains 52216 members Mstep: Class 10 contains 209313 members Mstep: Class 11 contains 25291 members Mstep: Class 12 contains 27482 members Mstep: Class 13 contains 2816 members Mstep: Class 14 contains 54896 members Mstep: Class 15 contains 10938 members Mstep: Class 16 contains 18093 members Mstep: Class 17 contains 33101 members Mstep: Class 19 contains 14998 members Mstep: Class 20 contains 19852 members Entering Unmasked Estep ConsiderDeletion Score: -85096272.000000 Penalty: 63108.214844 Iteration 3F: 20 clusters Score -8.509627e+07 nChanged 149818 Entering Unmasked Mstep Mstep: Class 0 contains 222 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 72123 members Mstep: Class 3 contains 7344 members Mstep: Class 4 contains 5173 members Mstep: Class 5 contains 10206 members Mstep: Class 6 contains 28710 members Mstep: Class 7 contains 57046 members Mstep: Class 8 contains 5033 members Mstep: Class 9 contains 53149 members Mstep: Class 10 contains 187391 members Mstep: Class 11 contains 26561 members Mstep: Class 12 contains 28822 members Mstep: Class 13 contains 2455 members Mstep: Class 14 contains 63231 members Mstep: Class 15 contains 12743 members Mstep: Class 16 contains 14582 members Mstep: Class 17 contains 45259 members Mstep: Class 19 contains 18233 members Mstep: Class 20 contains 14246 members Entering Unmasked Estep ConsiderDeletion Score: -85428576.000000 Penalty: 63108.214844 Iteration 4F: 20 clusters Score -8.542858e+07 nChanged 97781 Entering Unmasked Mstep Mstep: Class 0 contains 185 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 73361 members Mstep: Class 3 contains 3923 members Mstep: Class 4 contains 5271 members Mstep: Class 5 contains 8121 members Mstep: Class 6 contains 28564 members Mstep: Class 7 contains 61262 members Mstep: Class 8 contains 4287 members Mstep: Class 9 contains 55512 members Mstep: Class 10 contains 175044 members Mstep: Class 11 contains 24561 members Mstep: Class 12 contains 30233 members Mstep: Class 13 contains 2308 members Mstep: Class 14 contains 64496 members Mstep: Class 15 contains 14552 members Mstep: Class 16 contains 14168 members Mstep: Class 17 contains 55965 members Mstep: Class 19 contains 21319 members Mstep: Class 20 contains 9551 members Entering Unmasked Estep ConsiderDeletion Score: -85557000.000000 Penalty: 63108.214844 Iteration 5F: 20 clusters Score -8.5557e+07 nChanged 65682 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 72696 members Mstep: Class 3 contains 2848 members Mstep: Class 4 contains 5396 members Mstep: Class 5 contains 6602 members Mstep: Class 6 contains 28467 members Mstep: Class 7 contains 61577 members Mstep: Class 8 contains 3711 members Mstep: Class 9 contains 58928 members Mstep: Class 10 contains 166962 members Mstep: Class 11 contains 21490 members Mstep: Class 12 contains 32035 members Mstep: Class 13 contains 2224 members Mstep: Class 14 contains 63227 members Mstep: Class 15 contains 15820 members Mstep: Class 16 contains 15633 members Mstep: Class 17 contains 64032 members Mstep: Class 19 contains 24702 members Mstep: Class 20 contains 6171 members Entering Unmasked Estep ConsiderDeletion Score: -85625296.000000 Penalty: 63108.214844 Iteration 6F: 20 clusters Score -8.56253e+07 nChanged 48030 Entering Unmasked Mstep Mstep: Class 0 contains 124 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 70896 members Mstep: Class 3 contains 2734 members Mstep: Class 4 contains 5497 members Mstep: Class 5 contains 5477 members Mstep: Class 6 contains 28118 members Mstep: Class 7 contains 60076 members Mstep: Class 8 contains 3371 members Mstep: Class 9 contains 62732 members Mstep: Class 10 contains 160765 members Mstep: Class 11 contains 18407 members Mstep: Class 12 contains 33869 members Mstep: Class 13 contains 2126 members Mstep: Class 14 contains 61970 members Mstep: Class 15 contains 16637 members Mstep: Class 16 contains 16848 members Mstep: Class 17 contains 70764 members Mstep: Class 19 contains 28186 members Mstep: Class 20 contains 4062 members Entering Unmasked Estep ConsiderDeletion Score: -85667264.000000 Penalty: 63108.214844 Iteration 7F: 20 clusters Score -8.566726e+07 nChanged 36353 Entering Unmasked Mstep Mstep: Class 0 contains 116 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 68572 members Mstep: Class 3 contains 2961 members Mstep: Class 4 contains 5574 members Mstep: Class 5 contains 4598 members Mstep: Class 6 contains 28028 members Mstep: Class 7 contains 58123 members Mstep: Class 8 contains 3194 members Mstep: Class 9 contains 66393 members Mstep: Class 10 contains 156197 members Mstep: Class 11 contains 15696 members Mstep: Class 12 contains 35470 members Mstep: Class 13 contains 1990 members Mstep: Class 14 contains 60834 members Mstep: Class 15 contains 17171 members Mstep: Class 16 contains 17338 members Mstep: Class 17 contains 76344 members Mstep: Class 19 contains 31234 members Mstep: Class 20 contains 2829 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 2959.831055 but Gain 3321.484375 Score: -85693840.000000 Penalty: 59786.730469 Iteration 8F: 19 clusters Score -8.569384e+07 nChanged 30140 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 66058 members Mstep: Class 3 contains 3305 members Mstep: Class 4 contains 5682 members Mstep: Class 5 contains 3959 members Mstep: Class 6 contains 28409 members Mstep: Class 7 contains 56686 members Mstep: Class 8 contains 3123 members Mstep: Class 9 contains 69627 members Mstep: Class 10 contains 153417 members Mstep: Class 11 contains 13667 members Mstep: Class 12 contains 37444 members Mstep: Class 13 contains 1906 members Mstep: Class 14 contains 59865 members Mstep: Class 15 contains 17580 members Mstep: Class 16 contains 17446 members Mstep: Class 17 contains 81132 members Mstep: Class 19 contains 33245 members Entering Unmasked Estep ConsiderDeletion Score: -85712760.000000 Penalty: 59786.730469 Iteration 9Q: 19 clusters Score -8.571276e+07 nChanged 22050 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 63393 members Mstep: Class 3 contains 3581 members Mstep: Class 4 contains 5716 members Mstep: Class 5 contains 3508 members Mstep: Class 6 contains 29100 members Mstep: Class 7 contains 55516 members Mstep: Class 8 contains 3064 members Mstep: Class 9 contains 71906 members Mstep: Class 10 contains 151507 members Mstep: Class 11 contains 12167 members Mstep: Class 12 contains 38035 members Mstep: Class 13 contains 1802 members Mstep: Class 14 contains 58970 members Mstep: Class 15 contains 17762 members Mstep: Class 16 contains 17159 members Mstep: Class 17 contains 84985 members Mstep: Class 19 contains 34381 members Entering Unmasked Estep ConsiderDeletion Score: -85723120.000000 Penalty: 59786.730469 Iteration 10Q: 19 clusters Score -8.572312e+07 nChanged 18150 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 61068 members Mstep: Class 3 contains 3808 members Mstep: Class 4 contains 5722 members Mstep: Class 5 contains 3234 members Mstep: Class 6 contains 29913 members Mstep: Class 7 contains 54724 members Mstep: Class 8 contains 3052 members Mstep: Class 9 contains 73964 members Mstep: Class 10 contains 150295 members Mstep: Class 11 contains 11064 members Mstep: Class 12 contains 38053 members Mstep: Class 13 contains 1738 members Mstep: Class 14 contains 58098 members Mstep: Class 15 contains 17868 members Mstep: Class 16 contains 16641 members Mstep: Class 17 contains 88595 members Mstep: Class 19 contains 34716 members Entering Unmasked Estep ConsiderDeletion Score: -85731616.000000 Penalty: 59786.730469 Iteration 11Q: 19 clusters Score -8.573162e+07 nChanged 15644 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 59064 members Mstep: Class 3 contains 3985 members Mstep: Class 4 contains 5739 members Mstep: Class 5 contains 3039 members Mstep: Class 6 contains 30794 members Mstep: Class 7 contains 54208 members Mstep: Class 8 contains 3072 members Mstep: Class 9 contains 75989 members Mstep: Class 10 contains 149563 members Mstep: Class 11 contains 10214 members Mstep: Class 12 contains 37560 members Mstep: Class 13 contains 1720 members Mstep: Class 14 contains 57251 members Mstep: Class 15 contains 17893 members Mstep: Class 16 contains 15918 members Mstep: Class 17 contains 92010 members Mstep: Class 19 contains 34535 members Entering Unmasked Estep ConsiderDeletion Score: -85737928.000000 Penalty: 59786.730469 Iteration 12Q: 19 clusters Score -8.573793e+07 nChanged 14377 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 57503 members Mstep: Class 3 contains 4167 members Mstep: Class 4 contains 5751 members Mstep: Class 5 contains 2950 members Mstep: Class 6 contains 31679 members Mstep: Class 7 contains 53849 members Mstep: Class 8 contains 3137 members Mstep: Class 9 contains 77826 members Mstep: Class 10 contains 149081 members Mstep: Class 11 contains 9464 members Mstep: Class 12 contains 36612 members Mstep: Class 13 contains 1721 members Mstep: Class 14 contains 56507 members Mstep: Class 15 contains 17878 members Mstep: Class 16 contains 14994 members Mstep: Class 17 contains 95408 members Mstep: Class 19 contains 34027 members Entering Unmasked Estep ConsiderDeletion Score: -85745536.000000 Penalty: 59786.730469 Iteration 13Q: 19 clusters Score -8.574554e+07 nChanged 13622 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 56374 members Mstep: Class 3 contains 4311 members Mstep: Class 4 contains 5767 members Mstep: Class 5 contains 2909 members Mstep: Class 6 contains 32424 members Mstep: Class 7 contains 53612 members Mstep: Class 8 contains 3228 members Mstep: Class 9 contains 79497 members Mstep: Class 10 contains 148726 members Mstep: Class 11 contains 8839 members Mstep: Class 12 contains 35379 members Mstep: Class 13 contains 1724 members Mstep: Class 14 contains 55781 members Mstep: Class 15 contains 17846 members Mstep: Class 16 contains 13950 members Mstep: Class 17 contains 98956 members Mstep: Class 19 contains 33230 members Entering Unmasked Estep ConsiderDeletion Score: -85753136.000000 Penalty: 59786.730469 Iteration 14Q: 19 clusters Score -8.575314e+07 nChanged 13339 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 55445 members Mstep: Class 3 contains 4447 members Mstep: Class 4 contains 5775 members Mstep: Class 5 contains 2927 members Mstep: Class 6 contains 33209 members Mstep: Class 7 contains 53467 members Mstep: Class 8 contains 3350 members Mstep: Class 9 contains 80981 members Mstep: Class 10 contains 148488 members Mstep: Class 11 contains 8298 members Mstep: Class 12 contains 33924 members Mstep: Class 13 contains 1728 members Mstep: Class 14 contains 55067 members Mstep: Class 15 contains 17808 members Mstep: Class 16 contains 12704 members Mstep: Class 17 contains 102644 members Mstep: Class 19 contains 32291 members Entering Unmasked Estep ConsiderDeletion Score: -85761056.000000 Penalty: 59786.730469 Iteration 15Q: 19 clusters Score -8.576106e+07 nChanged 12817 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 54780 members Mstep: Class 3 contains 4571 members Mstep: Class 4 contains 5788 members Mstep: Class 5 contains 2944 members Mstep: Class 6 contains 34461 members Mstep: Class 7 contains 53203 members Mstep: Class 8 contains 3470 members Mstep: Class 9 contains 82505 members Mstep: Class 10 contains 148253 members Mstep: Class 11 contains 7849 members Mstep: Class 12 contains 32214 members Mstep: Class 13 contains 1739 members Mstep: Class 14 contains 54387 members Mstep: Class 15 contains 17767 members Mstep: Class 16 contains 11299 members Mstep: Class 17 contains 106099 members Mstep: Class 19 contains 31224 members Entering Unmasked Estep ConsiderDeletion Score: -85767496.000000 Penalty: 59786.730469 Iteration 16Q: 19 clusters Score -8.57675e+07 nChanged 11913 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 54233 members Mstep: Class 3 contains 4656 members Mstep: Class 4 contains 5806 members Mstep: Class 5 contains 2961 members Mstep: Class 6 contains 36134 members Mstep: Class 7 contains 52871 members Mstep: Class 8 contains 3553 members Mstep: Class 9 contains 84318 members Mstep: Class 10 contains 148062 members Mstep: Class 11 contains 7502 members Mstep: Class 12 contains 30316 members Mstep: Class 13 contains 1736 members Mstep: Class 14 contains 53836 members Mstep: Class 15 contains 17674 members Mstep: Class 16 contains 9829 members Mstep: Class 17 contains 109126 members Mstep: Class 19 contains 29940 members Entering Unmasked Estep ConsiderDeletion Score: -85773288.000000 Penalty: 59786.730469 Iteration 17Q: 19 clusters Score -8.577329e+07 nChanged 10601 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 53810 members Mstep: Class 3 contains 4748 members Mstep: Class 4 contains 5825 members Mstep: Class 5 contains 2970 members Mstep: Class 6 contains 37851 members Mstep: Class 7 contains 52561 members Mstep: Class 8 contains 3593 members Mstep: Class 9 contains 86191 members Mstep: Class 10 contains 147870 members Mstep: Class 11 contains 7229 members Mstep: Class 12 contains 28366 members Mstep: Class 13 contains 1738 members Mstep: Class 14 contains 53362 members Mstep: Class 15 contains 17549 members Mstep: Class 16 contains 8537 members Mstep: Class 17 contains 111729 members Mstep: Class 19 contains 28623 members Entering Unmasked Estep ConsiderDeletion Score: -85777272.000000 Penalty: 59786.730469 Iteration 18Q: 19 clusters Score -8.577727e+07 nChanged 9323 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 53491 members Mstep: Class 3 contains 4814 members Mstep: Class 4 contains 5830 members Mstep: Class 5 contains 2973 members Mstep: Class 6 contains 39315 members Mstep: Class 7 contains 52256 members Mstep: Class 8 contains 3675 members Mstep: Class 9 contains 88074 members Mstep: Class 10 contains 147703 members Mstep: Class 11 contains 7000 members Mstep: Class 12 contains 26362 members Mstep: Class 13 contains 1726 members Mstep: Class 14 contains 52907 members Mstep: Class 15 contains 17468 members Mstep: Class 16 contains 7670 members Mstep: Class 17 contains 114103 members Mstep: Class 19 contains 27185 members Entering Unmasked Estep ConsiderDeletion Score: -85781336.000000 Penalty: 59786.730469 Iteration 19Q: 19 clusters Score -8.578134e+07 nChanged 8135 Entering Unmasked Mstep Mstep: Class 0 contains 113 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 53226 members Mstep: Class 3 contains 4883 members Mstep: Class 4 contains 5839 members Mstep: Class 5 contains 2956 members Mstep: Class 6 contains 40415 members Mstep: Class 7 contains 51953 members Mstep: Class 8 contains 3716 members Mstep: Class 9 contains 90043 members Mstep: Class 10 contains 147510 members Mstep: Class 11 contains 6835 members Mstep: Class 12 contains 24442 members Mstep: Class 13 contains 1726 members Mstep: Class 14 contains 52500 members Mstep: Class 15 contains 17390 members Mstep: Class 16 contains 7113 members Mstep: Class 17 contains 116326 members Mstep: Class 19 contains 25678 members Entering Unmasked Estep ConsiderDeletion Score: -85784880.000000 Penalty: 59786.730469 Iteration 20F: 19 clusters Score -8.578488e+07 nChanged 7846 Entering Unmasked Mstep Mstep: Class 0 contains 112 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 52954 members Mstep: Class 3 contains 4949 members Mstep: Class 4 contains 5840 members Mstep: Class 5 contains 3050 members Mstep: Class 6 contains 41381 members Mstep: Class 7 contains 51679 members Mstep: Class 8 contains 3922 members Mstep: Class 9 contains 91916 members Mstep: Class 10 contains 147345 members Mstep: Class 11 contains 6415 members Mstep: Class 12 contains 22602 members Mstep: Class 13 contains 1718 members Mstep: Class 14 contains 51999 members Mstep: Class 15 contains 17312 members Mstep: Class 16 contains 6745 members Mstep: Class 17 contains 118445 members Mstep: Class 19 contains 24283 members Entering Unmasked Estep ConsiderDeletion Score: -85787832.000000 Penalty: 59786.730469 Iteration 21Q: 19 clusters Score -8.578783e+07 nChanged 7410 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 52761 members Mstep: Class 3 contains 5023 members Mstep: Class 4 contains 5833 members Mstep: Class 5 contains 3101 members Mstep: Class 6 contains 42137 members Mstep: Class 7 contains 51428 members Mstep: Class 8 contains 4116 members Mstep: Class 9 contains 93746 members Mstep: Class 10 contains 147216 members Mstep: Class 11 contains 6023 members Mstep: Class 12 contains 20907 members Mstep: Class 13 contains 1693 members Mstep: Class 14 contains 51567 members Mstep: Class 15 contains 17252 members Mstep: Class 16 contains 6544 members Mstep: Class 17 contains 120302 members Mstep: Class 19 contains 22906 members Entering Unmasked Estep ConsiderDeletion Score: -85792416.000000 Penalty: 59786.730469 Iteration 22Q: 19 clusters Score -8.579242e+07 nChanged 7040 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 52575 members Mstep: Class 3 contains 5107 members Mstep: Class 4 contains 5833 members Mstep: Class 5 contains 3135 members Mstep: Class 6 contains 42670 members Mstep: Class 7 contains 51215 members Mstep: Class 8 contains 4272 members Mstep: Class 9 contains 95638 members Mstep: Class 10 contains 147097 members Mstep: Class 11 contains 5644 members Mstep: Class 12 contains 19238 members Mstep: Class 13 contains 1664 members Mstep: Class 14 contains 51164 members Mstep: Class 15 contains 17193 members Mstep: Class 16 contains 6465 members Mstep: Class 17 contains 122076 members Mstep: Class 19 contains 21570 members Entering Unmasked Estep ConsiderDeletion Score: -85795736.000000 Penalty: 59786.730469 Iteration 23Q: 19 clusters Score -8.579574e+07 nChanged 6508 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 52400 members Mstep: Class 3 contains 5195 members Mstep: Class 4 contains 5828 members Mstep: Class 5 contains 3144 members Mstep: Class 6 contains 43047 members Mstep: Class 7 contains 51036 members Mstep: Class 8 contains 4333 members Mstep: Class 9 contains 97472 members Mstep: Class 10 contains 147011 members Mstep: Class 11 contains 5345 members Mstep: Class 12 contains 17677 members Mstep: Class 13 contains 1649 members Mstep: Class 14 contains 50832 members Mstep: Class 15 contains 17157 members Mstep: Class 16 contains 6432 members Mstep: Class 17 contains 123769 members Mstep: Class 19 contains 20229 members Entering Unmasked Estep ConsiderDeletion Score: -85799560.000000 Penalty: 59786.730469 Iteration 24Q: 19 clusters Score -8.579956e+07 nChanged 5999 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 52215 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 5829 members Mstep: Class 5 contains 3146 members Mstep: Class 6 contains 43330 members Mstep: Class 7 contains 50870 members Mstep: Class 8 contains 4313 members Mstep: Class 9 contains 99187 members Mstep: Class 10 contains 146892 members Mstep: Class 11 contains 5164 members Mstep: Class 12 contains 16228 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 50490 members Mstep: Class 15 contains 17136 members Mstep: Class 16 contains 6430 members Mstep: Class 17 contains 125335 members Mstep: Class 19 contains 19033 members Entering Unmasked Estep ConsiderDeletion Score: -85803040.000000 Penalty: 59786.730469 Iteration 25Q: 19 clusters Score -8.580304e+07 nChanged 5296 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 52020 members Mstep: Class 3 contains 5435 members Mstep: Class 4 contains 5834 members Mstep: Class 5 contains 3142 members Mstep: Class 6 contains 43523 members Mstep: Class 7 contains 50724 members Mstep: Class 8 contains 4243 members Mstep: Class 9 contains 100816 members Mstep: Class 10 contains 146772 members Mstep: Class 11 contains 5108 members Mstep: Class 12 contains 15023 members Mstep: Class 13 contains 1641 members Mstep: Class 14 contains 50214 members Mstep: Class 15 contains 17119 members Mstep: Class 16 contains 6424 members Mstep: Class 17 contains 126677 members Mstep: Class 19 contains 17839 members Entering Unmasked Estep ConsiderDeletion Score: -85807144.000000 Penalty: 59786.730469 Iteration 26Q: 19 clusters Score -8.580714e+07 nChanged 4729 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 51822 members Mstep: Class 3 contains 5532 members Mstep: Class 4 contains 5829 members Mstep: Class 5 contains 3140 members Mstep: Class 6 contains 43667 members Mstep: Class 7 contains 50635 members Mstep: Class 8 contains 4136 members Mstep: Class 9 contains 102135 members Mstep: Class 10 contains 146691 members Mstep: Class 11 contains 5231 members Mstep: Class 12 contains 13978 members Mstep: Class 13 contains 1638 members Mstep: Class 14 contains 49965 members Mstep: Class 15 contains 17100 members Mstep: Class 16 contains 6380 members Mstep: Class 17 contains 127928 members Mstep: Class 19 contains 16745 members Entering Unmasked Estep ConsiderDeletion Score: -85808744.000000 Penalty: 59786.730469 Iteration 27Q: 19 clusters Score -8.580874e+07 nChanged 4082 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 51602 members Mstep: Class 3 contains 5621 members Mstep: Class 4 contains 5825 members Mstep: Class 5 contains 3117 members Mstep: Class 6 contains 43770 members Mstep: Class 7 contains 50546 members Mstep: Class 8 contains 4056 members Mstep: Class 9 contains 103260 members Mstep: Class 10 contains 146622 members Mstep: Class 11 contains 5298 members Mstep: Class 12 contains 13086 members Mstep: Class 13 contains 1650 members Mstep: Class 14 contains 49779 members Mstep: Class 15 contains 17108 members Mstep: Class 16 contains 6303 members Mstep: Class 17 contains 129093 members Mstep: Class 19 contains 15815 members Entering Unmasked Estep ConsiderDeletion Score: -85809920.000000 Penalty: 59786.730469 Iteration 28Q: 19 clusters Score -8.580992e+07 nChanged 3357 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 51443 members Mstep: Class 3 contains 5686 members Mstep: Class 4 contains 5825 members Mstep: Class 5 contains 3095 members Mstep: Class 6 contains 43875 members Mstep: Class 7 contains 50450 members Mstep: Class 8 contains 3978 members Mstep: Class 9 contains 104145 members Mstep: Class 10 contains 146602 members Mstep: Class 11 contains 5338 members Mstep: Class 12 contains 12328 members Mstep: Class 13 contains 1647 members Mstep: Class 14 contains 49646 members Mstep: Class 15 contains 17109 members Mstep: Class 16 contains 6229 members Mstep: Class 17 contains 130111 members Mstep: Class 19 contains 15045 members Entering Unmasked Estep ConsiderDeletion Score: -85810448.000000 Penalty: 59786.730469 Iteration 29Q: 19 clusters Score -8.581045e+07 nChanged 2758 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 51300 members Mstep: Class 3 contains 5770 members Mstep: Class 4 contains 5828 members Mstep: Class 5 contains 3078 members Mstep: Class 6 contains 43979 members Mstep: Class 7 contains 50361 members Mstep: Class 8 contains 3887 members Mstep: Class 9 contains 104818 members Mstep: Class 10 contains 146560 members Mstep: Class 11 contains 5360 members Mstep: Class 12 contains 11661 members Mstep: Class 13 contains 1650 members Mstep: Class 14 contains 49555 members Mstep: Class 15 contains 17112 members Mstep: Class 16 contains 6171 members Mstep: Class 17 contains 130983 members Mstep: Class 19 contains 14479 members Entering Unmasked Estep ConsiderDeletion Score: -85810696.000000 Penalty: 59786.730469 Iteration 30Q: 19 clusters Score -8.58107e+07 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 51205 members Mstep: Class 3 contains 5845 members Mstep: Class 4 contains 5832 members Mstep: Class 5 contains 3066 members Mstep: Class 6 contains 44064 members Mstep: Class 7 contains 50302 members Mstep: Class 8 contains 3791 members Mstep: Class 9 contains 105269 members Mstep: Class 10 contains 146516 members Mstep: Class 11 contains 5374 members Mstep: Class 12 contains 11076 members Mstep: Class 13 contains 1646 members Mstep: Class 14 contains 49490 members Mstep: Class 15 contains 17137 members Mstep: Class 16 contains 6122 members Mstep: Class 17 contains 131745 members Mstep: Class 19 contains 14072 members Entering Unmasked Estep ConsiderDeletion Score: -85810920.000000 Penalty: 59786.730469 Iteration 31Q: 19 clusters Score -8.581092e+07 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 51121 members Mstep: Class 3 contains 5919 members Mstep: Class 4 contains 5831 members Mstep: Class 5 contains 3055 members Mstep: Class 6 contains 44129 members Mstep: Class 7 contains 50281 members Mstep: Class 8 contains 3728 members Mstep: Class 9 contains 105580 members Mstep: Class 10 contains 146473 members Mstep: Class 11 contains 5382 members Mstep: Class 12 contains 10614 members Mstep: Class 13 contains 1642 members Mstep: Class 14 contains 49444 members Mstep: Class 15 contains 17150 members Mstep: Class 16 contains 6088 members Mstep: Class 17 contains 132407 members Mstep: Class 19 contains 13708 members Entering Unmasked Estep ConsiderDeletion Score: -85811264.000000 Penalty: 59786.730469 Iteration 32Q: 19 clusters Score -8.581126e+07 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 51057 members Mstep: Class 3 contains 5986 members Mstep: Class 4 contains 5835 members Mstep: Class 5 contains 3045 members Mstep: Class 6 contains 44173 members Mstep: Class 7 contains 50271 members Mstep: Class 8 contains 3674 members Mstep: Class 9 contains 105783 members Mstep: Class 10 contains 146439 members Mstep: Class 11 contains 5386 members Mstep: Class 12 contains 10200 members Mstep: Class 13 contains 1641 members Mstep: Class 14 contains 49424 members Mstep: Class 15 contains 17169 members Mstep: Class 16 contains 6056 members Mstep: Class 17 contains 132986 members Mstep: Class 19 contains 13427 members Entering Unmasked Estep ConsiderDeletion Score: -85811472.000000 Penalty: 59786.730469 Iteration 33Q: 19 clusters Score -8.581147e+07 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 51006 members Mstep: Class 3 contains 6044 members Mstep: Class 4 contains 5837 members Mstep: Class 5 contains 3036 members Mstep: Class 6 contains 44204 members Mstep: Class 7 contains 50256 members Mstep: Class 8 contains 3626 members Mstep: Class 9 contains 105901 members Mstep: Class 10 contains 146420 members Mstep: Class 11 contains 5393 members Mstep: Class 12 contains 9850 members Mstep: Class 13 contains 1643 members Mstep: Class 14 contains 49408 members Mstep: Class 15 contains 17202 members Mstep: Class 16 contains 6029 members Mstep: Class 17 contains 133481 members Mstep: Class 19 contains 13216 members Entering Unmasked Estep ConsiderDeletion Score: -85811840.000000 Penalty: 59786.730469 Iteration 34Q: 19 clusters Score -8.581184e+07 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 50949 members Mstep: Class 3 contains 6107 members Mstep: Class 4 contains 5838 members Mstep: Class 5 contains 3032 members Mstep: Class 6 contains 44231 members Mstep: Class 7 contains 50245 members Mstep: Class 8 contains 3598 members Mstep: Class 9 contains 105964 members Mstep: Class 10 contains 146391 members Mstep: Class 11 contains 5399 members Mstep: Class 12 contains 9544 members Mstep: Class 13 contains 1638 members Mstep: Class 14 contains 49399 members Mstep: Class 15 contains 17223 members Mstep: Class 16 contains 6020 members Mstep: Class 17 contains 133939 members Mstep: Class 19 contains 13035 members Entering Unmasked Estep ConsiderDeletion Score: -85811960.000000 Penalty: 59786.730469 Iteration 35Q: 19 clusters Score -8.581196e+07 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 50905 members Mstep: Class 3 contains 6177 members Mstep: Class 4 contains 5840 members Mstep: Class 5 contains 3016 members Mstep: Class 6 contains 44257 members Mstep: Class 7 contains 50237 members Mstep: Class 8 contains 3570 members Mstep: Class 9 contains 106011 members Mstep: Class 10 contains 146384 members Mstep: Class 11 contains 5405 members Mstep: Class 12 contains 9279 members Mstep: Class 13 contains 1637 members Mstep: Class 14 contains 49393 members Mstep: Class 15 contains 17239 members Mstep: Class 16 contains 6013 members Mstep: Class 17 contains 134310 members Mstep: Class 19 contains 12879 members Entering Unmasked Estep ConsiderDeletion Score: -85812152.000000 Penalty: 59786.730469 Iteration 36Q: 19 clusters Score -8.581215e+07 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 50872 members Mstep: Class 3 contains 6240 members Mstep: Class 4 contains 5840 members Mstep: Class 5 contains 3013 members Mstep: Class 6 contains 44279 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3552 members Mstep: Class 9 contains 106041 members Mstep: Class 10 contains 146372 members Mstep: Class 11 contains 5409 members Mstep: Class 12 contains 9034 members Mstep: Class 13 contains 1638 members Mstep: Class 14 contains 49394 members Mstep: Class 15 contains 17253 members Mstep: Class 16 contains 6007 members Mstep: Class 17 contains 134619 members Mstep: Class 19 contains 12748 members Entering Unmasked Estep ConsiderDeletion Score: -85812328.000000 Penalty: 59786.730469 Iteration 37Q: 19 clusters Score -8.581233e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 50851 members Mstep: Class 3 contains 6301 members Mstep: Class 4 contains 5839 members Mstep: Class 5 contains 3004 members Mstep: Class 6 contains 44299 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3532 members Mstep: Class 9 contains 106045 members Mstep: Class 10 contains 146353 members Mstep: Class 11 contains 5410 members Mstep: Class 12 contains 8837 members Mstep: Class 13 contains 1638 members Mstep: Class 14 contains 49392 members Mstep: Class 15 contains 17250 members Mstep: Class 16 contains 6003 members Mstep: Class 17 contains 134902 members Mstep: Class 19 contains 12653 members Entering Unmasked Estep ConsiderDeletion Score: -85812520.000000 Penalty: 59786.730469 Iteration 38Q: 19 clusters Score -8.581252e+07 nChanged 644 Entering ConstructFrom: Score: -85812520.000000 Penalty: 59786.730469 Entering ConstructFrom: Trying to split cluster 1 (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: -305091.968750 Penalty: 1967.759399 Iteration 0F: 2 clusters Score -305092 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -302809.406250 Penalty: 3935.518799 Iteration 0F: 3 clusters Score -302809.4 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -307548.968750 Penalty: 3935.518799 Iteration 1F: 3 clusters Score -307549 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -310387.250000 Penalty: 3935.518799 Iteration 2F: 3 clusters Score -310387.2 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -312066.281250 Penalty: 3935.518799 Iteration 3F: 3 clusters Score -312066.3 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -312739.718750 Penalty: 3935.518799 Iteration 4F: 3 clusters Score -312739.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -312824.281250 Penalty: 3935.518799 Iteration 5Q: 3 clusters Score -312824.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -312859.375000 Penalty: 3935.518799 Iteration 6Q: 3 clusters Score -312859.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -312882.125000 Penalty: 3935.518799 Iteration 7Q: 3 clusters Score -312882.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -312896.281250 Penalty: 3935.518799 Iteration 8Q: 3 clusters Score -312896.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -312920.718750 Penalty: 3935.518799 Iteration 9Q: 3 clusters Score -312920.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -312934.125000 Penalty: 3935.518799 Iteration 10Q: 3 clusters Score -312934.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -312934.625000 Penalty: 3935.518799 Iteration 11Q: 3 clusters Score -312934.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -312934.625000 Penalty: 3935.518799 Iteration 12F: 3 clusters Score -312934.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 50843 members Mstep: Class 3 contains 6359 members Mstep: Class 4 contains 5839 members Mstep: Class 5 contains 2998 members Mstep: Class 6 contains 44323 members Mstep: Class 7 contains 50234 members Mstep: Class 8 contains 3524 members Mstep: Class 9 contains 106077 members Mstep: Class 10 contains 146334 members Mstep: Class 11 contains 5410 members Mstep: Class 12 contains 8666 members Mstep: Class 13 contains 1638 members Mstep: Class 14 contains 49391 members Mstep: Class 15 contains 17251 members Mstep: Class 16 contains 6001 members Mstep: Class 17 contains 135119 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 12545 members Entering Unmasked Estep Score: -85818760.000000 Penalty: 63108.214844 Splitting cluster 1 changes total score from -85812520.000000 to -85818760.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 2 (50843 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50843 members Entering Unmasked Estep Score: -6806896.500000 Penalty: 2687.451416 Iteration 0F: 2 clusters Score -6806896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25391 members Mstep: Class 2 contains 25452 members Entering Unmasked Estep Score: -6772699.500000 Penalty: 5374.902832 Iteration 0F: 3 clusters Score -6772700 nChanged 23433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25696 members Mstep: Class 2 contains 25147 members Entering Unmasked Estep Score: -6785874.500000 Penalty: 5374.902832 Iteration 1F: 3 clusters Score -6785874 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26084 members Mstep: Class 2 contains 24759 members Entering Unmasked Estep Score: -6786731.500000 Penalty: 5374.902832 Iteration 2Q: 3 clusters Score -6786732 nChanged 2517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26757 members Mstep: Class 2 contains 24086 members Entering Unmasked Estep Score: -6787863.000000 Penalty: 5374.902832 Iteration 3Q: 3 clusters Score -6787863 nChanged 2881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27806 members Mstep: Class 2 contains 23037 members Entering Unmasked Estep Score: -6789256.500000 Penalty: 5374.902832 Iteration 4F: 3 clusters Score -6789256 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29086 members Mstep: Class 2 contains 21757 members Entering Unmasked Estep Score: -6791072.500000 Penalty: 5374.902832 Iteration 5F: 3 clusters Score -6791072 nChanged 3399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30655 members Mstep: Class 2 contains 20188 members Entering Unmasked Estep Score: -6793071.000000 Penalty: 5374.902832 Iteration 6F: 3 clusters Score -6793071 nChanged 3116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32309 members Mstep: Class 2 contains 18534 members Entering Unmasked Estep Score: -6794682.500000 Penalty: 5374.902832 Iteration 7F: 3 clusters Score -6794682 nChanged 2705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34050 members Mstep: Class 2 contains 16793 members Entering Unmasked Estep Score: -6795916.000000 Penalty: 5374.902832 Iteration 8F: 3 clusters Score -6795916 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35792 members Mstep: Class 2 contains 15051 members Entering Unmasked Estep Score: -6796937.000000 Penalty: 5374.902832 Iteration 9Q: 3 clusters Score -6796937 nChanged 1963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37533 members Mstep: Class 2 contains 13310 members Entering Unmasked Estep Score: -6797852.000000 Penalty: 5374.902832 Iteration 10Q: 3 clusters Score -6797852 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39306 members Mstep: Class 2 contains 11537 members Entering Unmasked Estep Score: -6798672.000000 Penalty: 5374.902832 Iteration 11Q: 3 clusters Score -6798672 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41045 members Mstep: Class 2 contains 9798 members Entering Unmasked Estep Score: -6799558.500000 Penalty: 5374.902832 Iteration 12Q: 3 clusters Score -6799558 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42713 members Mstep: Class 2 contains 8130 members Entering Unmasked Estep Score: -6800420.500000 Penalty: 5374.902832 Iteration 13Q: 3 clusters Score -6800420 nChanged 1593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44304 members Mstep: Class 2 contains 6539 members Entering Unmasked Estep Score: -6801307.500000 Penalty: 5374.902832 Iteration 14Q: 3 clusters Score -6801308 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45773 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -6802161.000000 Penalty: 5374.902832 Iteration 15Q: 3 clusters Score -6802161 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46967 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -6802791.000000 Penalty: 5374.902832 Iteration 16Q: 3 clusters Score -6802791 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47913 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -6803332.500000 Penalty: 5374.902832 Iteration 17Q: 3 clusters Score -6803332 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48596 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -6803725.500000 Penalty: 5374.902832 Iteration 18Q: 3 clusters Score -6803726 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49065 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -6803990.000000 Penalty: 5374.902832 Iteration 19Q: 3 clusters Score -6803990 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49421 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -6804192.500000 Penalty: 5374.902832 Iteration 20F: 3 clusters Score -6804192 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49654 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -6804363.000000 Penalty: 5374.902832 Iteration 21Q: 3 clusters Score -6804363 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49822 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -6804455.500000 Penalty: 5374.902832 Iteration 22Q: 3 clusters Score -6804456 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49924 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -6804513.000000 Penalty: 5374.902832 Iteration 23Q: 3 clusters Score -6804513 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49991 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -6804557.000000 Penalty: 5374.902832 Iteration 24Q: 3 clusters Score -6804557 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50040 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -6804594.500000 Penalty: 5374.902832 Iteration 25Q: 3 clusters Score -6804594 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50077 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -6804631.000000 Penalty: 5374.902832 Iteration 26Q: 3 clusters Score -6804631 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50109 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -6804633.500000 Penalty: 5374.902832 Iteration 27Q: 3 clusters Score -6804634 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50132 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -6804647.000000 Penalty: 5374.902832 Iteration 28Q: 3 clusters Score -6804647 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50151 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -6804663.000000 Penalty: 5374.902832 Iteration 29Q: 3 clusters Score -6804663 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50159 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -6804673.000000 Penalty: 5374.902832 Iteration 30Q: 3 clusters Score -6804673 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50169 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -6804685.000000 Penalty: 5374.902832 Iteration 31Q: 3 clusters Score -6804685 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50179 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -6804695.000000 Penalty: 5374.902832 Iteration 32Q: 3 clusters Score -6804695 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50185 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -6804693.000000 Penalty: 5374.902832 Iteration 33Q: 3 clusters Score -6804693 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50192 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -6804696.000000 Penalty: 5374.902832 Iteration 34Q: 3 clusters Score -6804696 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50196 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -6804696.000000 Penalty: 5374.902832 Iteration 35Q: 3 clusters Score -6804696 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50199 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -6804701.000000 Penalty: 5374.902832 Iteration 36Q: 3 clusters Score -6804701 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50207 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -6804709.500000 Penalty: 5374.902832 Iteration 37Q: 3 clusters Score -6804710 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50210 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -6804711.500000 Penalty: 5374.902832 Iteration 38Q: 3 clusters Score -6804712 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50215 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -6804720.500000 Penalty: 5374.902832 Iteration 39Q: 3 clusters Score -6804720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50217 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -6804720.000000 Penalty: 5374.902832 Iteration 40F: 3 clusters Score -6804720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50217 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -6804721.500000 Penalty: 5374.902832 Iteration 41Q: 3 clusters Score -6804722 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50216 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -6804718.500000 Penalty: 5374.902832 Iteration 42Q: 3 clusters Score -6804718 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50218 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -6804719.500000 Penalty: 5374.902832 Iteration 43Q: 3 clusters Score -6804720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50220 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -6804720.500000 Penalty: 5374.902832 Iteration 44Q: 3 clusters Score -6804720 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50222 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -6804721.500000 Penalty: 5374.902832 Iteration 45Q: 3 clusters Score -6804722 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50224 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -6804724.500000 Penalty: 5374.902832 Iteration 46Q: 3 clusters Score -6804724 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50226 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -6804726.000000 Penalty: 5374.902832 Iteration 47Q: 3 clusters Score -6804726 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50227 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -6804728.000000 Penalty: 5374.902832 Iteration 48Q: 3 clusters Score -6804728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50228 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -6804727.500000 Penalty: 5374.902832 Iteration 49Q: 3 clusters Score -6804728 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50228 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -6804727.500000 Penalty: 5374.902832 Iteration 50F: 3 clusters Score -6804728 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6359 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Entering Unmasked Estep Score: -785789.625000 Penalty: 2171.891357 Iteration 0F: 2 clusters Score -785789.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -780417.375000 Penalty: 4343.782715 Iteration 0F: 3 clusters Score -780417.4 nChanged 2502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -781831.062500 Penalty: 4343.782715 Iteration 1F: 3 clusters Score -781831.1 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -782070.000000 Penalty: 4343.782715 Iteration 2F: 3 clusters Score -782070 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -782216.125000 Penalty: 4343.782715 Iteration 3Q: 3 clusters Score -782216.1 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -782310.750000 Penalty: 4343.782715 Iteration 4Q: 3 clusters Score -782310.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -782386.687500 Penalty: 4343.782715 Iteration 5Q: 3 clusters Score -782386.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -782455.000000 Penalty: 4343.782715 Iteration 6Q: 3 clusters Score -782455 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3180 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -782519.000000 Penalty: 4343.782715 Iteration 7Q: 3 clusters Score -782519 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -782581.312500 Penalty: 4343.782715 Iteration 8Q: 3 clusters Score -782581.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -782636.500000 Penalty: 4343.782715 Iteration 9Q: 3 clusters Score -782636.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -782713.812500 Penalty: 4343.782715 Iteration 10Q: 3 clusters Score -782713.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -782789.062500 Penalty: 4343.782715 Iteration 11Q: 3 clusters Score -782789.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -782875.125000 Penalty: 4343.782715 Iteration 12Q: 3 clusters Score -782875.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -782955.312500 Penalty: 4343.782715 Iteration 13Q: 3 clusters Score -782955.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -783015.875000 Penalty: 4343.782715 Iteration 14Q: 3 clusters Score -783015.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -783085.437500 Penalty: 4343.782715 Iteration 15Q: 3 clusters Score -783085.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -783177.312500 Penalty: 4343.782715 Iteration 16Q: 3 clusters Score -783177.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3559 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -783265.687500 Penalty: 4343.782715 Iteration 17Q: 3 clusters Score -783265.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -783337.375000 Penalty: 4343.782715 Iteration 18Q: 3 clusters Score -783337.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -783410.500000 Penalty: 4343.782715 Iteration 19Q: 3 clusters Score -783410.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 2628 members Entering Unmasked Estep Score: -783472.250000 Penalty: 4343.782715 Iteration 20F: 3 clusters Score -783472.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -783533.062500 Penalty: 4343.782715 Iteration 21Q: 3 clusters Score -783533.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -783577.125000 Penalty: 4343.782715 Iteration 22Q: 3 clusters Score -783577.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -783617.437500 Penalty: 4343.782715 Iteration 23Q: 3 clusters Score -783617.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -783652.000000 Penalty: 4343.782715 Iteration 24Q: 3 clusters Score -783652 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -783672.750000 Penalty: 4343.782715 Iteration 25Q: 3 clusters Score -783672.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -783693.500000 Penalty: 4343.782715 Iteration 26Q: 3 clusters Score -783693.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3935 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -783714.250000 Penalty: 4343.782715 Iteration 27Q: 3 clusters Score -783714.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -783733.125000 Penalty: 4343.782715 Iteration 28Q: 3 clusters Score -783733.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -783746.937500 Penalty: 4343.782715 Iteration 29Q: 3 clusters Score -783746.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -783758.937500 Penalty: 4343.782715 Iteration 30Q: 3 clusters Score -783758.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -783767.625000 Penalty: 4343.782715 Iteration 31Q: 3 clusters Score -783767.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -783773.062500 Penalty: 4343.782715 Iteration 32Q: 3 clusters Score -783773.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -783777.375000 Penalty: 4343.782715 Iteration 33Q: 3 clusters Score -783777.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -783780.062500 Penalty: 4343.782715 Iteration 34Q: 3 clusters Score -783780.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -783783.250000 Penalty: 4343.782715 Iteration 35Q: 3 clusters Score -783783.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -783787.000000 Penalty: 4343.782715 Iteration 36Q: 3 clusters Score -783787 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -783789.250000 Penalty: 4343.782715 Iteration 37Q: 3 clusters Score -783789.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -783790.437500 Penalty: 4343.782715 Iteration 38Q: 3 clusters Score -783790.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -783791.062500 Penalty: 4343.782715 Iteration 39Q: 3 clusters Score -783791.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -783792.187500 Penalty: 4343.782715 Iteration 40F: 3 clusters Score -783792.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -783792.625000 Penalty: 4343.782715 Iteration 41Q: 3 clusters Score -783792.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -783792.812500 Penalty: 4343.782715 Iteration 42Q: 3 clusters Score -783792.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -783794.437500 Penalty: 4343.782715 Iteration 43Q: 3 clusters Score -783794.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -783795.625000 Penalty: 4343.782715 Iteration 44Q: 3 clusters Score -783795.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -783794.687500 Penalty: 4343.782715 Iteration 45Q: 3 clusters Score -783794.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -783794.437500 Penalty: 4343.782715 Iteration 46Q: 3 clusters Score -783794.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -783796.375000 Penalty: 4343.782715 Iteration 47Q: 3 clusters Score -783796.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -783796.375000 Penalty: 4343.782715 Iteration 48F: 3 clusters Score -783796.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Entering Unmasked Estep Score: -710842.437500 Penalty: 2150.734131 Iteration 0F: 2 clusters Score -710842.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -706291.625000 Penalty: 4301.468262 Iteration 0F: 3 clusters Score -706291.6 nChanged 2396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -709892.500000 Penalty: 4301.468262 Iteration 1F: 3 clusters Score -709892.5 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -712252.250000 Penalty: 4301.468262 Iteration 2F: 3 clusters Score -712252.2 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -714105.250000 Penalty: 4301.468262 Iteration 3F: 3 clusters Score -714105.2 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -714779.562500 Penalty: 4301.468262 Iteration 4F: 3 clusters Score -714779.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -714943.125000 Penalty: 4301.468262 Iteration 5Q: 3 clusters Score -714943.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -715013.500000 Penalty: 4301.468262 Iteration 6Q: 3 clusters Score -715013.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -715043.812500 Penalty: 4301.468262 Iteration 7Q: 3 clusters Score -715043.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -715053.687500 Penalty: 4301.468262 Iteration 8Q: 3 clusters Score -715053.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -715060.062500 Penalty: 4301.468262 Iteration 9Q: 3 clusters Score -715060.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -715064.437500 Penalty: 4301.468262 Iteration 10Q: 3 clusters Score -715064.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4759 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -715068.562500 Penalty: 4301.468262 Iteration 11Q: 3 clusters Score -715068.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -715071.187500 Penalty: 4301.468262 Iteration 12Q: 3 clusters Score -715071.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -715074.750000 Penalty: 4301.468262 Iteration 13Q: 3 clusters Score -715074.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -715077.312500 Penalty: 4301.468262 Iteration 14Q: 3 clusters Score -715077.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -715077.500000 Penalty: 4301.468262 Iteration 15Q: 3 clusters Score -715077.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -715079.437500 Penalty: 4301.468262 Iteration 16Q: 3 clusters Score -715079.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -715079.812500 Penalty: 4301.468262 Iteration 17Q: 3 clusters Score -715079.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -715079.375000 Penalty: 4301.468262 Iteration 18Q: 3 clusters Score -715079.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -715079.875000 Penalty: 4301.468262 Iteration 19Q: 3 clusters Score -715079.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -715081.062500 Penalty: 4301.468262 Iteration 20F: 3 clusters Score -715081.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -715082.937500 Penalty: 4301.468262 Iteration 21Q: 3 clusters Score -715082.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -715083.812500 Penalty: 4301.468262 Iteration 22Q: 3 clusters Score -715083.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -715085.250000 Penalty: 4301.468262 Iteration 23Q: 3 clusters Score -715085.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -715083.937500 Penalty: 4301.468262 Iteration 24Q: 3 clusters Score -715083.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -715083.937500 Penalty: 4301.468262 Iteration 25F: 3 clusters Score -715083.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 50843 members Mstep: Class 3 contains 6359 members Mstep: Class 4 contains 4812 members Mstep: Class 5 contains 2998 members Mstep: Class 6 contains 44323 members Mstep: Class 7 contains 50234 members Mstep: Class 8 contains 3524 members Mstep: Class 9 contains 106077 members Mstep: Class 10 contains 146334 members Mstep: Class 11 contains 5410 members Mstep: Class 12 contains 8666 members Mstep: Class 13 contains 1638 members Mstep: Class 14 contains 49391 members Mstep: Class 15 contains 17251 members Mstep: Class 16 contains 6001 members Mstep: Class 17 contains 135119 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 12545 members Mstep: Class 20 contains 1027 members Entering Unmasked Estep Score: -85821968.000000 Penalty: 66429.703125 Splitting cluster 4 changes total score from -85812520.000000 to -85821968.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 5 (2998 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Entering Unmasked Estep Score: -368297.156250 Penalty: 1985.413818 Iteration 0F: 2 clusters Score -368297.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -365106.343750 Penalty: 3970.827637 Iteration 0F: 3 clusters Score -365106.3 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -365902.062500 Penalty: 3970.827637 Iteration 1F: 3 clusters Score -365902.1 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -366143.187500 Penalty: 3970.827637 Iteration 2F: 3 clusters Score -366143.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -366297.312500 Penalty: 3970.827637 Iteration 3Q: 3 clusters Score -366297.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -366411.281250 Penalty: 3970.827637 Iteration 4Q: 3 clusters Score -366411.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -366514.437500 Penalty: 3970.827637 Iteration 5Q: 3 clusters Score -366514.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -366616.562500 Penalty: 3970.827637 Iteration 6Q: 3 clusters Score -366616.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -366738.593750 Penalty: 3970.827637 Iteration 7Q: 3 clusters Score -366738.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -366889.843750 Penalty: 3970.827637 Iteration 8Q: 3 clusters Score -366889.8 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -367086.062500 Penalty: 3970.827637 Iteration 9Q: 3 clusters Score -367086.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -367329.000000 Penalty: 3970.827637 Iteration 10Q: 3 clusters Score -367329 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -367593.343750 Penalty: 3970.827637 Iteration 11Q: 3 clusters Score -367593.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -367742.750000 Penalty: 3970.827637 Iteration 12Q: 3 clusters Score -367742.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -367800.437500 Penalty: 3970.827637 Iteration 13Q: 3 clusters Score -367800.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -367830.968750 Penalty: 3970.827637 Iteration 14Q: 3 clusters Score -367831 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -367840.343750 Penalty: 3970.827637 Iteration 15Q: 3 clusters Score -367840.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -367848.625000 Penalty: 3970.827637 Iteration 16Q: 3 clusters Score -367848.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -367859.562500 Penalty: 3970.827637 Iteration 17Q: 3 clusters Score -367859.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -367865.437500 Penalty: 3970.827637 Iteration 18Q: 3 clusters Score -367865.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -367870.718750 Penalty: 3970.827637 Iteration 19Q: 3 clusters Score -367870.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -367873.093750 Penalty: 3970.827637 Iteration 20F: 3 clusters Score -367873.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -367872.843750 Penalty: 3970.827637 Iteration 21Q: 3 clusters Score -367872.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -367872.843750 Penalty: 3970.827637 Iteration 22F: 3 clusters Score -367872.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (44323 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44323 members Entering Unmasked Estep Score: -5983233.500000 Penalty: 2653.416260 Iteration 0F: 2 clusters Score -5983234 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22114 members Mstep: Class 2 contains 22209 members Entering Unmasked Estep Score: -5953381.500000 Penalty: 5306.832520 Iteration 0F: 3 clusters Score -5953382 nChanged 20334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22084 members Mstep: Class 2 contains 22239 members Entering Unmasked Estep Score: -5964377.500000 Penalty: 5306.832520 Iteration 1F: 3 clusters Score -5964378 nChanged 1856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22048 members Mstep: Class 2 contains 22275 members Entering Unmasked Estep Score: -5964856.500000 Penalty: 5306.832520 Iteration 2Q: 3 clusters Score -5964856 nChanged 1644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22050 members Mstep: Class 2 contains 22273 members Entering Unmasked Estep Score: -5965326.000000 Penalty: 5306.832520 Iteration 3Q: 3 clusters Score -5965326 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22086 members Mstep: Class 2 contains 22237 members Entering Unmasked Estep Score: -5965717.500000 Penalty: 5306.832520 Iteration 4Q: 3 clusters Score -5965718 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22087 members Mstep: Class 2 contains 22236 members Entering Unmasked Estep Score: -5966096.000000 Penalty: 5306.832520 Iteration 5Q: 3 clusters Score -5966096 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22093 members Mstep: Class 2 contains 22230 members Entering Unmasked Estep Score: -5966471.500000 Penalty: 5306.832520 Iteration 6Q: 3 clusters Score -5966472 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22078 members Mstep: Class 2 contains 22245 members Entering Unmasked Estep Score: -5966829.000000 Penalty: 5306.832520 Iteration 7Q: 3 clusters Score -5966829 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22031 members Mstep: Class 2 contains 22292 members Entering Unmasked Estep Score: -5967196.500000 Penalty: 5306.832520 Iteration 8Q: 3 clusters Score -5967196 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21881 members Mstep: Class 2 contains 22442 members Entering Unmasked Estep Score: -5967608.500000 Penalty: 5306.832520 Iteration 9Q: 3 clusters Score -5967608 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21699 members Mstep: Class 2 contains 22624 members Entering Unmasked Estep Score: -5968086.000000 Penalty: 5306.832520 Iteration 10Q: 3 clusters Score -5968086 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21442 members Mstep: Class 2 contains 22881 members Entering Unmasked Estep Score: -5968525.500000 Penalty: 5306.832520 Iteration 11Q: 3 clusters Score -5968526 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21102 members Mstep: Class 2 contains 23221 members Entering Unmasked Estep Score: -5969031.000000 Penalty: 5306.832520 Iteration 12Q: 3 clusters Score -5969031 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20703 members Mstep: Class 2 contains 23620 members Entering Unmasked Estep Score: -5969636.000000 Penalty: 5306.832520 Iteration 13Q: 3 clusters Score -5969636 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20235 members Mstep: Class 2 contains 24088 members Entering Unmasked Estep Score: -5970278.000000 Penalty: 5306.832520 Iteration 14Q: 3 clusters Score -5970278 nChanged 1618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19777 members Mstep: Class 2 contains 24546 members Entering Unmasked Estep Score: -5970979.000000 Penalty: 5306.832520 Iteration 15Q: 3 clusters Score -5970979 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19290 members Mstep: Class 2 contains 25033 members Entering Unmasked Estep Score: -5971724.500000 Penalty: 5306.832520 Iteration 16Q: 3 clusters Score -5971724 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18833 members Mstep: Class 2 contains 25490 members Entering Unmasked Estep Score: -5972513.500000 Penalty: 5306.832520 Iteration 17Q: 3 clusters Score -5972514 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18453 members Mstep: Class 2 contains 25870 members Entering Unmasked Estep Score: -5973137.500000 Penalty: 5306.832520 Iteration 18Q: 3 clusters Score -5973138 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18184 members Mstep: Class 2 contains 26139 members Entering Unmasked Estep Score: -5973557.000000 Penalty: 5306.832520 Iteration 19Q: 3 clusters Score -5973557 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17884 members Mstep: Class 2 contains 26439 members Entering Unmasked Estep Score: -5973806.500000 Penalty: 5306.832520 Iteration 20F: 3 clusters Score -5973806 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17617 members Mstep: Class 2 contains 26706 members Entering Unmasked Estep Score: -5973974.000000 Penalty: 5306.832520 Iteration 21Q: 3 clusters Score -5973974 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17341 members Mstep: Class 2 contains 26982 members Entering Unmasked Estep Score: -5974041.500000 Penalty: 5306.832520 Iteration 22Q: 3 clusters Score -5974042 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17089 members Mstep: Class 2 contains 27234 members Entering Unmasked Estep Score: -5974089.000000 Penalty: 5306.832520 Iteration 23Q: 3 clusters Score -5974089 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16804 members Mstep: Class 2 contains 27519 members Entering Unmasked Estep Score: -5974150.500000 Penalty: 5306.832520 Iteration 24Q: 3 clusters Score -5974150 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16522 members Mstep: Class 2 contains 27801 members Entering Unmasked Estep Score: -5974191.000000 Penalty: 5306.832520 Iteration 25Q: 3 clusters Score -5974191 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16258 members Mstep: Class 2 contains 28065 members Entering Unmasked Estep Score: -5974272.500000 Penalty: 5306.832520 Iteration 26Q: 3 clusters Score -5974272 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15957 members Mstep: Class 2 contains 28366 members Entering Unmasked Estep Score: -5974332.000000 Penalty: 5306.832520 Iteration 27Q: 3 clusters Score -5974332 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15635 members Mstep: Class 2 contains 28688 members Entering Unmasked Estep Score: -5974423.000000 Penalty: 5306.832520 Iteration 28Q: 3 clusters Score -5974423 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15294 members Mstep: Class 2 contains 29029 members Entering Unmasked Estep Score: -5974507.000000 Penalty: 5306.832520 Iteration 29Q: 3 clusters Score -5974507 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14906 members Mstep: Class 2 contains 29417 members Entering Unmasked Estep Score: -5974607.500000 Penalty: 5306.832520 Iteration 30Q: 3 clusters Score -5974608 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14496 members Mstep: Class 2 contains 29827 members Entering Unmasked Estep Score: -5974701.500000 Penalty: 5306.832520 Iteration 31Q: 3 clusters Score -5974702 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 30254 members Entering Unmasked Estep Score: -5974827.000000 Penalty: 5306.832520 Iteration 32Q: 3 clusters Score -5974827 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13622 members Mstep: Class 2 contains 30701 members Entering Unmasked Estep Score: -5974942.500000 Penalty: 5306.832520 Iteration 33Q: 3 clusters Score -5974942 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13151 members Mstep: Class 2 contains 31172 members Entering Unmasked Estep Score: -5975082.500000 Penalty: 5306.832520 Iteration 34Q: 3 clusters Score -5975082 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12672 members Mstep: Class 2 contains 31651 members Entering Unmasked Estep Score: -5975176.000000 Penalty: 5306.832520 Iteration 35Q: 3 clusters Score -5975176 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12175 members Mstep: Class 2 contains 32148 members Entering Unmasked Estep Score: -5975316.000000 Penalty: 5306.832520 Iteration 36Q: 3 clusters Score -5975316 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 32651 members Entering Unmasked Estep Score: -5975494.000000 Penalty: 5306.832520 Iteration 37Q: 3 clusters Score -5975494 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11161 members Mstep: Class 2 contains 33162 members Entering Unmasked Estep Score: -5975663.500000 Penalty: 5306.832520 Iteration 38Q: 3 clusters Score -5975664 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 33715 members Entering Unmasked Estep Score: -5975813.500000 Penalty: 5306.832520 Iteration 39Q: 3 clusters Score -5975814 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 34269 members Entering Unmasked Estep Score: -5976002.000000 Penalty: 5306.832520 Iteration 40F: 3 clusters Score -5976002 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 34823 members Entering Unmasked Estep Score: -5976188.000000 Penalty: 5306.832520 Iteration 41Q: 3 clusters Score -5976188 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8960 members Mstep: Class 2 contains 35363 members Entering Unmasked Estep Score: -5976367.000000 Penalty: 5306.832520 Iteration 42Q: 3 clusters Score -5976367 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8383 members Mstep: Class 2 contains 35940 members Entering Unmasked Estep Score: -5976603.500000 Penalty: 5306.832520 Iteration 43Q: 3 clusters Score -5976604 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 36529 members Entering Unmasked Estep Score: -5976812.500000 Penalty: 5306.832520 Iteration 44Q: 3 clusters Score -5976812 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 37132 members Entering Unmasked Estep Score: -5977044.500000 Penalty: 5306.832520 Iteration 45Q: 3 clusters Score -5977044 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 37739 members Entering Unmasked Estep Score: -5977272.500000 Penalty: 5306.832520 Iteration 46Q: 3 clusters Score -5977272 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 38345 members Entering Unmasked Estep Score: -5977508.000000 Penalty: 5306.832520 Iteration 47Q: 3 clusters Score -5977508 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5372 members Mstep: Class 2 contains 38951 members Entering Unmasked Estep Score: -5977758.000000 Penalty: 5306.832520 Iteration 48Q: 3 clusters Score -5977758 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 39559 members Entering Unmasked Estep Score: -5978066.000000 Penalty: 5306.832520 Iteration 49Q: 3 clusters Score -5978066 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 40159 members Entering Unmasked Estep Score: -5978366.500000 Penalty: 5306.832520 Iteration 50Q: 3 clusters Score -5978366 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 40718 members Entering Unmasked Estep Score: -5978670.500000 Penalty: 5306.832520 Iteration 51Q: 3 clusters Score -5978670 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 41238 members Entering Unmasked Estep Score: -5978963.500000 Penalty: 5306.832520 Iteration 52Q: 3 clusters Score -5978964 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 41746 members Entering Unmasked Estep Score: -5979257.000000 Penalty: 5306.832520 Iteration 53Q: 3 clusters Score -5979257 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 42219 members Entering Unmasked Estep Score: -5979539.000000 Penalty: 5306.832520 Iteration 54Q: 3 clusters Score -5979539 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 42633 members Entering Unmasked Estep Score: -5979858.000000 Penalty: 5306.832520 Iteration 55Q: 3 clusters Score -5979858 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 43010 members Entering Unmasked Estep Score: -5980132.500000 Penalty: 5306.832520 Iteration 56Q: 3 clusters Score -5980132 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 43286 members Entering Unmasked Estep Score: -5980328.000000 Penalty: 5306.832520 Iteration 57Q: 3 clusters Score -5980328 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 43472 members Entering Unmasked Estep Score: -5980477.000000 Penalty: 5306.832520 Iteration 58Q: 3 clusters Score -5980477 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 43603 members Entering Unmasked Estep Score: -5980595.500000 Penalty: 5306.832520 Iteration 59Q: 3 clusters Score -5980596 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 43690 members Entering Unmasked Estep Score: -5980662.500000 Penalty: 5306.832520 Iteration 60F: 3 clusters Score -5980662 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 43749 members Entering Unmasked Estep Score: -5980715.000000 Penalty: 5306.832520 Iteration 61Q: 3 clusters Score -5980715 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 43796 members Entering Unmasked Estep Score: -5980753.500000 Penalty: 5306.832520 Iteration 62Q: 3 clusters Score -5980754 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 43824 members Entering Unmasked Estep Score: -5980770.500000 Penalty: 5306.832520 Iteration 63Q: 3 clusters Score -5980770 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 43848 members Entering Unmasked Estep Score: -5980777.500000 Penalty: 5306.832520 Iteration 64Q: 3 clusters Score -5980778 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 43860 members Entering Unmasked Estep Score: -5980791.500000 Penalty: 5306.832520 Iteration 65Q: 3 clusters Score -5980792 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 43875 members Entering Unmasked Estep Score: -5980810.500000 Penalty: 5306.832520 Iteration 66Q: 3 clusters Score -5980810 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 43888 members Entering Unmasked Estep Score: -5980817.000000 Penalty: 5306.832520 Iteration 67Q: 3 clusters Score -5980817 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 43895 members Entering Unmasked Estep Score: -5980814.000000 Penalty: 5306.832520 Iteration 68Q: 3 clusters Score -5980814 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 43904 members Entering Unmasked Estep Score: -5980825.000000 Penalty: 5306.832520 Iteration 69Q: 3 clusters Score -5980825 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 43916 members Entering Unmasked Estep Score: -5980839.500000 Penalty: 5306.832520 Iteration 70Q: 3 clusters Score -5980840 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 43926 members Entering Unmasked Estep Score: -5980847.000000 Penalty: 5306.832520 Iteration 71Q: 3 clusters Score -5980847 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 43931 members Entering Unmasked Estep Score: -5980844.000000 Penalty: 5306.832520 Iteration 72Q: 3 clusters Score -5980844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 43935 members Entering Unmasked Estep Score: -5980853.000000 Penalty: 5306.832520 Iteration 73Q: 3 clusters Score -5980853 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 43940 members Entering Unmasked Estep Score: -5980853.500000 Penalty: 5306.832520 Iteration 74Q: 3 clusters Score -5980854 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 43941 members Entering Unmasked Estep Score: -5980855.000000 Penalty: 5306.832520 Iteration 75Q: 3 clusters Score -5980855 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 43943 members Entering Unmasked Estep Score: -5980860.500000 Penalty: 5306.832520 Iteration 76Q: 3 clusters Score -5980860 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 43947 members Entering Unmasked Estep Score: -5980859.500000 Penalty: 5306.832520 Iteration 77Q: 3 clusters Score -5980860 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 43952 members Entering Unmasked Estep Score: -5980869.000000 Penalty: 5306.832520 Iteration 78Q: 3 clusters Score -5980869 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 43955 members Entering Unmasked Estep Score: -5980872.500000 Penalty: 5306.832520 Iteration 79Q: 3 clusters Score -5980872 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 43956 members Entering Unmasked Estep Score: -5980877.000000 Penalty: 5306.832520 Iteration 80F: 3 clusters Score -5980877 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 43957 members Entering Unmasked Estep Score: -5980875.000000 Penalty: 5306.832520 Iteration 81Q: 3 clusters Score -5980875 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 43960 members Entering Unmasked Estep Score: -5980885.000000 Penalty: 5306.832520 Iteration 82Q: 3 clusters Score -5980885 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 43962 members Entering Unmasked Estep Score: -5980879.500000 Penalty: 5306.832520 Iteration 83Q: 3 clusters Score -5980880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 43965 members Entering Unmasked Estep Score: -5980880.000000 Penalty: 5306.832520 Iteration 84Q: 3 clusters Score -5980880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 43968 members Entering Unmasked Estep Score: -5980883.000000 Penalty: 5306.832520 Iteration 85Q: 3 clusters Score -5980883 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 43969 members Entering Unmasked Estep Score: -5980894.000000 Penalty: 5306.832520 Iteration 86Q: 3 clusters Score -5980894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 43970 members Entering Unmasked Estep Score: -5980894.000000 Penalty: 5306.832520 Iteration 87Q: 3 clusters Score -5980894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 43969 members Entering Unmasked Estep Score: -5980894.000000 Penalty: 5306.832520 Iteration 88Q: 3 clusters Score -5980894 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 43970 members Entering Unmasked Estep Score: -5980898.000000 Penalty: 5306.832520 Iteration 89Q: 3 clusters Score -5980898 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 43971 members Entering Unmasked Estep Score: -5980895.500000 Penalty: 5306.832520 Iteration 90Q: 3 clusters Score -5980896 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 43971 members Entering Unmasked Estep Score: -5980895.500000 Penalty: 5306.832520 Iteration 91F: 3 clusters Score -5980896 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (50234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50234 members Entering Unmasked Estep Score: -6721136.500000 Penalty: 2684.462891 Iteration 0F: 2 clusters Score -6721136 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25006 members Mstep: Class 2 contains 25228 members Entering Unmasked Estep Score: -6687313.500000 Penalty: 5368.925781 Iteration 0F: 3 clusters Score -6687314 nChanged 23191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24347 members Mstep: Class 2 contains 25887 members Entering Unmasked Estep Score: -6700180.000000 Penalty: 5368.925781 Iteration 1F: 3 clusters Score -6700180 nChanged 2090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23999 members Mstep: Class 2 contains 26235 members Entering Unmasked Estep Score: -6700745.000000 Penalty: 5368.925781 Iteration 2Q: 3 clusters Score -6700745 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23454 members Mstep: Class 2 contains 26780 members Entering Unmasked Estep Score: -6701280.000000 Penalty: 5368.925781 Iteration 3Q: 3 clusters Score -6701280 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22696 members Mstep: Class 2 contains 27538 members Entering Unmasked Estep Score: -6701994.000000 Penalty: 5368.925781 Iteration 4Q: 3 clusters Score -6701994 nChanged 1981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21627 members Mstep: Class 2 contains 28607 members Entering Unmasked Estep Score: -6702739.500000 Penalty: 5368.925781 Iteration 5Q: 3 clusters Score -6702740 nChanged 2100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20179 members Mstep: Class 2 contains 30055 members Entering Unmasked Estep Score: -6703605.000000 Penalty: 5368.925781 Iteration 6Q: 3 clusters Score -6703605 nChanged 2201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18370 members Mstep: Class 2 contains 31864 members Entering Unmasked Estep Score: -6704715.000000 Penalty: 5368.925781 Iteration 7Q: 3 clusters Score -6704715 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16061 members Mstep: Class 2 contains 34173 members Entering Unmasked Estep Score: -6706174.500000 Penalty: 5368.925781 Iteration 8F: 3 clusters Score -6706174 nChanged 2866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13323 members Mstep: Class 2 contains 36911 members Entering Unmasked Estep Score: -6708058.500000 Penalty: 5368.925781 Iteration 9F: 3 clusters Score -6708058 nChanged 3152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10231 members Mstep: Class 2 contains 40003 members Entering Unmasked Estep Score: -6710413.500000 Penalty: 5368.925781 Iteration 10F: 3 clusters Score -6710414 nChanged 3091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 43058 members Entering Unmasked Estep Score: -6712903.000000 Penalty: 5368.925781 Iteration 11F: 3 clusters Score -6712903 nChanged 2681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 45723 members Entering Unmasked Estep Score: -6715271.000000 Penalty: 5368.925781 Iteration 12F: 3 clusters Score -6715271 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 47546 members Entering Unmasked Estep Score: -6716839.000000 Penalty: 5368.925781 Iteration 13Q: 3 clusters Score -6716839 nChanged 1096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 48636 members Entering Unmasked Estep Score: -6717755.500000 Penalty: 5368.925781 Iteration 14Q: 3 clusters Score -6717756 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 49218 members Entering Unmasked Estep Score: -6718253.500000 Penalty: 5368.925781 Iteration 15Q: 3 clusters Score -6718254 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 49523 members Entering Unmasked Estep Score: -6718528.500000 Penalty: 5368.925781 Iteration 16Q: 3 clusters Score -6718528 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 49666 members Entering Unmasked Estep Score: -6718650.500000 Penalty: 5368.925781 Iteration 17Q: 3 clusters Score -6718650 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 49734 members Entering Unmasked Estep Score: -6718714.000000 Penalty: 5368.925781 Iteration 18Q: 3 clusters Score -6718714 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 49775 members Entering Unmasked Estep Score: -6718761.500000 Penalty: 5368.925781 Iteration 19Q: 3 clusters Score -6718762 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 49798 members Entering Unmasked Estep Score: -6718784.000000 Penalty: 5368.925781 Iteration 20F: 3 clusters Score -6718784 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 49817 members Entering Unmasked Estep Score: -6718812.000000 Penalty: 5368.925781 Iteration 21Q: 3 clusters Score -6718812 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 49837 members Entering Unmasked Estep Score: -6718825.500000 Penalty: 5368.925781 Iteration 22Q: 3 clusters Score -6718826 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 49847 members Entering Unmasked Estep Score: -6718843.000000 Penalty: 5368.925781 Iteration 23Q: 3 clusters Score -6718843 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 49850 members Entering Unmasked Estep Score: -6718846.000000 Penalty: 5368.925781 Iteration 24Q: 3 clusters Score -6718846 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 49853 members Entering Unmasked Estep Score: -6718846.500000 Penalty: 5368.925781 Iteration 25Q: 3 clusters Score -6718846 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 49856 members Entering Unmasked Estep Score: -6718851.500000 Penalty: 5368.925781 Iteration 26Q: 3 clusters Score -6718852 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 49860 members Entering Unmasked Estep Score: -6718856.000000 Penalty: 5368.925781 Iteration 27Q: 3 clusters Score -6718856 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 49860 members Entering Unmasked Estep Score: -6718856.000000 Penalty: 5368.925781 Iteration 28F: 3 clusters Score -6718856 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Entering Unmasked Estep Score: -449487.593750 Penalty: 2025.503174 Iteration 0F: 2 clusters Score -449487.6 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 1777 members Entering Unmasked Estep Score: -445939.093750 Penalty: 4051.006348 Iteration 0F: 3 clusters Score -445939.1 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -446680.750000 Penalty: 4051.006348 Iteration 1F: 3 clusters Score -446680.8 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -446879.968750 Penalty: 4051.006348 Iteration 2F: 3 clusters Score -446880 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -446995.156250 Penalty: 4051.006348 Iteration 3Q: 3 clusters Score -446995.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -447072.562500 Penalty: 4051.006348 Iteration 4Q: 3 clusters Score -447072.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -447127.406250 Penalty: 4051.006348 Iteration 5Q: 3 clusters Score -447127.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -447171.062500 Penalty: 4051.006348 Iteration 6Q: 3 clusters Score -447171.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -447216.968750 Penalty: 4051.006348 Iteration 7Q: 3 clusters Score -447217 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -447249.343750 Penalty: 4051.006348 Iteration 8Q: 3 clusters Score -447249.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -447279.093750 Penalty: 4051.006348 Iteration 9Q: 3 clusters Score -447279.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -447305.812500 Penalty: 4051.006348 Iteration 10Q: 3 clusters Score -447305.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -447332.500000 Penalty: 4051.006348 Iteration 11Q: 3 clusters Score -447332.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -447358.312500 Penalty: 4051.006348 Iteration 12Q: 3 clusters Score -447358.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -447388.156250 Penalty: 4051.006348 Iteration 13Q: 3 clusters Score -447388.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -447424.312500 Penalty: 4051.006348 Iteration 14Q: 3 clusters Score -447424.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -447451.500000 Penalty: 4051.006348 Iteration 15Q: 3 clusters Score -447451.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -447478.750000 Penalty: 4051.006348 Iteration 16Q: 3 clusters Score -447478.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -447508.062500 Penalty: 4051.006348 Iteration 17Q: 3 clusters Score -447508.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -447537.031250 Penalty: 4051.006348 Iteration 18Q: 3 clusters Score -447537 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -447564.968750 Penalty: 4051.006348 Iteration 19Q: 3 clusters Score -447565 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -447600.031250 Penalty: 4051.006348 Iteration 20F: 3 clusters Score -447600 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -447648.937500 Penalty: 4051.006348 Iteration 21Q: 3 clusters Score -447648.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -447715.156250 Penalty: 4051.006348 Iteration 22Q: 3 clusters Score -447715.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -447794.937500 Penalty: 4051.006348 Iteration 23Q: 3 clusters Score -447794.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -447860.906250 Penalty: 4051.006348 Iteration 24Q: 3 clusters Score -447860.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -447909.937500 Penalty: 4051.006348 Iteration 25Q: 3 clusters Score -447909.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -447943.281250 Penalty: 4051.006348 Iteration 26Q: 3 clusters Score -447943.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -447970.312500 Penalty: 4051.006348 Iteration 27Q: 3 clusters Score -447970.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -447992.812500 Penalty: 4051.006348 Iteration 28Q: 3 clusters Score -447992.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -448015.125000 Penalty: 4051.006348 Iteration 29Q: 3 clusters Score -448015.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -448037.031250 Penalty: 4051.006348 Iteration 30Q: 3 clusters Score -448037 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -448057.031250 Penalty: 4051.006348 Iteration 31Q: 3 clusters Score -448057 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -448076.781250 Penalty: 4051.006348 Iteration 32Q: 3 clusters Score -448076.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -448096.000000 Penalty: 4051.006348 Iteration 33Q: 3 clusters Score -448096 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -448122.281250 Penalty: 4051.006348 Iteration 34Q: 3 clusters Score -448122.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -448148.343750 Penalty: 4051.006348 Iteration 35Q: 3 clusters Score -448148.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -448172.531250 Penalty: 4051.006348 Iteration 36Q: 3 clusters Score -448172.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -448203.031250 Penalty: 4051.006348 Iteration 37Q: 3 clusters Score -448203 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -448228.812500 Penalty: 4051.006348 Iteration 38Q: 3 clusters Score -448228.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -448268.312500 Penalty: 4051.006348 Iteration 39Q: 3 clusters Score -448268.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -448301.218750 Penalty: 4051.006348 Iteration 40F: 3 clusters Score -448301.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -448328.531250 Penalty: 4051.006348 Iteration 41Q: 3 clusters Score -448328.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -448347.343750 Penalty: 4051.006348 Iteration 42Q: 3 clusters Score -448347.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -448359.875000 Penalty: 4051.006348 Iteration 43Q: 3 clusters Score -448359.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -448369.437500 Penalty: 4051.006348 Iteration 44Q: 3 clusters Score -448369.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -448375.531250 Penalty: 4051.006348 Iteration 45Q: 3 clusters Score -448375.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -448378.937500 Penalty: 4051.006348 Iteration 46Q: 3 clusters Score -448378.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -448382.468750 Penalty: 4051.006348 Iteration 47Q: 3 clusters Score -448382.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -448381.937500 Penalty: 4051.006348 Iteration 48Q: 3 clusters Score -448381.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -448383.062500 Penalty: 4051.006348 Iteration 49Q: 3 clusters Score -448383.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -448383.593750 Penalty: 4051.006348 Iteration 50Q: 3 clusters Score -448383.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -448383.593750 Penalty: 4051.006348 Iteration 51F: 3 clusters Score -448383.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (106077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106077 members Entering Unmasked Estep Score: -14014858.000000 Penalty: 2869.836182 Iteration 0F: 2 clusters Score -1.401486e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52829 members Mstep: Class 2 contains 53248 members Entering Unmasked Estep Score: -13943710.000000 Penalty: 5739.672363 Iteration 0F: 3 clusters Score -1.394371e+07 nChanged 50317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50064 members Mstep: Class 2 contains 56013 members Entering Unmasked Estep Score: -13972881.000000 Penalty: 5739.672363 Iteration 1F: 3 clusters Score -1.397288e+07 nChanged 3789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48147 members Mstep: Class 2 contains 57930 members Entering Unmasked Estep Score: -13973838.000000 Penalty: 5739.672363 Iteration 2Q: 3 clusters Score -1.397384e+07 nChanged 4208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45229 members Mstep: Class 2 contains 60848 members Entering Unmasked Estep Score: -13975190.000000 Penalty: 5739.672363 Iteration 3Q: 3 clusters Score -1.397519e+07 nChanged 5058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40961 members Mstep: Class 2 contains 65116 members Entering Unmasked Estep Score: -13977250.000000 Penalty: 5739.672363 Iteration 4Q: 3 clusters Score -1.397725e+07 nChanged 6630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34731 members Mstep: Class 2 contains 71346 members Entering Unmasked Estep Score: -13981244.000000 Penalty: 5739.672363 Iteration 5F: 3 clusters Score -1.398124e+07 nChanged 8362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26541 members Mstep: Class 2 contains 79536 members Entering Unmasked Estep Score: -13987587.000000 Penalty: 5739.672363 Iteration 6F: 3 clusters Score -1.398759e+07 nChanged 9216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17373 members Mstep: Class 2 contains 88704 members Entering Unmasked Estep Score: -13995910.000000 Penalty: 5739.672363 Iteration 7F: 3 clusters Score -1.399591e+07 nChanged 8141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9246 members Mstep: Class 2 contains 96831 members Entering Unmasked Estep Score: -14003839.000000 Penalty: 5739.672363 Iteration 8F: 3 clusters Score -1.400384e+07 nChanged 5248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 102075 members Entering Unmasked Estep Score: -14008920.000000 Penalty: 5739.672363 Iteration 9Q: 3 clusters Score -1.400892e+07 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 104444 members Entering Unmasked Estep Score: -14011017.000000 Penalty: 5739.672363 Iteration 10Q: 3 clusters Score -1.401102e+07 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 105306 members Entering Unmasked Estep Score: -14011812.000000 Penalty: 5739.672363 Iteration 11Q: 3 clusters Score -1.401181e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 105574 members Entering Unmasked Estep Score: -14012084.000000 Penalty: 5739.672363 Iteration 12Q: 3 clusters Score -1.401208e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 105678 members Entering Unmasked Estep Score: -14012228.000000 Penalty: 5739.672363 Iteration 13Q: 3 clusters Score -1.401223e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 105714 members Entering Unmasked Estep Score: -14012302.000000 Penalty: 5739.672363 Iteration 14Q: 3 clusters Score -1.40123e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 105729 members Entering Unmasked Estep Score: -14012339.000000 Penalty: 5739.672363 Iteration 15Q: 3 clusters Score -1.401234e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 105747 members Entering Unmasked Estep Score: -14012379.000000 Penalty: 5739.672363 Iteration 16Q: 3 clusters Score -1.401238e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 105759 members Entering Unmasked Estep Score: -14012390.000000 Penalty: 5739.672363 Iteration 17Q: 3 clusters Score -1.401239e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 105765 members Entering Unmasked Estep Score: -14012415.000000 Penalty: 5739.672363 Iteration 18Q: 3 clusters Score -1.401242e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 105767 members Entering Unmasked Estep Score: -14012417.000000 Penalty: 5739.672363 Iteration 19Q: 3 clusters Score -1.401242e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 105765 members Entering Unmasked Estep Score: -14012420.000000 Penalty: 5739.672363 Iteration 20F: 3 clusters Score -1.401242e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 105767 members Entering Unmasked Estep Score: -14012415.000000 Penalty: 5739.672363 Iteration 21Q: 3 clusters Score -1.401242e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 105768 members Entering Unmasked Estep Score: -14012416.000000 Penalty: 5739.672363 Iteration 22Q: 3 clusters Score -1.401242e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 105770 members Entering Unmasked Estep Score: -14012423.000000 Penalty: 5739.672363 Iteration 23Q: 3 clusters Score -1.401242e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 105772 members Entering Unmasked Estep Score: -14012427.000000 Penalty: 5739.672363 Iteration 24Q: 3 clusters Score -1.401243e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 105773 members Entering Unmasked Estep Score: -14012426.000000 Penalty: 5739.672363 Iteration 25Q: 3 clusters Score -1.401243e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 105774 members Entering Unmasked Estep Score: -14012422.000000 Penalty: 5739.672363 Iteration 26Q: 3 clusters Score -1.401242e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 105774 members Entering Unmasked Estep Score: -14012435.000000 Penalty: 5739.672363 Iteration 27Q: 3 clusters Score -1.401244e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 105774 members Entering Unmasked Estep Score: -14012435.000000 Penalty: 5739.672363 Iteration 28F: 3 clusters Score -1.401244e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (146334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146334 members Entering Unmasked Estep Score: -19675280.000000 Penalty: 2949.624512 Iteration 0F: 2 clusters Score -1.967528e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72967 members Mstep: Class 2 contains 73367 members Entering Unmasked Estep Score: -19582156.000000 Penalty: 5899.249023 Iteration 0F: 3 clusters Score -1.958216e+07 nChanged 69967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69728 members Mstep: Class 2 contains 76606 members Entering Unmasked Estep Score: -19623000.000000 Penalty: 5899.249023 Iteration 1F: 3 clusters Score -1.9623e+07 nChanged 5033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67575 members Mstep: Class 2 contains 78759 members Entering Unmasked Estep Score: -19624854.000000 Penalty: 5899.249023 Iteration 2Q: 3 clusters Score -1.962485e+07 nChanged 5594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64639 members Mstep: Class 2 contains 81695 members Entering Unmasked Estep Score: -19627154.000000 Penalty: 5899.249023 Iteration 3Q: 3 clusters Score -1.962715e+07 nChanged 6293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60666 members Mstep: Class 2 contains 85668 members Entering Unmasked Estep Score: -19630326.000000 Penalty: 5899.249023 Iteration 4Q: 3 clusters Score -1.963033e+07 nChanged 6890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55444 members Mstep: Class 2 contains 90890 members Entering Unmasked Estep Score: -19633898.000000 Penalty: 5899.249023 Iteration 5Q: 3 clusters Score -1.96339e+07 nChanged 7787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48549 members Mstep: Class 2 contains 97785 members Entering Unmasked Estep Score: -19638504.000000 Penalty: 5899.249023 Iteration 6F: 3 clusters Score -1.96385e+07 nChanged 9198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39653 members Mstep: Class 2 contains 106681 members Entering Unmasked Estep Score: -19644146.000000 Penalty: 5899.249023 Iteration 7F: 3 clusters Score -1.964415e+07 nChanged 10628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29149 members Mstep: Class 2 contains 117185 members Entering Unmasked Estep Score: -19651612.000000 Penalty: 5899.249023 Iteration 8F: 3 clusters Score -1.965161e+07 nChanged 10877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18312 members Mstep: Class 2 contains 128022 members Entering Unmasked Estep Score: -19659834.000000 Penalty: 5899.249023 Iteration 9F: 3 clusters Score -1.965983e+07 nChanged 8586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 136582 members Entering Unmasked Estep Score: -19666594.000000 Penalty: 5899.249023 Iteration 10F: 3 clusters Score -1.966659e+07 nChanged 5065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 141631 members Entering Unmasked Estep Score: -19670062.000000 Penalty: 5899.249023 Iteration 11Q: 3 clusters Score -1.967006e+07 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 144076 members Entering Unmasked Estep Score: -19671526.000000 Penalty: 5899.249023 Iteration 12Q: 3 clusters Score -1.967153e+07 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 145114 members Entering Unmasked Estep Score: -19672160.000000 Penalty: 5899.249023 Iteration 13Q: 3 clusters Score -1.967216e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 145533 members Entering Unmasked Estep Score: -19672394.000000 Penalty: 5899.249023 Iteration 14Q: 3 clusters Score -1.967239e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 145711 members Entering Unmasked Estep Score: -19672576.000000 Penalty: 5899.249023 Iteration 15Q: 3 clusters Score -1.967258e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 145806 members Entering Unmasked Estep Score: -19672636.000000 Penalty: 5899.249023 Iteration 16Q: 3 clusters Score -1.967264e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 145857 members Entering Unmasked Estep Score: -19672704.000000 Penalty: 5899.249023 Iteration 17Q: 3 clusters Score -1.96727e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 145878 members Entering Unmasked Estep Score: -19672700.000000 Penalty: 5899.249023 Iteration 18Q: 3 clusters Score -1.96727e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 145887 members Entering Unmasked Estep Score: -19672728.000000 Penalty: 5899.249023 Iteration 19Q: 3 clusters Score -1.967273e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 145902 members Entering Unmasked Estep Score: -19672760.000000 Penalty: 5899.249023 Iteration 20F: 3 clusters Score -1.967276e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 145909 members Entering Unmasked Estep Score: -19672764.000000 Penalty: 5899.249023 Iteration 21Q: 3 clusters Score -1.967276e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 145909 members Entering Unmasked Estep Score: -19672770.000000 Penalty: 5899.249023 Iteration 22Q: 3 clusters Score -1.967277e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 145916 members Entering Unmasked Estep Score: -19672804.000000 Penalty: 5899.249023 Iteration 23Q: 3 clusters Score -1.96728e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 145922 members Entering Unmasked Estep Score: -19672804.000000 Penalty: 5899.249023 Iteration 24Q: 3 clusters Score -1.96728e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 145927 members Entering Unmasked Estep Score: -19672792.000000 Penalty: 5899.249023 Iteration 25Q: 3 clusters Score -1.967279e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 145931 members Entering Unmasked Estep Score: -19672798.000000 Penalty: 5899.249023 Iteration 26Q: 3 clusters Score -1.96728e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 145933 members Entering Unmasked Estep Score: -19672804.000000 Penalty: 5899.249023 Iteration 27Q: 3 clusters Score -1.96728e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 145931 members Entering Unmasked Estep Score: -19672818.000000 Penalty: 5899.249023 Iteration 28Q: 3 clusters Score -1.967282e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 145934 members Entering Unmasked Estep Score: -19672814.000000 Penalty: 5899.249023 Iteration 29Q: 3 clusters Score -1.967281e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 145937 members Entering Unmasked Estep Score: -19672808.000000 Penalty: 5899.249023 Iteration 30Q: 3 clusters Score -1.967281e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 145938 members Entering Unmasked Estep Score: -19672830.000000 Penalty: 5899.249023 Iteration 31Q: 3 clusters Score -1.967283e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 145940 members Entering Unmasked Estep Score: -19672822.000000 Penalty: 5899.249023 Iteration 32Q: 3 clusters Score -1.967282e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 145939 members Entering Unmasked Estep Score: -19672822.000000 Penalty: 5899.249023 Iteration 33Q: 3 clusters Score -1.967282e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 145939 members Entering Unmasked Estep Score: -19672822.000000 Penalty: 5899.249023 Iteration 34F: 3 clusters Score -1.967282e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (5410 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Entering Unmasked Estep Score: -718496.125000 Penalty: 2131.809082 Iteration 0F: 2 clusters Score -718496.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -713706.750000 Penalty: 4263.618164 Iteration 0F: 3 clusters Score -713706.8 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -714948.187500 Penalty: 4263.618164 Iteration 1F: 3 clusters Score -714948.2 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -715188.937500 Penalty: 4263.618164 Iteration 2F: 3 clusters Score -715188.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -715371.937500 Penalty: 4263.618164 Iteration 3F: 3 clusters Score -715371.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -715537.000000 Penalty: 4263.618164 Iteration 4Q: 3 clusters Score -715537 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -715736.625000 Penalty: 4263.618164 Iteration 5Q: 3 clusters Score -715736.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -715907.687500 Penalty: 4263.618164 Iteration 6Q: 3 clusters Score -715907.7 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -716063.062500 Penalty: 4263.618164 Iteration 7Q: 3 clusters Score -716063.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -716210.562500 Penalty: 4263.618164 Iteration 8Q: 3 clusters Score -716210.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 4165 members Entering Unmasked Estep Score: -716371.687500 Penalty: 4263.618164 Iteration 9Q: 3 clusters Score -716371.7 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -716545.937500 Penalty: 4263.618164 Iteration 10Q: 3 clusters Score -716545.9 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 4498 members Entering Unmasked Estep Score: -716710.625000 Penalty: 4263.618164 Iteration 11Q: 3 clusters Score -716710.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -716830.500000 Penalty: 4263.618164 Iteration 12Q: 3 clusters Score -716830.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -716929.500000 Penalty: 4263.618164 Iteration 13Q: 3 clusters Score -716929.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -717006.687500 Penalty: 4263.618164 Iteration 14Q: 3 clusters Score -717006.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -717064.812500 Penalty: 4263.618164 Iteration 15Q: 3 clusters Score -717064.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -717108.125000 Penalty: 4263.618164 Iteration 16Q: 3 clusters Score -717108.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 4945 members Entering Unmasked Estep Score: -717141.562500 Penalty: 4263.618164 Iteration 17Q: 3 clusters Score -717141.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -717166.937500 Penalty: 4263.618164 Iteration 18Q: 3 clusters Score -717166.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -717192.062500 Penalty: 4263.618164 Iteration 19Q: 3 clusters Score -717192.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -717202.625000 Penalty: 4263.618164 Iteration 20F: 3 clusters Score -717202.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -717204.687500 Penalty: 4263.618164 Iteration 21Q: 3 clusters Score -717204.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -717207.000000 Penalty: 4263.618164 Iteration 22Q: 3 clusters Score -717207 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 5012 members Entering Unmasked Estep Score: -717208.750000 Penalty: 4263.618164 Iteration 23Q: 3 clusters Score -717208.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 5013 members Entering Unmasked Estep Score: -717211.062500 Penalty: 4263.618164 Iteration 24Q: 3 clusters Score -717211.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -717211.812500 Penalty: 4263.618164 Iteration 25Q: 3 clusters Score -717211.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -717212.187500 Penalty: 4263.618164 Iteration 26Q: 3 clusters Score -717212.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -717215.312500 Penalty: 4263.618164 Iteration 27Q: 3 clusters Score -717215.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -717216.687500 Penalty: 4263.618164 Iteration 28Q: 3 clusters Score -717216.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -717216.687500 Penalty: 4263.618164 Iteration 29F: 3 clusters Score -717216.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (8666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Entering Unmasked Estep Score: -1095864.750000 Penalty: 2248.656250 Iteration 0F: 2 clusters Score -1095865 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -1089095.875000 Penalty: 4497.312500 Iteration 0F: 3 clusters Score -1089096 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -1091093.125000 Penalty: 4497.312500 Iteration 1F: 3 clusters Score -1091093 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -1091438.500000 Penalty: 4497.312500 Iteration 2F: 3 clusters Score -1091438 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -1091686.375000 Penalty: 4497.312500 Iteration 3F: 3 clusters Score -1091686 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -1091916.500000 Penalty: 4497.312500 Iteration 4Q: 3 clusters Score -1091916 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1092122.125000 Penalty: 4497.312500 Iteration 5Q: 3 clusters Score -1092122 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -1092313.625000 Penalty: 4497.312500 Iteration 6Q: 3 clusters Score -1092314 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1092470.000000 Penalty: 4497.312500 Iteration 7Q: 3 clusters Score -1092470 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -1092597.500000 Penalty: 4497.312500 Iteration 8Q: 3 clusters Score -1092598 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1092717.625000 Penalty: 4497.312500 Iteration 9Q: 3 clusters Score -1092718 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -1092835.500000 Penalty: 4497.312500 Iteration 10Q: 3 clusters Score -1092836 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -1092934.500000 Penalty: 4497.312500 Iteration 11Q: 3 clusters Score -1092934 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -1093017.875000 Penalty: 4497.312500 Iteration 12Q: 3 clusters Score -1093018 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1093084.000000 Penalty: 4497.312500 Iteration 13Q: 3 clusters Score -1093084 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -1093133.750000 Penalty: 4497.312500 Iteration 14Q: 3 clusters Score -1093134 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -1093174.625000 Penalty: 4497.312500 Iteration 15Q: 3 clusters Score -1093175 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3914 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -1093206.625000 Penalty: 4497.312500 Iteration 16Q: 3 clusters Score -1093207 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1093230.000000 Penalty: 4497.312500 Iteration 17Q: 3 clusters Score -1093230 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -1093250.375000 Penalty: 4497.312500 Iteration 18Q: 3 clusters Score -1093250 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -1093264.000000 Penalty: 4497.312500 Iteration 19Q: 3 clusters Score -1093264 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 4825 members Entering Unmasked Estep Score: -1093280.500000 Penalty: 4497.312500 Iteration 20F: 3 clusters Score -1093280 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -1093296.250000 Penalty: 4497.312500 Iteration 21Q: 3 clusters Score -1093296 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -1093311.750000 Penalty: 4497.312500 Iteration 22Q: 3 clusters Score -1093312 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1093325.125000 Penalty: 4497.312500 Iteration 23Q: 3 clusters Score -1093325 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1093333.000000 Penalty: 4497.312500 Iteration 24Q: 3 clusters Score -1093333 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -1093340.125000 Penalty: 4497.312500 Iteration 25Q: 3 clusters Score -1093340 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -1093348.125000 Penalty: 4497.312500 Iteration 26Q: 3 clusters Score -1093348 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -1093352.125000 Penalty: 4497.312500 Iteration 27Q: 3 clusters Score -1093352 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1093358.875000 Penalty: 4497.312500 Iteration 28Q: 3 clusters Score -1093359 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -1093365.625000 Penalty: 4497.312500 Iteration 29Q: 3 clusters Score -1093366 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1093367.125000 Penalty: 4497.312500 Iteration 30Q: 3 clusters Score -1093367 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1093372.625000 Penalty: 4497.312500 Iteration 31Q: 3 clusters Score -1093373 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 4935 members Entering Unmasked Estep Score: -1093374.000000 Penalty: 4497.312500 Iteration 32Q: 3 clusters Score -1093374 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -1093382.625000 Penalty: 4497.312500 Iteration 33Q: 3 clusters Score -1093383 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1093387.500000 Penalty: 4497.312500 Iteration 34Q: 3 clusters Score -1093388 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1093389.750000 Penalty: 4497.312500 Iteration 35Q: 3 clusters Score -1093390 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -1093394.125000 Penalty: 4497.312500 Iteration 36Q: 3 clusters Score -1093394 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 4961 members Entering Unmasked Estep Score: -1093396.000000 Penalty: 4497.312500 Iteration 37Q: 3 clusters Score -1093396 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1093395.500000 Penalty: 4497.312500 Iteration 38Q: 3 clusters Score -1093396 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3702 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1093395.625000 Penalty: 4497.312500 Iteration 39Q: 3 clusters Score -1093396 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 4962 members Entering Unmasked Estep Score: -1093397.000000 Penalty: 4497.312500 Iteration 40F: 3 clusters Score -1093397 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Entering Unmasked Estep Score: -212483.656250 Penalty: 1835.505371 Iteration 0F: 2 clusters Score -212483.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -210193.015625 Penalty: 3671.010742 Iteration 0F: 3 clusters Score -210193 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -210697.468750 Penalty: 3671.010742 Iteration 1F: 3 clusters Score -210697.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -210855.656250 Penalty: 3671.010742 Iteration 2F: 3 clusters Score -210855.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -210952.796875 Penalty: 3671.010742 Iteration 3Q: 3 clusters Score -210952.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -211020.406250 Penalty: 3671.010742 Iteration 4Q: 3 clusters Score -211020.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -211091.734375 Penalty: 3671.010742 Iteration 5Q: 3 clusters Score -211091.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -211167.125000 Penalty: 3671.010742 Iteration 6Q: 3 clusters Score -211167.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -211256.312500 Penalty: 3671.010742 Iteration 7Q: 3 clusters Score -211256.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -211339.343750 Penalty: 3671.010742 Iteration 8Q: 3 clusters Score -211339.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -211425.375000 Penalty: 3671.010742 Iteration 9Q: 3 clusters Score -211425.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -211494.812500 Penalty: 3671.010742 Iteration 10Q: 3 clusters Score -211494.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -211557.625000 Penalty: 3671.010742 Iteration 11Q: 3 clusters Score -211557.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -211624.265625 Penalty: 3671.010742 Iteration 12Q: 3 clusters Score -211624.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -211700.781250 Penalty: 3671.010742 Iteration 13Q: 3 clusters Score -211700.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -211750.859375 Penalty: 3671.010742 Iteration 14Q: 3 clusters Score -211750.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -211783.359375 Penalty: 3671.010742 Iteration 15Q: 3 clusters Score -211783.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -211798.859375 Penalty: 3671.010742 Iteration 16Q: 3 clusters Score -211798.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -211807.765625 Penalty: 3671.010742 Iteration 17Q: 3 clusters Score -211807.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -211834.281250 Penalty: 3671.010742 Iteration 18Q: 3 clusters Score -211834.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -211857.781250 Penalty: 3671.010742 Iteration 19Q: 3 clusters Score -211857.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -211882.625000 Penalty: 3671.010742 Iteration 20F: 3 clusters Score -211882.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -211898.343750 Penalty: 3671.010742 Iteration 21Q: 3 clusters Score -211898.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -211902.328125 Penalty: 3671.010742 Iteration 22Q: 3 clusters Score -211902.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -211903.734375 Penalty: 3671.010742 Iteration 23Q: 3 clusters Score -211903.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -211903.734375 Penalty: 3671.010742 Iteration 24F: 3 clusters Score -211903.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (49391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49391 members Entering Unmasked Estep Score: -6598857.500000 Penalty: 2680.265869 Iteration 0F: 2 clusters Score -6598858 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24524 members Mstep: Class 2 contains 24867 members Entering Unmasked Estep Score: -6565745.000000 Penalty: 5360.531738 Iteration 0F: 3 clusters Score -6565745 nChanged 22822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24522 members Mstep: Class 2 contains 24869 members Entering Unmasked Estep Score: -6579321.500000 Penalty: 5360.531738 Iteration 1F: 3 clusters Score -6579322 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24863 members Mstep: Class 2 contains 24528 members Entering Unmasked Estep Score: -6581630.500000 Penalty: 5360.531738 Iteration 2F: 3 clusters Score -6581630 nChanged 3926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25485 members Mstep: Class 2 contains 23906 members Entering Unmasked Estep Score: -6585633.500000 Penalty: 5360.531738 Iteration 3F: 3 clusters Score -6585634 nChanged 4359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26436 members Mstep: Class 2 contains 22955 members Entering Unmasked Estep Score: -6589644.500000 Penalty: 5360.531738 Iteration 4F: 3 clusters Score -6589644 nChanged 3885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27551 members Mstep: Class 2 contains 21840 members Entering Unmasked Estep Score: -6592170.500000 Penalty: 5360.531738 Iteration 5F: 3 clusters Score -6592170 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28599 members Mstep: Class 2 contains 20792 members Entering Unmasked Estep Score: -6593457.500000 Penalty: 5360.531738 Iteration 6F: 3 clusters Score -6593458 nChanged 1914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29455 members Mstep: Class 2 contains 19936 members Entering Unmasked Estep Score: -6594135.000000 Penalty: 5360.531738 Iteration 7Q: 3 clusters Score -6594135 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30192 members Mstep: Class 2 contains 19199 members Entering Unmasked Estep Score: -6594528.500000 Penalty: 5360.531738 Iteration 8Q: 3 clusters Score -6594528 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30937 members Mstep: Class 2 contains 18454 members Entering Unmasked Estep Score: -6594864.500000 Penalty: 5360.531738 Iteration 9Q: 3 clusters Score -6594864 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31660 members Mstep: Class 2 contains 17731 members Entering Unmasked Estep Score: -6595193.500000 Penalty: 5360.531738 Iteration 10Q: 3 clusters Score -6595194 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32500 members Mstep: Class 2 contains 16891 members Entering Unmasked Estep Score: -6595675.500000 Penalty: 5360.531738 Iteration 11Q: 3 clusters Score -6595676 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33448 members Mstep: Class 2 contains 15943 members Entering Unmasked Estep Score: -6596298.500000 Penalty: 5360.531738 Iteration 12Q: 3 clusters Score -6596298 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34477 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -6597128.000000 Penalty: 5360.531738 Iteration 13Q: 3 clusters Score -6597128 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35529 members Mstep: Class 2 contains 13862 members Entering Unmasked Estep Score: -6598127.000000 Penalty: 5360.531738 Iteration 14Q: 3 clusters Score -6598127 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36510 members Mstep: Class 2 contains 12881 members Entering Unmasked Estep Score: -6599185.000000 Penalty: 5360.531738 Iteration 15Q: 3 clusters Score -6599185 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37386 members Mstep: Class 2 contains 12005 members Entering Unmasked Estep Score: -6600135.000000 Penalty: 5360.531738 Iteration 16Q: 3 clusters Score -6600135 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38112 members Mstep: Class 2 contains 11279 members Entering Unmasked Estep Score: -6600773.000000 Penalty: 5360.531738 Iteration 17Q: 3 clusters Score -6600773 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38725 members Mstep: Class 2 contains 10666 members Entering Unmasked Estep Score: -6601211.000000 Penalty: 5360.531738 Iteration 18Q: 3 clusters Score -6601211 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39233 members Mstep: Class 2 contains 10158 members Entering Unmasked Estep Score: -6601457.000000 Penalty: 5360.531738 Iteration 19Q: 3 clusters Score -6601457 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39646 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -6601642.500000 Penalty: 5360.531738 Iteration 20F: 3 clusters Score -6601642 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39925 members Mstep: Class 2 contains 9466 members Entering Unmasked Estep Score: -6601757.000000 Penalty: 5360.531738 Iteration 21Q: 3 clusters Score -6601757 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40152 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -6601811.500000 Penalty: 5360.531738 Iteration 22Q: 3 clusters Score -6601812 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40349 members Mstep: Class 2 contains 9042 members Entering Unmasked Estep Score: -6601845.000000 Penalty: 5360.531738 Iteration 23Q: 3 clusters Score -6601845 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40536 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -6601867.500000 Penalty: 5360.531738 Iteration 24Q: 3 clusters Score -6601868 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40713 members Mstep: Class 2 contains 8678 members Entering Unmasked Estep Score: -6601925.000000 Penalty: 5360.531738 Iteration 25Q: 3 clusters Score -6601925 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40881 members Mstep: Class 2 contains 8510 members Entering Unmasked Estep Score: -6601977.500000 Penalty: 5360.531738 Iteration 26Q: 3 clusters Score -6601978 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41019 members Mstep: Class 2 contains 8372 members Entering Unmasked Estep Score: -6602020.500000 Penalty: 5360.531738 Iteration 27Q: 3 clusters Score -6602020 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41162 members Mstep: Class 2 contains 8229 members Entering Unmasked Estep Score: -6602025.500000 Penalty: 5360.531738 Iteration 28Q: 3 clusters Score -6602026 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41307 members Mstep: Class 2 contains 8084 members Entering Unmasked Estep Score: -6602066.500000 Penalty: 5360.531738 Iteration 29Q: 3 clusters Score -6602066 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41453 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -6602105.500000 Penalty: 5360.531738 Iteration 30Q: 3 clusters Score -6602106 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41601 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -6602146.000000 Penalty: 5360.531738 Iteration 31Q: 3 clusters Score -6602146 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41745 members Mstep: Class 2 contains 7646 members Entering Unmasked Estep Score: -6602165.500000 Penalty: 5360.531738 Iteration 32Q: 3 clusters Score -6602166 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41853 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -6602185.000000 Penalty: 5360.531738 Iteration 33Q: 3 clusters Score -6602185 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41966 members Mstep: Class 2 contains 7425 members Entering Unmasked Estep Score: -6602218.000000 Penalty: 5360.531738 Iteration 34Q: 3 clusters Score -6602218 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42071 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -6602242.000000 Penalty: 5360.531738 Iteration 35Q: 3 clusters Score -6602242 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42145 members Mstep: Class 2 contains 7246 members Entering Unmasked Estep Score: -6602245.000000 Penalty: 5360.531738 Iteration 36Q: 3 clusters Score -6602245 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42222 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -6602274.000000 Penalty: 5360.531738 Iteration 37Q: 3 clusters Score -6602274 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42289 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -6602296.500000 Penalty: 5360.531738 Iteration 38Q: 3 clusters Score -6602296 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42341 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -6602309.500000 Penalty: 5360.531738 Iteration 39Q: 3 clusters Score -6602310 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42403 members Mstep: Class 2 contains 6988 members Entering Unmasked Estep Score: -6602319.500000 Penalty: 5360.531738 Iteration 40F: 3 clusters Score -6602320 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42458 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -6602324.000000 Penalty: 5360.531738 Iteration 41Q: 3 clusters Score -6602324 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42502 members Mstep: Class 2 contains 6889 members Entering Unmasked Estep Score: -6602341.000000 Penalty: 5360.531738 Iteration 42Q: 3 clusters Score -6602341 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42537 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -6602349.000000 Penalty: 5360.531738 Iteration 43Q: 3 clusters Score -6602349 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42568 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -6602351.500000 Penalty: 5360.531738 Iteration 44Q: 3 clusters Score -6602352 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42603 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -6602348.000000 Penalty: 5360.531738 Iteration 45Q: 3 clusters Score -6602348 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42623 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -6602348.500000 Penalty: 5360.531738 Iteration 46Q: 3 clusters Score -6602348 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42637 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -6602345.000000 Penalty: 5360.531738 Iteration 47Q: 3 clusters Score -6602345 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42648 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -6602349.500000 Penalty: 5360.531738 Iteration 48Q: 3 clusters Score -6602350 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42659 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -6602345.500000 Penalty: 5360.531738 Iteration 49Q: 3 clusters Score -6602346 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42662 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -6602347.000000 Penalty: 5360.531738 Iteration 50Q: 3 clusters Score -6602347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42662 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -6602347.000000 Penalty: 5360.531738 Iteration 51F: 3 clusters Score -6602347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 50843 members Mstep: Class 3 contains 6359 members Mstep: Class 4 contains 4812 members Mstep: Class 5 contains 2998 members Mstep: Class 6 contains 44323 members Mstep: Class 7 contains 50234 members Mstep: Class 8 contains 3524 members Mstep: Class 9 contains 106077 members Mstep: Class 10 contains 146334 members Mstep: Class 11 contains 5410 members Mstep: Class 12 contains 8666 members Mstep: Class 13 contains 1638 members Mstep: Class 14 contains 42662 members Mstep: Class 15 contains 17251 members Mstep: Class 16 contains 6001 members Mstep: Class 17 contains 135119 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 12545 members Mstep: Class 20 contains 1027 members Mstep: Class 21 contains 6729 members Entering Unmasked Estep Score: -85825064.000000 Penalty: 69751.187500 Splitting cluster 14 changes total score from -85812520.000000 to -85825064.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 15 (17251 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17251 members Entering Unmasked Estep Score: -2283747.500000 Penalty: 2419.395264 Iteration 0F: 2 clusters Score -2283748 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 8651 members Entering Unmasked Estep Score: -2271409.000000 Penalty: 4838.790527 Iteration 0F: 3 clusters Score -2271409 nChanged 7479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8575 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -2275520.250000 Penalty: 4838.790527 Iteration 1F: 3 clusters Score -2275520 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8563 members Mstep: Class 2 contains 8688 members Entering Unmasked Estep Score: -2275965.500000 Penalty: 4838.790527 Iteration 2F: 3 clusters Score -2275966 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -2276314.000000 Penalty: 4838.790527 Iteration 3Q: 3 clusters Score -2276314 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8561 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -2276659.250000 Penalty: 4838.790527 Iteration 4Q: 3 clusters Score -2276659 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 8710 members Entering Unmasked Estep Score: -2276983.250000 Penalty: 4838.790527 Iteration 5Q: 3 clusters Score -2276983 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -2277303.000000 Penalty: 4838.790527 Iteration 6Q: 3 clusters Score -2277303 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8487 members Mstep: Class 2 contains 8764 members Entering Unmasked Estep Score: -2277625.000000 Penalty: 4838.790527 Iteration 7Q: 3 clusters Score -2277625 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8478 members Mstep: Class 2 contains 8773 members Entering Unmasked Estep Score: -2277903.500000 Penalty: 4838.790527 Iteration 8Q: 3 clusters Score -2277904 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8461 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -2278157.250000 Penalty: 4838.790527 Iteration 9Q: 3 clusters Score -2278157 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8472 members Mstep: Class 2 contains 8779 members Entering Unmasked Estep Score: -2278388.500000 Penalty: 4838.790527 Iteration 10Q: 3 clusters Score -2278388 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -2278655.000000 Penalty: 4838.790527 Iteration 11Q: 3 clusters Score -2278655 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -2278971.750000 Penalty: 4838.790527 Iteration 12Q: 3 clusters Score -2278972 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 8608 members Entering Unmasked Estep Score: -2279288.250000 Penalty: 4838.790527 Iteration 13Q: 3 clusters Score -2279288 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 8520 members Entering Unmasked Estep Score: -2279546.750000 Penalty: 4838.790527 Iteration 14Q: 3 clusters Score -2279547 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 8415 members Entering Unmasked Estep Score: -2279753.750000 Penalty: 4838.790527 Iteration 15Q: 3 clusters Score -2279754 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8970 members Mstep: Class 2 contains 8281 members Entering Unmasked Estep Score: -2279900.750000 Penalty: 4838.790527 Iteration 16Q: 3 clusters Score -2279901 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9114 members Mstep: Class 2 contains 8137 members Entering Unmasked Estep Score: -2279995.750000 Penalty: 4838.790527 Iteration 17Q: 3 clusters Score -2279996 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 8010 members Entering Unmasked Estep Score: -2280071.750000 Penalty: 4838.790527 Iteration 18Q: 3 clusters Score -2280072 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9355 members Mstep: Class 2 contains 7896 members Entering Unmasked Estep Score: -2280124.000000 Penalty: 4838.790527 Iteration 19Q: 3 clusters Score -2280124 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9465 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -2280162.750000 Penalty: 4838.790527 Iteration 20F: 3 clusters Score -2280163 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9568 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -2280200.500000 Penalty: 4838.790527 Iteration 21Q: 3 clusters Score -2280200 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9663 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -2280232.500000 Penalty: 4838.790527 Iteration 22Q: 3 clusters Score -2280232 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9757 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -2280265.250000 Penalty: 4838.790527 Iteration 23Q: 3 clusters Score -2280265 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9867 members Mstep: Class 2 contains 7384 members Entering Unmasked Estep Score: -2280297.500000 Penalty: 4838.790527 Iteration 24Q: 3 clusters Score -2280298 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9967 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -2280332.000000 Penalty: 4838.790527 Iteration 25Q: 3 clusters Score -2280332 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 7182 members Entering Unmasked Estep Score: -2280362.250000 Penalty: 4838.790527 Iteration 26Q: 3 clusters Score -2280362 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10173 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -2280388.000000 Penalty: 4838.790527 Iteration 27Q: 3 clusters Score -2280388 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -2280409.000000 Penalty: 4838.790527 Iteration 28Q: 3 clusters Score -2280409 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -2280436.750000 Penalty: 4838.790527 Iteration 29Q: 3 clusters Score -2280437 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10456 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -2280454.000000 Penalty: 4838.790527 Iteration 30Q: 3 clusters Score -2280454 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10559 members Mstep: Class 2 contains 6692 members Entering Unmasked Estep Score: -2280489.250000 Penalty: 4838.790527 Iteration 31Q: 3 clusters Score -2280489 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10668 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -2280521.250000 Penalty: 4838.790527 Iteration 32Q: 3 clusters Score -2280521 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 6483 members Entering Unmasked Estep Score: -2280539.250000 Penalty: 4838.790527 Iteration 33Q: 3 clusters Score -2280539 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10867 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -2280576.250000 Penalty: 4838.790527 Iteration 34Q: 3 clusters Score -2280576 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10960 members Mstep: Class 2 contains 6291 members Entering Unmasked Estep Score: -2280600.500000 Penalty: 4838.790527 Iteration 35Q: 3 clusters Score -2280600 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 6205 members Entering Unmasked Estep Score: -2280620.750000 Penalty: 4838.790527 Iteration 36Q: 3 clusters Score -2280621 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -2280644.250000 Penalty: 4838.790527 Iteration 37Q: 3 clusters Score -2280644 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11242 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -2280669.000000 Penalty: 4838.790527 Iteration 38Q: 3 clusters Score -2280669 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 5905 members Entering Unmasked Estep Score: -2280691.750000 Penalty: 4838.790527 Iteration 39Q: 3 clusters Score -2280692 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11438 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -2280720.500000 Penalty: 4838.790527 Iteration 40F: 3 clusters Score -2280720 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -2280738.250000 Penalty: 4838.790527 Iteration 41Q: 3 clusters Score -2280738 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11607 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -2280764.500000 Penalty: 4838.790527 Iteration 42Q: 3 clusters Score -2280764 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11676 members Mstep: Class 2 contains 5575 members Entering Unmasked Estep Score: -2280774.250000 Penalty: 4838.790527 Iteration 43Q: 3 clusters Score -2280774 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11733 members Mstep: Class 2 contains 5518 members Entering Unmasked Estep Score: -2280785.250000 Penalty: 4838.790527 Iteration 44Q: 3 clusters Score -2280785 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11787 members Mstep: Class 2 contains 5464 members Entering Unmasked Estep Score: -2280793.750000 Penalty: 4838.790527 Iteration 45Q: 3 clusters Score -2280794 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 5403 members Entering Unmasked Estep Score: -2280813.250000 Penalty: 4838.790527 Iteration 46Q: 3 clusters Score -2280813 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 5340 members Entering Unmasked Estep Score: -2280826.000000 Penalty: 4838.790527 Iteration 47Q: 3 clusters Score -2280826 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11990 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -2280845.750000 Penalty: 4838.790527 Iteration 48Q: 3 clusters Score -2280846 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12052 members Mstep: Class 2 contains 5199 members Entering Unmasked Estep Score: -2280861.000000 Penalty: 4838.790527 Iteration 49Q: 3 clusters Score -2280861 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12110 members Mstep: Class 2 contains 5141 members Entering Unmasked Estep Score: -2280876.750000 Penalty: 4838.790527 Iteration 50Q: 3 clusters Score -2280877 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -2280894.500000 Penalty: 4838.790527 Iteration 51Q: 3 clusters Score -2280894 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12228 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -2280902.500000 Penalty: 4838.790527 Iteration 52Q: 3 clusters Score -2280902 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12272 members Mstep: Class 2 contains 4979 members Entering Unmasked Estep Score: -2280917.250000 Penalty: 4838.790527 Iteration 53Q: 3 clusters Score -2280917 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12314 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -2280917.000000 Penalty: 4838.790527 Iteration 54Q: 3 clusters Score -2280917 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12358 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -2280927.500000 Penalty: 4838.790527 Iteration 55Q: 3 clusters Score -2280928 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12415 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -2280944.000000 Penalty: 4838.790527 Iteration 56Q: 3 clusters Score -2280944 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12468 members Mstep: Class 2 contains 4783 members Entering Unmasked Estep Score: -2280955.500000 Penalty: 4838.790527 Iteration 57Q: 3 clusters Score -2280956 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12523 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -2280967.250000 Penalty: 4838.790527 Iteration 58Q: 3 clusters Score -2280967 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12579 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -2280991.000000 Penalty: 4838.790527 Iteration 59Q: 3 clusters Score -2280991 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -2281008.750000 Penalty: 4838.790527 Iteration 60F: 3 clusters Score -2281009 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12705 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -2281022.750000 Penalty: 4838.790527 Iteration 61Q: 3 clusters Score -2281023 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -2281045.000000 Penalty: 4838.790527 Iteration 62Q: 3 clusters Score -2281045 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12820 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -2281058.250000 Penalty: 4838.790527 Iteration 63Q: 3 clusters Score -2281058 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12888 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -2281072.250000 Penalty: 4838.790527 Iteration 64Q: 3 clusters Score -2281072 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12946 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -2281093.750000 Penalty: 4838.790527 Iteration 65Q: 3 clusters Score -2281094 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12989 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -2281115.250000 Penalty: 4838.790527 Iteration 66Q: 3 clusters Score -2281115 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13024 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -2281135.750000 Penalty: 4838.790527 Iteration 67Q: 3 clusters Score -2281136 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13064 members Mstep: Class 2 contains 4187 members Entering Unmasked Estep Score: -2281153.250000 Penalty: 4838.790527 Iteration 68Q: 3 clusters Score -2281153 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13107 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -2281173.750000 Penalty: 4838.790527 Iteration 69Q: 3 clusters Score -2281174 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -2281201.500000 Penalty: 4838.790527 Iteration 70Q: 3 clusters Score -2281202 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13161 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -2281235.750000 Penalty: 4838.790527 Iteration 71Q: 3 clusters Score -2281236 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13193 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -2281267.250000 Penalty: 4838.790527 Iteration 72Q: 3 clusters Score -2281267 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13218 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -2281294.250000 Penalty: 4838.790527 Iteration 73Q: 3 clusters Score -2281294 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13242 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -2281314.000000 Penalty: 4838.790527 Iteration 74Q: 3 clusters Score -2281314 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13253 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -2281342.250000 Penalty: 4838.790527 Iteration 75Q: 3 clusters Score -2281342 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13238 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -2281376.250000 Penalty: 4838.790527 Iteration 76Q: 3 clusters Score -2281376 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13230 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -2281405.750000 Penalty: 4838.790527 Iteration 77Q: 3 clusters Score -2281406 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13222 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -2281424.000000 Penalty: 4838.790527 Iteration 78Q: 3 clusters Score -2281424 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13212 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -2281448.500000 Penalty: 4838.790527 Iteration 79Q: 3 clusters Score -2281448 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13193 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -2281490.000000 Penalty: 4838.790527 Iteration 80F: 3 clusters Score -2281490 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13176 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -2281507.500000 Penalty: 4838.790527 Iteration 81Q: 3 clusters Score -2281508 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13152 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -2281542.250000 Penalty: 4838.790527 Iteration 82Q: 3 clusters Score -2281542 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13133 members Mstep: Class 2 contains 4118 members Entering Unmasked Estep Score: -2281560.750000 Penalty: 4838.790527 Iteration 83Q: 3 clusters Score -2281561 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13116 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -2281572.000000 Penalty: 4838.790527 Iteration 84Q: 3 clusters Score -2281572 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13102 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -2281578.500000 Penalty: 4838.790527 Iteration 85Q: 3 clusters Score -2281578 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13090 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -2281593.000000 Penalty: 4838.790527 Iteration 86Q: 3 clusters Score -2281593 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -2281591.750000 Penalty: 4838.790527 Iteration 87Q: 3 clusters Score -2281592 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -2281592.000000 Penalty: 4838.790527 Iteration 88Q: 3 clusters Score -2281592 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13069 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -2281588.250000 Penalty: 4838.790527 Iteration 89Q: 3 clusters Score -2281588 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13068 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -2281593.250000 Penalty: 4838.790527 Iteration 90Q: 3 clusters Score -2281593 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13063 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -2281595.500000 Penalty: 4838.790527 Iteration 91Q: 3 clusters Score -2281596 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13059 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -2281594.250000 Penalty: 4838.790527 Iteration 92Q: 3 clusters Score -2281594 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13061 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -2281597.000000 Penalty: 4838.790527 Iteration 93Q: 3 clusters Score -2281597 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13063 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -2281594.500000 Penalty: 4838.790527 Iteration 94Q: 3 clusters Score -2281594 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13062 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -2281596.750000 Penalty: 4838.790527 Iteration 95Q: 3 clusters Score -2281597 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13062 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -2281596.750000 Penalty: 4838.790527 Iteration 96F: 3 clusters Score -2281597 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Entering Unmasked Estep Score: -798666.437500 Penalty: 2157.520996 Iteration 0F: 2 clusters Score -798666.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -793472.562500 Penalty: 4315.041992 Iteration 0F: 3 clusters Score -793472.6 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -794726.812500 Penalty: 4315.041992 Iteration 1F: 3 clusters Score -794726.8 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -794941.812500 Penalty: 4315.041992 Iteration 2F: 3 clusters Score -794941.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -795081.062500 Penalty: 4315.041992 Iteration 3Q: 3 clusters Score -795081.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -795190.375000 Penalty: 4315.041992 Iteration 4Q: 3 clusters Score -795190.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -795293.250000 Penalty: 4315.041992 Iteration 5Q: 3 clusters Score -795293.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -795386.687500 Penalty: 4315.041992 Iteration 6Q: 3 clusters Score -795386.7 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -795477.625000 Penalty: 4315.041992 Iteration 7Q: 3 clusters Score -795477.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -795586.562500 Penalty: 4315.041992 Iteration 8Q: 3 clusters Score -795586.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -795715.437500 Penalty: 4315.041992 Iteration 9Q: 3 clusters Score -795715.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -795874.187500 Penalty: 4315.041992 Iteration 10Q: 3 clusters Score -795874.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -796086.875000 Penalty: 4315.041992 Iteration 11Q: 3 clusters Score -796086.9 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -796329.312500 Penalty: 4315.041992 Iteration 12Q: 3 clusters Score -796329.3 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -796653.250000 Penalty: 4315.041992 Iteration 13Q: 3 clusters Score -796653.2 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -797086.937500 Penalty: 4315.041992 Iteration 14F: 3 clusters Score -797086.9 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -797521.687500 Penalty: 4315.041992 Iteration 15F: 3 clusters Score -797521.7 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -797874.562500 Penalty: 4315.041992 Iteration 16Q: 3 clusters Score -797874.6 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -798136.875000 Penalty: 4315.041992 Iteration 17Q: 3 clusters Score -798136.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -798225.250000 Penalty: 4315.041992 Iteration 18Q: 3 clusters Score -798225.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -798250.187500 Penalty: 4315.041992 Iteration 19Q: 3 clusters Score -798250.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -798260.687500 Penalty: 4315.041992 Iteration 20F: 3 clusters Score -798260.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -798266.750000 Penalty: 4315.041992 Iteration 21Q: 3 clusters Score -798266.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -798268.125000 Penalty: 4315.041992 Iteration 22Q: 3 clusters Score -798268.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -798272.437500 Penalty: 4315.041992 Iteration 23Q: 3 clusters Score -798272.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -798274.812500 Penalty: 4315.041992 Iteration 24Q: 3 clusters Score -798274.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -798274.062500 Penalty: 4315.041992 Iteration 25Q: 3 clusters Score -798274.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -798274.062500 Penalty: 4315.041992 Iteration 26F: 3 clusters Score -798274.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (135119 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135119 members Entering Unmasked Estep Score: -18098500.000000 Penalty: 2929.850098 Iteration 0F: 2 clusters Score -1.80985e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67622 members Mstep: Class 2 contains 67497 members Entering Unmasked Estep Score: -18009978.000000 Penalty: 5859.700195 Iteration 0F: 3 clusters Score -1.800998e+07 nChanged 64436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69406 members Mstep: Class 2 contains 65713 members Entering Unmasked Estep Score: -18047002.000000 Penalty: 5859.700195 Iteration 1F: 3 clusters Score -1.8047e+07 nChanged 4824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70786 members Mstep: Class 2 contains 64333 members Entering Unmasked Estep Score: -18048446.000000 Penalty: 5859.700195 Iteration 2Q: 3 clusters Score -1.804845e+07 nChanged 5562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73074 members Mstep: Class 2 contains 62045 members Entering Unmasked Estep Score: -18050554.000000 Penalty: 5859.700195 Iteration 3Q: 3 clusters Score -1.805055e+07 nChanged 6883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76441 members Mstep: Class 2 contains 58678 members Entering Unmasked Estep Score: -18054308.000000 Penalty: 5859.700195 Iteration 4F: 3 clusters Score -1.805431e+07 nChanged 8528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80721 members Mstep: Class 2 contains 54398 members Entering Unmasked Estep Score: -18059728.000000 Penalty: 5859.700195 Iteration 5F: 3 clusters Score -1.805973e+07 nChanged 9218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85033 members Mstep: Class 2 contains 50086 members Entering Unmasked Estep Score: -18066158.000000 Penalty: 5859.700195 Iteration 6F: 3 clusters Score -1.806616e+07 nChanged 8836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88301 members Mstep: Class 2 contains 46818 members Entering Unmasked Estep Score: -18072300.000000 Penalty: 5859.700195 Iteration 7F: 3 clusters Score -1.80723e+07 nChanged 7983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90222 members Mstep: Class 2 contains 44897 members Entering Unmasked Estep Score: -18078746.000000 Penalty: 5859.700195 Iteration 8F: 3 clusters Score -1.807875e+07 nChanged 7807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90379 members Mstep: Class 2 contains 44740 members Entering Unmasked Estep Score: -18087980.000000 Penalty: 5859.700195 Iteration 9F: 3 clusters Score -1.808798e+07 nChanged 8948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88657 members Mstep: Class 2 contains 46462 members Entering Unmasked Estep Score: -18101496.000000 Penalty: 5859.700195 Iteration 10F: 3 clusters Score -1.81015e+07 nChanged 8702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85533 members Mstep: Class 2 contains 49586 members Entering Unmasked Estep Score: -18113406.000000 Penalty: 5859.700195 Iteration 11F: 3 clusters Score -1.811341e+07 nChanged 6121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82180 members Mstep: Class 2 contains 52939 members Entering Unmasked Estep Score: -18119662.000000 Penalty: 5859.700195 Iteration 12Q: 3 clusters Score -1.811966e+07 nChanged 4324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78608 members Mstep: Class 2 contains 56511 members Entering Unmasked Estep Score: -18124486.000000 Penalty: 5859.700195 Iteration 13Q: 3 clusters Score -1.812449e+07 nChanged 3387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75297 members Mstep: Class 2 contains 59822 members Entering Unmasked Estep Score: -18127928.000000 Penalty: 5859.700195 Iteration 14Q: 3 clusters Score -1.812793e+07 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72608 members Mstep: Class 2 contains 62511 members Entering Unmasked Estep Score: -18130152.000000 Penalty: 5859.700195 Iteration 15Q: 3 clusters Score -1.813015e+07 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70674 members Mstep: Class 2 contains 64445 members Entering Unmasked Estep Score: -18131270.000000 Penalty: 5859.700195 Iteration 16Q: 3 clusters Score -1.813127e+07 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69358 members Mstep: Class 2 contains 65761 members Entering Unmasked Estep Score: -18131720.000000 Penalty: 5859.700195 Iteration 17Q: 3 clusters Score -1.813172e+07 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68501 members Mstep: Class 2 contains 66618 members Entering Unmasked Estep Score: -18131918.000000 Penalty: 5859.700195 Iteration 18Q: 3 clusters Score -1.813192e+07 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67937 members Mstep: Class 2 contains 67182 members Entering Unmasked Estep Score: -18132006.000000 Penalty: 5859.700195 Iteration 19Q: 3 clusters Score -1.813201e+07 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67539 members Mstep: Class 2 contains 67580 members Entering Unmasked Estep Score: -18132130.000000 Penalty: 5859.700195 Iteration 20F: 3 clusters Score -1.813213e+07 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67266 members Mstep: Class 2 contains 67853 members Entering Unmasked Estep Score: -18132136.000000 Penalty: 5859.700195 Iteration 21Q: 3 clusters Score -1.813214e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67091 members Mstep: Class 2 contains 68028 members Entering Unmasked Estep Score: -18132152.000000 Penalty: 5859.700195 Iteration 22Q: 3 clusters Score -1.813215e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66993 members Mstep: Class 2 contains 68126 members Entering Unmasked Estep Score: -18132154.000000 Penalty: 5859.700195 Iteration 23Q: 3 clusters Score -1.813215e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66924 members Mstep: Class 2 contains 68195 members Entering Unmasked Estep Score: -18132140.000000 Penalty: 5859.700195 Iteration 24Q: 3 clusters Score -1.813214e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66876 members Mstep: Class 2 contains 68243 members Entering Unmasked Estep Score: -18132142.000000 Penalty: 5859.700195 Iteration 25Q: 3 clusters Score -1.813214e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66836 members Mstep: Class 2 contains 68283 members Entering Unmasked Estep Score: -18132156.000000 Penalty: 5859.700195 Iteration 26Q: 3 clusters Score -1.813216e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66814 members Mstep: Class 2 contains 68305 members Entering Unmasked Estep Score: -18132150.000000 Penalty: 5859.700195 Iteration 27Q: 3 clusters Score -1.813215e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66799 members Mstep: Class 2 contains 68320 members Entering Unmasked Estep Score: -18132184.000000 Penalty: 5859.700195 Iteration 28Q: 3 clusters Score -1.813218e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66791 members Mstep: Class 2 contains 68328 members Entering Unmasked Estep Score: -18132180.000000 Penalty: 5859.700195 Iteration 29Q: 3 clusters Score -1.813218e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66788 members Mstep: Class 2 contains 68331 members Entering Unmasked Estep Score: -18132170.000000 Penalty: 5859.700195 Iteration 30Q: 3 clusters Score -1.813217e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66784 members Mstep: Class 2 contains 68335 members Entering Unmasked Estep Score: -18132172.000000 Penalty: 5859.700195 Iteration 31Q: 3 clusters Score -1.813217e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66783 members Mstep: Class 2 contains 68336 members Entering Unmasked Estep Score: -18132178.000000 Penalty: 5859.700195 Iteration 32Q: 3 clusters Score -1.813218e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66782 members Mstep: Class 2 contains 68337 members Entering Unmasked Estep Score: -18132184.000000 Penalty: 5859.700195 Iteration 33Q: 3 clusters Score -1.813218e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66781 members Mstep: Class 2 contains 68338 members Entering Unmasked Estep Score: -18132188.000000 Penalty: 5859.700195 Iteration 34Q: 3 clusters Score -1.813219e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66778 members Mstep: Class 2 contains 68341 members Entering Unmasked Estep Score: -18132188.000000 Penalty: 5859.700195 Iteration 35Q: 3 clusters Score -1.813219e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66776 members Mstep: Class 2 contains 68343 members Entering Unmasked Estep Score: -18132186.000000 Penalty: 5859.700195 Iteration 36Q: 3 clusters Score -1.813219e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66775 members Mstep: Class 2 contains 68344 members Entering Unmasked Estep Score: -18132182.000000 Penalty: 5859.700195 Iteration 37Q: 3 clusters Score -1.813218e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66774 members Mstep: Class 2 contains 68345 members Entering Unmasked Estep Score: -18132180.000000 Penalty: 5859.700195 Iteration 38Q: 3 clusters Score -1.813218e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66774 members Mstep: Class 2 contains 68345 members Entering Unmasked Estep Score: -18132180.000000 Penalty: 5859.700195 Iteration 39F: 3 clusters Score -1.813218e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 50843 members Mstep: Class 3 contains 6359 members Mstep: Class 4 contains 4812 members Mstep: Class 5 contains 2998 members Mstep: Class 6 contains 44323 members Mstep: Class 7 contains 50234 members Mstep: Class 8 contains 3524 members Mstep: Class 9 contains 106077 members Mstep: Class 10 contains 146334 members Mstep: Class 11 contains 5410 members Mstep: Class 12 contains 8666 members Mstep: Class 13 contains 1638 members Mstep: Class 14 contains 42662 members Mstep: Class 15 contains 17251 members Mstep: Class 16 contains 6001 members Mstep: Class 17 contains 66774 members Mstep: Class 18 contains 1417 members Mstep: Class 19 contains 12545 members Mstep: Class 20 contains 1027 members Mstep: Class 21 contains 6729 members Mstep: Class 22 contains 68345 members Entering Unmasked Estep Score: -85858824.000000 Penalty: 73072.671875 Splitting cluster 17 changes total score from -85812520.000000 to -85858824.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 19 (12545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12545 members Entering Unmasked Estep Score: -1652348.625000 Penalty: 2340.395264 Iteration 0F: 2 clusters Score -1652349 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 6274 members Entering Unmasked Estep Score: -1643074.750000 Penalty: 4680.790527 Iteration 0F: 3 clusters Score -1643075 nChanged 5285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -1645774.750000 Penalty: 4680.790527 Iteration 1F: 3 clusters Score -1645775 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6356 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -1646087.000000 Penalty: 4680.790527 Iteration 2F: 3 clusters Score -1646087 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6349 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -1646299.625000 Penalty: 4680.790527 Iteration 3Q: 3 clusters Score -1646300 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -1646471.125000 Penalty: 4680.790527 Iteration 4Q: 3 clusters Score -1646471 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 6171 members Entering Unmasked Estep Score: -1646583.000000 Penalty: 4680.790527 Iteration 5Q: 3 clusters Score -1646583 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 6175 members Entering Unmasked Estep Score: -1646665.250000 Penalty: 4680.790527 Iteration 6Q: 3 clusters Score -1646665 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6359 members Mstep: Class 2 contains 6186 members Entering Unmasked Estep Score: -1646731.875000 Penalty: 4680.790527 Iteration 7Q: 3 clusters Score -1646732 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -1646789.000000 Penalty: 4680.790527 Iteration 8Q: 3 clusters Score -1646789 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 6178 members Entering Unmasked Estep Score: -1646846.125000 Penalty: 4680.790527 Iteration 9Q: 3 clusters Score -1646846 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -1646892.375000 Penalty: 4680.790527 Iteration 10Q: 3 clusters Score -1646892 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1646937.750000 Penalty: 4680.790527 Iteration 11Q: 3 clusters Score -1646938 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -1646979.875000 Penalty: 4680.790527 Iteration 12Q: 3 clusters Score -1646980 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -1647007.000000 Penalty: 4680.790527 Iteration 13Q: 3 clusters Score -1647007 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -1647039.875000 Penalty: 4680.790527 Iteration 14Q: 3 clusters Score -1647040 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6427 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -1647077.750000 Penalty: 4680.790527 Iteration 15Q: 3 clusters Score -1647078 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -1647110.000000 Penalty: 4680.790527 Iteration 16Q: 3 clusters Score -1647110 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 6052 members Entering Unmasked Estep Score: -1647150.625000 Penalty: 4680.790527 Iteration 17Q: 3 clusters Score -1647151 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -1647185.875000 Penalty: 4680.790527 Iteration 18Q: 3 clusters Score -1647186 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6619 members Mstep: Class 2 contains 5926 members Entering Unmasked Estep Score: -1647226.500000 Penalty: 4680.790527 Iteration 19Q: 3 clusters Score -1647226 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -1647271.125000 Penalty: 4680.790527 Iteration 20F: 3 clusters Score -1647271 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 5735 members Entering Unmasked Estep Score: -1647323.125000 Penalty: 4680.790527 Iteration 21Q: 3 clusters Score -1647323 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6906 members Mstep: Class 2 contains 5639 members Entering Unmasked Estep Score: -1647373.875000 Penalty: 4680.790527 Iteration 22Q: 3 clusters Score -1647374 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -1647438.125000 Penalty: 4680.790527 Iteration 23Q: 3 clusters Score -1647438 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 5405 members Entering Unmasked Estep Score: -1647504.000000 Penalty: 4680.790527 Iteration 24Q: 3 clusters Score -1647504 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7263 members Mstep: Class 2 contains 5282 members Entering Unmasked Estep Score: -1647575.375000 Penalty: 4680.790527 Iteration 25Q: 3 clusters Score -1647575 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7402 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1647657.375000 Penalty: 4680.790527 Iteration 26Q: 3 clusters Score -1647657 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 4989 members Entering Unmasked Estep Score: -1647739.375000 Penalty: 4680.790527 Iteration 27Q: 3 clusters Score -1647739 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -1647828.125000 Penalty: 4680.790527 Iteration 28Q: 3 clusters Score -1647828 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7961 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -1647931.875000 Penalty: 4680.790527 Iteration 29Q: 3 clusters Score -1647932 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1648042.875000 Penalty: 4680.790527 Iteration 30Q: 3 clusters Score -1648043 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -1648163.125000 Penalty: 4680.790527 Iteration 31Q: 3 clusters Score -1648163 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -1648291.125000 Penalty: 4680.790527 Iteration 32Q: 3 clusters Score -1648291 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8766 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -1648432.250000 Penalty: 4680.790527 Iteration 33Q: 3 clusters Score -1648432 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8969 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -1648609.625000 Penalty: 4680.790527 Iteration 34Q: 3 clusters Score -1648610 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1648827.000000 Penalty: 4680.790527 Iteration 35Q: 3 clusters Score -1648827 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9394 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -1649055.500000 Penalty: 4680.790527 Iteration 36Q: 3 clusters Score -1649056 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9571 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1649239.625000 Penalty: 4680.790527 Iteration 37Q: 3 clusters Score -1649240 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9749 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -1649398.000000 Penalty: 4680.790527 Iteration 38Q: 3 clusters Score -1649398 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -1649527.500000 Penalty: 4680.790527 Iteration 39Q: 3 clusters Score -1649528 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10045 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1649646.375000 Penalty: 4680.790527 Iteration 40F: 3 clusters Score -1649646 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1649726.875000 Penalty: 4680.790527 Iteration 41Q: 3 clusters Score -1649727 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10257 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -1649789.000000 Penalty: 4680.790527 Iteration 42Q: 3 clusters Score -1649789 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -1649818.875000 Penalty: 4680.790527 Iteration 43Q: 3 clusters Score -1649819 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10411 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -1649849.500000 Penalty: 4680.790527 Iteration 44Q: 3 clusters Score -1649850 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -1649878.625000 Penalty: 4680.790527 Iteration 45Q: 3 clusters Score -1649879 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10533 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -1649906.500000 Penalty: 4680.790527 Iteration 46Q: 3 clusters Score -1649906 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10592 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -1649931.625000 Penalty: 4680.790527 Iteration 47Q: 3 clusters Score -1649932 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10639 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -1649953.500000 Penalty: 4680.790527 Iteration 48Q: 3 clusters Score -1649954 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10683 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -1649973.375000 Penalty: 4680.790527 Iteration 49Q: 3 clusters Score -1649973 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10727 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -1649992.375000 Penalty: 4680.790527 Iteration 50Q: 3 clusters Score -1649992 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -1650002.125000 Penalty: 4680.790527 Iteration 51Q: 3 clusters Score -1650002 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -1650022.875000 Penalty: 4680.790527 Iteration 52Q: 3 clusters Score -1650023 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -1650032.500000 Penalty: 4680.790527 Iteration 53Q: 3 clusters Score -1650032 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -1650048.250000 Penalty: 4680.790527 Iteration 54Q: 3 clusters Score -1650048 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10893 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -1650067.125000 Penalty: 4680.790527 Iteration 55Q: 3 clusters Score -1650067 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -1650071.125000 Penalty: 4680.790527 Iteration 56Q: 3 clusters Score -1650071 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10942 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -1650078.125000 Penalty: 4680.790527 Iteration 57Q: 3 clusters Score -1650078 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -1650083.500000 Penalty: 4680.790527 Iteration 58Q: 3 clusters Score -1650084 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10992 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -1650098.125000 Penalty: 4680.790527 Iteration 59Q: 3 clusters Score -1650098 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -1650102.750000 Penalty: 4680.790527 Iteration 60F: 3 clusters Score -1650103 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11045 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -1650113.625000 Penalty: 4680.790527 Iteration 61Q: 3 clusters Score -1650114 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1650120.000000 Penalty: 4680.790527 Iteration 62Q: 3 clusters Score -1650120 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11078 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1650127.375000 Penalty: 4680.790527 Iteration 63Q: 3 clusters Score -1650127 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11096 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -1650135.500000 Penalty: 4680.790527 Iteration 64Q: 3 clusters Score -1650136 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11117 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1650145.375000 Penalty: 4680.790527 Iteration 65Q: 3 clusters Score -1650145 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -1650157.875000 Penalty: 4680.790527 Iteration 66Q: 3 clusters Score -1650158 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1650164.875000 Penalty: 4680.790527 Iteration 67Q: 3 clusters Score -1650165 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -1650176.875000 Penalty: 4680.790527 Iteration 68Q: 3 clusters Score -1650177 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11198 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -1650182.375000 Penalty: 4680.790527 Iteration 69Q: 3 clusters Score -1650182 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11212 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1650185.875000 Penalty: 4680.790527 Iteration 70Q: 3 clusters Score -1650186 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11223 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -1650193.250000 Penalty: 4680.790527 Iteration 71Q: 3 clusters Score -1650193 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11231 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -1650197.000000 Penalty: 4680.790527 Iteration 72Q: 3 clusters Score -1650197 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11236 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -1650196.500000 Penalty: 4680.790527 Iteration 73Q: 3 clusters Score -1650196 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1650197.125000 Penalty: 4680.790527 Iteration 74Q: 3 clusters Score -1650197 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11251 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1650196.250000 Penalty: 4680.790527 Iteration 75Q: 3 clusters Score -1650196 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11256 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -1650200.625000 Penalty: 4680.790527 Iteration 76Q: 3 clusters Score -1650201 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11261 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1650203.000000 Penalty: 4680.790527 Iteration 77Q: 3 clusters Score -1650203 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11263 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -1650203.875000 Penalty: 4680.790527 Iteration 78Q: 3 clusters Score -1650204 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11264 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1650202.125000 Penalty: 4680.790527 Iteration 79Q: 3 clusters Score -1650202 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11265 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1650203.625000 Penalty: 4680.790527 Iteration 80F: 3 clusters Score -1650204 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11267 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -1650207.125000 Penalty: 4680.790527 Iteration 81Q: 3 clusters Score -1650207 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -1650207.875000 Penalty: 4680.790527 Iteration 82Q: 3 clusters Score -1650208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -1650209.250000 Penalty: 4680.790527 Iteration 83Q: 3 clusters Score -1650209 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11281 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -1650208.375000 Penalty: 4680.790527 Iteration 84Q: 3 clusters Score -1650208 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11287 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1650214.625000 Penalty: 4680.790527 Iteration 85Q: 3 clusters Score -1650215 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11292 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1650216.625000 Penalty: 4680.790527 Iteration 86Q: 3 clusters Score -1650217 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -1650218.750000 Penalty: 4680.790527 Iteration 87Q: 3 clusters Score -1650219 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -1650221.375000 Penalty: 4680.790527 Iteration 88Q: 3 clusters Score -1650221 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11303 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1650223.250000 Penalty: 4680.790527 Iteration 89Q: 3 clusters Score -1650223 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11308 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -1650226.500000 Penalty: 4680.790527 Iteration 90Q: 3 clusters Score -1650226 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11313 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -1650226.000000 Penalty: 4680.790527 Iteration 91Q: 3 clusters Score -1650226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11319 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -1650226.125000 Penalty: 4680.790527 Iteration 92Q: 3 clusters Score -1650226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11323 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1650226.625000 Penalty: 4680.790527 Iteration 93Q: 3 clusters Score -1650227 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -1650227.750000 Penalty: 4680.790527 Iteration 94Q: 3 clusters Score -1650228 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -1650232.750000 Penalty: 4680.790527 Iteration 95Q: 3 clusters Score -1650233 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11334 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -1650231.000000 Penalty: 4680.790527 Iteration 96Q: 3 clusters Score -1650231 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1650233.500000 Penalty: 4680.790527 Iteration 97Q: 3 clusters Score -1650234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11336 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1650233.500000 Penalty: 4680.790527 Iteration 98F: 3 clusters Score -1650234 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 50843 members Mstep: Class 3 contains 6359 members Mstep: Class 4 contains 4812 members Mstep: Class 5 contains 2998 members Mstep: Class 6 contains 44323 members Mstep: Class 7 contains 50234 members Mstep: Class 8 contains 3524 members Mstep: Class 9 contains 106077 members Mstep: Class 10 contains 146334 members Mstep: Class 11 contains 5410 members Mstep: Class 12 contains 8666 members Mstep: Class 13 contains 1638 members Mstep: Class 14 contains 42662 members Mstep: Class 15 contains 17251 members Mstep: Class 16 contains 6001 members Mstep: Class 17 contains 66774 members Mstep: Class 19 contains 12545 members Entering Unmasked Estep ConsiderDeletion Score: -85864136.000000 Penalty: 73072.671875 Iteration 39Q: 23 clusters Score -8.586414e+07 nChanged 8200 Entering Unmasked Mstep Mstep: Class 0 contains 111 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 51346 members Mstep: Class 3 contains 6609 members Mstep: Class 4 contains 5152 members Mstep: Class 5 contains 2999 members Mstep: Class 6 contains 44974 members Mstep: Class 7 contains 50307 members Mstep: Class 8 contains 3509 members Mstep: Class 9 contains 108082 members Mstep: Class 10 contains 146714 members Mstep: Class 11 contains 5465 members Mstep: Class 12 contains 9106 members Mstep: Class 13 contains 1640 members Mstep: Class 14 contains 41969 members Mstep: Class 15 contains 16755 members Mstep: Class 16 contains 5948 members Mstep: Class 17 contains 66278 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 12449 members Mstep: Class 20 contains 1015 members Mstep: Class 21 contains 6301 members Mstep: Class 22 contains 65931 members Entering Unmasked Estep ConsiderDeletion Score: -85869416.000000 Penalty: 73072.671875 Iteration 40F: 23 clusters Score -8.586942e+07 nChanged 8385 Entering Unmasked Mstep Mstep: Class 0 contains 99 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 51068 members Mstep: Class 3 contains 6760 members Mstep: Class 4 contains 5231 members Mstep: Class 5 contains 2974 members Mstep: Class 6 contains 45256 members Mstep: Class 7 contains 50305 members Mstep: Class 8 contains 3470 members Mstep: Class 9 contains 108271 members Mstep: Class 10 contains 146137 members Mstep: Class 11 contains 5338 members Mstep: Class 12 contains 7982 members Mstep: Class 13 contains 1613 members Mstep: Class 14 contains 41559 members Mstep: Class 15 contains 16451 members Mstep: Class 16 contains 5917 members Mstep: Class 17 contains 65938 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 12379 members Mstep: Class 20 contains 1038 members Mstep: Class 21 contains 6843 members Mstep: Class 22 contains 68034 members Entering Unmasked Estep ConsiderDeletion Score: -85871976.000000 Penalty: 73072.671875 Iteration 41Q: 23 clusters Score -8.587198e+07 nChanged 4898 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 50839 members Mstep: Class 3 contains 6901 members Mstep: Class 4 contains 5309 members Mstep: Class 5 contains 2962 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50319 members Mstep: Class 8 contains 3440 members Mstep: Class 9 contains 108453 members Mstep: Class 10 contains 145715 members Mstep: Class 11 contains 5261 members Mstep: Class 12 contains 7348 members Mstep: Class 13 contains 1588 members Mstep: Class 14 contains 41338 members Mstep: Class 15 contains 16234 members Mstep: Class 16 contains 5891 members Mstep: Class 17 contains 65750 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 12301 members Mstep: Class 20 contains 1009 members Mstep: Class 21 contains 7158 members Mstep: Class 22 contains 69323 members Entering Unmasked Estep ConsiderDeletion Score: -85872768.000000 Penalty: 73072.671875 Iteration 42Q: 23 clusters Score -8.587277e+07 nChanged 3331 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 50617 members Mstep: Class 3 contains 7035 members Mstep: Class 4 contains 5344 members Mstep: Class 5 contains 2954 members Mstep: Class 6 contains 45519 members Mstep: Class 7 contains 50331 members Mstep: Class 8 contains 3419 members Mstep: Class 9 contains 108549 members Mstep: Class 10 contains 145440 members Mstep: Class 11 contains 5214 members Mstep: Class 12 contains 6952 members Mstep: Class 13 contains 1565 members Mstep: Class 14 contains 41178 members Mstep: Class 15 contains 16082 members Mstep: Class 16 contains 5892 members Mstep: Class 17 contains 65630 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 12237 members Mstep: Class 20 contains 988 members Mstep: Class 21 contains 7397 members Mstep: Class 22 contains 70222 members Entering Unmasked Estep ConsiderDeletion Score: -85873112.000000 Penalty: 73072.671875 Iteration 43Q: 23 clusters Score -8.587311e+07 nChanged 2478 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 50444 members Mstep: Class 3 contains 7177 members Mstep: Class 4 contains 5380 members Mstep: Class 5 contains 2952 members Mstep: Class 6 contains 45571 members Mstep: Class 7 contains 50334 members Mstep: Class 8 contains 3405 members Mstep: Class 9 contains 108635 members Mstep: Class 10 contains 145246 members Mstep: Class 11 contains 5167 members Mstep: Class 12 contains 6670 members Mstep: Class 13 contains 1540 members Mstep: Class 14 contains 41069 members Mstep: Class 15 contains 15920 members Mstep: Class 16 contains 5903 members Mstep: Class 17 contains 65557 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 12180 members Mstep: Class 20 contains 968 members Mstep: Class 21 contains 7578 members Mstep: Class 22 contains 70868 members Entering Unmasked Estep ConsiderDeletion Score: -85873432.000000 Penalty: 73072.671875 Iteration 44Q: 23 clusters Score -8.587343e+07 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 50316 members Mstep: Class 3 contains 7279 members Mstep: Class 4 contains 5397 members Mstep: Class 5 contains 2941 members Mstep: Class 6 contains 45594 members Mstep: Class 7 contains 50321 members Mstep: Class 8 contains 3392 members Mstep: Class 9 contains 108693 members Mstep: Class 10 contains 145111 members Mstep: Class 11 contains 5133 members Mstep: Class 12 contains 6510 members Mstep: Class 13 contains 1516 members Mstep: Class 14 contains 41005 members Mstep: Class 15 contains 15780 members Mstep: Class 16 contains 5909 members Mstep: Class 17 contains 65491 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 12125 members Mstep: Class 20 contains 952 members Mstep: Class 21 contains 7730 members Mstep: Class 22 contains 71370 members Entering Unmasked Estep ConsiderDeletion Score: -85873624.000000 Penalty: 73072.671875 Iteration 45Q: 23 clusters Score -8.587362e+07 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 50213 members Mstep: Class 3 contains 7354 members Mstep: Class 4 contains 5407 members Mstep: Class 5 contains 2937 members Mstep: Class 6 contains 45597 members Mstep: Class 7 contains 50316 members Mstep: Class 8 contains 3372 members Mstep: Class 9 contains 108679 members Mstep: Class 10 contains 145015 members Mstep: Class 11 contains 5122 members Mstep: Class 12 contains 6369 members Mstep: Class 13 contains 1510 members Mstep: Class 14 contains 40961 members Mstep: Class 15 contains 15669 members Mstep: Class 16 contains 5932 members Mstep: Class 17 contains 65456 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 12091 members Mstep: Class 20 contains 944 members Mstep: Class 21 contains 7842 members Mstep: Class 22 contains 71778 members Entering Unmasked Estep ConsiderDeletion Score: -85874200.000000 Penalty: 73072.671875 Iteration 46Q: 23 clusters Score -8.58742e+07 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 50122 members Mstep: Class 3 contains 7437 members Mstep: Class 4 contains 5413 members Mstep: Class 5 contains 2936 members Mstep: Class 6 contains 45578 members Mstep: Class 7 contains 50324 members Mstep: Class 8 contains 3361 members Mstep: Class 9 contains 108646 members Mstep: Class 10 contains 144938 members Mstep: Class 11 contains 5105 members Mstep: Class 12 contains 6247 members Mstep: Class 13 contains 1496 members Mstep: Class 14 contains 40933 members Mstep: Class 15 contains 15574 members Mstep: Class 16 contains 5959 members Mstep: Class 17 contains 65413 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 12058 members Mstep: Class 20 contains 939 members Mstep: Class 21 contains 7940 members Mstep: Class 22 contains 72145 members Entering Unmasked Estep ConsiderDeletion Score: -85874456.000000 Penalty: 73072.671875 Iteration 47Q: 23 clusters Score -8.587446e+07 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 50046 members Mstep: Class 3 contains 7517 members Mstep: Class 4 contains 5420 members Mstep: Class 5 contains 2927 members Mstep: Class 6 contains 45578 members Mstep: Class 7 contains 50325 members Mstep: Class 8 contains 3350 members Mstep: Class 9 contains 108605 members Mstep: Class 10 contains 144884 members Mstep: Class 11 contains 5095 members Mstep: Class 12 contains 6161 members Mstep: Class 13 contains 1489 members Mstep: Class 14 contains 40904 members Mstep: Class 15 contains 15492 members Mstep: Class 16 contains 5972 members Mstep: Class 17 contains 65394 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 12034 members Mstep: Class 20 contains 935 members Mstep: Class 21 contains 8007 members Mstep: Class 22 contains 72430 members Entering Unmasked Estep ConsiderDeletion Score: -85874768.000000 Penalty: 73072.671875 Iteration 48Q: 23 clusters Score -8.587477e+07 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 49993 members Mstep: Class 3 contains 7593 members Mstep: Class 4 contains 5428 members Mstep: Class 5 contains 2922 members Mstep: Class 6 contains 45574 members Mstep: Class 7 contains 50335 members Mstep: Class 8 contains 3339 members Mstep: Class 9 contains 108580 members Mstep: Class 10 contains 144841 members Mstep: Class 11 contains 5083 members Mstep: Class 12 contains 6084 members Mstep: Class 13 contains 1480 members Mstep: Class 14 contains 40885 members Mstep: Class 15 contains 15425 members Mstep: Class 16 contains 5991 members Mstep: Class 17 contains 65382 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11999 members Mstep: Class 20 contains 931 members Mstep: Class 21 contains 8051 members Mstep: Class 22 contains 72648 members Entering Unmasked Estep ConsiderDeletion Score: -85874792.000000 Penalty: 73072.671875 Iteration 49Q: 23 clusters Score -8.587479e+07 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49951 members Mstep: Class 3 contains 7661 members Mstep: Class 4 contains 5432 members Mstep: Class 5 contains 2912 members Mstep: Class 6 contains 45588 members Mstep: Class 7 contains 50334 members Mstep: Class 8 contains 3326 members Mstep: Class 9 contains 108538 members Mstep: Class 10 contains 144811 members Mstep: Class 11 contains 5071 members Mstep: Class 12 contains 6003 members Mstep: Class 13 contains 1469 members Mstep: Class 14 contains 40876 members Mstep: Class 15 contains 15376 members Mstep: Class 16 contains 5997 members Mstep: Class 17 contains 65375 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11967 members Mstep: Class 20 contains 932 members Mstep: Class 21 contains 8094 members Mstep: Class 22 contains 72850 members Entering Unmasked Estep ConsiderDeletion Score: -85874864.000000 Penalty: 73072.671875 Iteration 50Q: 23 clusters Score -8.587486e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49914 members Mstep: Class 3 contains 7743 members Mstep: Class 4 contains 5434 members Mstep: Class 5 contains 2907 members Mstep: Class 6 contains 45583 members Mstep: Class 7 contains 50340 members Mstep: Class 8 contains 3315 members Mstep: Class 9 contains 108512 members Mstep: Class 10 contains 144776 members Mstep: Class 11 contains 5057 members Mstep: Class 12 contains 5944 members Mstep: Class 13 contains 1458 members Mstep: Class 14 contains 40870 members Mstep: Class 15 contains 15334 members Mstep: Class 16 contains 5999 members Mstep: Class 17 contains 65374 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11939 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8134 members Mstep: Class 22 contains 73000 members Entering Unmasked Estep ConsiderDeletion Score: -85874984.000000 Penalty: 73072.671875 Iteration 51Q: 23 clusters Score -8.587498e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49881 members Mstep: Class 3 contains 7806 members Mstep: Class 4 contains 5432 members Mstep: Class 5 contains 2904 members Mstep: Class 6 contains 45580 members Mstep: Class 7 contains 50338 members Mstep: Class 8 contains 3306 members Mstep: Class 9 contains 108483 members Mstep: Class 10 contains 144750 members Mstep: Class 11 contains 5042 members Mstep: Class 12 contains 5897 members Mstep: Class 13 contains 1453 members Mstep: Class 14 contains 40865 members Mstep: Class 15 contains 15310 members Mstep: Class 16 contains 6002 members Mstep: Class 17 contains 65363 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11904 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8166 members Mstep: Class 22 contains 73151 members Entering Unmasked Estep ConsiderDeletion Score: -85875272.000000 Penalty: 73072.671875 Iteration 52Q: 23 clusters Score -8.587527e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49843 members Mstep: Class 3 contains 7846 members Mstep: Class 4 contains 5434 members Mstep: Class 5 contains 2909 members Mstep: Class 6 contains 45576 members Mstep: Class 7 contains 50337 members Mstep: Class 8 contains 3299 members Mstep: Class 9 contains 108452 members Mstep: Class 10 contains 144726 members Mstep: Class 11 contains 5035 members Mstep: Class 12 contains 5861 members Mstep: Class 13 contains 1453 members Mstep: Class 14 contains 40857 members Mstep: Class 15 contains 15287 members Mstep: Class 16 contains 6011 members Mstep: Class 17 contains 65347 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11871 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8190 members Mstep: Class 22 contains 73299 members Entering Unmasked Estep ConsiderDeletion Score: -85875280.000000 Penalty: 73072.671875 Iteration 53Q: 23 clusters Score -8.587528e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49816 members Mstep: Class 3 contains 7883 members Mstep: Class 4 contains 5433 members Mstep: Class 5 contains 2910 members Mstep: Class 6 contains 45573 members Mstep: Class 7 contains 50333 members Mstep: Class 8 contains 3288 members Mstep: Class 9 contains 108419 members Mstep: Class 10 contains 144703 members Mstep: Class 11 contains 5027 members Mstep: Class 12 contains 5828 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40852 members Mstep: Class 15 contains 15278 members Mstep: Class 16 contains 6008 members Mstep: Class 17 contains 65339 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11838 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8218 members Mstep: Class 22 contains 73435 members Entering Unmasked Estep ConsiderDeletion Score: -85875272.000000 Penalty: 73072.671875 Iteration 54Q: 23 clusters Score -8.587527e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49792 members Mstep: Class 3 contains 7915 members Mstep: Class 4 contains 5431 members Mstep: Class 5 contains 2912 members Mstep: Class 6 contains 45568 members Mstep: Class 7 contains 50334 members Mstep: Class 8 contains 3287 members Mstep: Class 9 contains 108396 members Mstep: Class 10 contains 144678 members Mstep: Class 11 contains 5019 members Mstep: Class 12 contains 5799 members Mstep: Class 13 contains 1451 members Mstep: Class 14 contains 40846 members Mstep: Class 15 contains 15272 members Mstep: Class 16 contains 6013 members Mstep: Class 17 contains 65322 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11809 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8244 members Mstep: Class 22 contains 73545 members Entering Unmasked Estep ConsiderDeletion Score: -85875256.000000 Penalty: 73072.671875 Iteration 55Q: 23 clusters Score -8.587526e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49778 members Mstep: Class 3 contains 7933 members Mstep: Class 4 contains 5428 members Mstep: Class 5 contains 2913 members Mstep: Class 6 contains 45560 members Mstep: Class 7 contains 50335 members Mstep: Class 8 contains 3285 members Mstep: Class 9 contains 108367 members Mstep: Class 10 contains 144668 members Mstep: Class 11 contains 5016 members Mstep: Class 12 contains 5797 members Mstep: Class 13 contains 1450 members Mstep: Class 14 contains 40840 members Mstep: Class 15 contains 15260 members Mstep: Class 16 contains 6022 members Mstep: Class 17 contains 65307 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11796 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8258 members Mstep: Class 22 contains 73620 members Entering Unmasked Estep ConsiderDeletion Score: -85875488.000000 Penalty: 73072.671875 Iteration 56Q: 23 clusters Score -8.587549e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49777 members Mstep: Class 3 contains 7960 members Mstep: Class 4 contains 5428 members Mstep: Class 5 contains 2916 members Mstep: Class 6 contains 45551 members Mstep: Class 7 contains 50346 members Mstep: Class 8 contains 3279 members Mstep: Class 9 contains 108319 members Mstep: Class 10 contains 144651 members Mstep: Class 11 contains 5017 members Mstep: Class 12 contains 5802 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40830 members Mstep: Class 15 contains 15249 members Mstep: Class 16 contains 6024 members Mstep: Class 17 contains 65283 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11786 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8271 members Mstep: Class 22 contains 73692 members Entering Unmasked Estep ConsiderDeletion Score: -85875616.000000 Penalty: 73072.671875 Iteration 57Q: 23 clusters Score -8.587562e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49769 members Mstep: Class 3 contains 7982 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 2921 members Mstep: Class 6 contains 45550 members Mstep: Class 7 contains 50353 members Mstep: Class 8 contains 3279 members Mstep: Class 9 contains 108272 members Mstep: Class 10 contains 144637 members Mstep: Class 11 contains 5014 members Mstep: Class 12 contains 5793 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40822 members Mstep: Class 15 contains 15247 members Mstep: Class 16 contains 6032 members Mstep: Class 17 contains 65266 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11777 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8286 members Mstep: Class 22 contains 73754 members Entering Unmasked Estep ConsiderDeletion Score: -85875616.000000 Penalty: 73072.671875 Iteration 58Q: 23 clusters Score -8.587562e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49765 members Mstep: Class 3 contains 8010 members Mstep: Class 4 contains 5426 members Mstep: Class 5 contains 2923 members Mstep: Class 6 contains 45547 members Mstep: Class 7 contains 50356 members Mstep: Class 8 contains 3278 members Mstep: Class 9 contains 108230 members Mstep: Class 10 contains 144611 members Mstep: Class 11 contains 5014 members Mstep: Class 12 contains 5780 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40819 members Mstep: Class 15 contains 15249 members Mstep: Class 16 contains 6033 members Mstep: Class 17 contains 65252 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11770 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8296 members Mstep: Class 22 contains 73822 members Entering Unmasked Estep ConsiderDeletion Score: -85875720.000000 Penalty: 73072.671875 Iteration 59Q: 23 clusters Score -8.587572e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 98 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 49759 members Mstep: Class 3 contains 8038 members Mstep: Class 4 contains 5427 members Mstep: Class 5 contains 2927 members Mstep: Class 6 contains 45545 members Mstep: Class 7 contains 50363 members Mstep: Class 8 contains 3277 members Mstep: Class 9 contains 108193 members Mstep: Class 10 contains 144590 members Mstep: Class 11 contains 5014 members Mstep: Class 12 contains 5752 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40811 members Mstep: Class 15 contains 15252 members Mstep: Class 16 contains 6039 members Mstep: Class 17 contains 65247 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11765 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8306 members Mstep: Class 22 contains 73876 members Entering Unmasked Estep ConsiderDeletion Score: -85875848.000000 Penalty: 73072.671875 Iteration 60F: 23 clusters Score -8.587585e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 49752 members Mstep: Class 3 contains 8048 members Mstep: Class 4 contains 5428 members Mstep: Class 5 contains 2930 members Mstep: Class 6 contains 45539 members Mstep: Class 7 contains 50367 members Mstep: Class 8 contains 3277 members Mstep: Class 9 contains 108178 members Mstep: Class 10 contains 144568 members Mstep: Class 11 contains 5012 members Mstep: Class 12 contains 5747 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40807 members Mstep: Class 15 contains 15251 members Mstep: Class 16 contains 6044 members Mstep: Class 17 contains 65234 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11756 members Mstep: Class 20 contains 934 members Mstep: Class 21 contains 8320 members Mstep: Class 22 contains 73922 members Entering Unmasked Estep ConsiderDeletion Score: -85876008.000000 Penalty: 73072.671875 Iteration 61Q: 23 clusters Score -8.587601e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 49740 members Mstep: Class 3 contains 8051 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2937 members Mstep: Class 6 contains 45539 members Mstep: Class 7 contains 50366 members Mstep: Class 8 contains 3270 members Mstep: Class 9 contains 108160 members Mstep: Class 10 contains 144547 members Mstep: Class 11 contains 5012 members Mstep: Class 12 contains 5762 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40799 members Mstep: Class 15 contains 15244 members Mstep: Class 16 contains 6043 members Mstep: Class 17 contains 65224 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11752 members Mstep: Class 20 contains 926 members Mstep: Class 21 contains 8335 members Mstep: Class 22 contains 73971 members Entering Unmasked Estep ConsiderDeletion Score: -85876016.000000 Penalty: 73072.671875 Iteration 62Q: 23 clusters Score -8.587602e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 49734 members Mstep: Class 3 contains 8061 members Mstep: Class 4 contains 5437 members Mstep: Class 5 contains 2940 members Mstep: Class 6 contains 45536 members Mstep: Class 7 contains 50367 members Mstep: Class 8 contains 3266 members Mstep: Class 9 contains 108140 members Mstep: Class 10 contains 144536 members Mstep: Class 11 contains 5012 members Mstep: Class 12 contains 5778 members Mstep: Class 13 contains 1453 members Mstep: Class 14 contains 40799 members Mstep: Class 15 contains 15232 members Mstep: Class 16 contains 6044 members Mstep: Class 17 contains 65217 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11740 members Mstep: Class 20 contains 923 members Mstep: Class 21 contains 8340 members Mstep: Class 22 contains 74012 members Entering Unmasked Estep ConsiderDeletion Score: -85875912.000000 Penalty: 73072.671875 Iteration 63Q: 23 clusters Score -8.587591e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 49734 members Mstep: Class 3 contains 8049 members Mstep: Class 4 contains 5438 members Mstep: Class 5 contains 2940 members Mstep: Class 6 contains 45525 members Mstep: Class 7 contains 50371 members Mstep: Class 8 contains 3266 members Mstep: Class 9 contains 108121 members Mstep: Class 10 contains 144519 members Mstep: Class 11 contains 5011 members Mstep: Class 12 contains 5779 members Mstep: Class 13 contains 1454 members Mstep: Class 14 contains 40795 members Mstep: Class 15 contains 15232 members Mstep: Class 16 contains 6045 members Mstep: Class 17 contains 65224 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11729 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8349 members Mstep: Class 22 contains 74065 members Entering Unmasked Estep ConsiderDeletion Score: -85875936.000000 Penalty: 73072.671875 Iteration 64Q: 23 clusters Score -8.587594e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49729 members Mstep: Class 3 contains 8050 members Mstep: Class 4 contains 5437 members Mstep: Class 5 contains 2939 members Mstep: Class 6 contains 45519 members Mstep: Class 7 contains 50371 members Mstep: Class 8 contains 3264 members Mstep: Class 9 contains 108108 members Mstep: Class 10 contains 144506 members Mstep: Class 11 contains 5010 members Mstep: Class 12 contains 5792 members Mstep: Class 13 contains 1457 members Mstep: Class 14 contains 40788 members Mstep: Class 15 contains 15230 members Mstep: Class 16 contains 6047 members Mstep: Class 17 contains 65222 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11720 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8351 members Mstep: Class 22 contains 74107 members Entering Unmasked Estep ConsiderDeletion Score: -85875784.000000 Penalty: 73072.671875 Iteration 65Q: 23 clusters Score -8.587578e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49724 members Mstep: Class 3 contains 8050 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2936 members Mstep: Class 6 contains 45515 members Mstep: Class 7 contains 50371 members Mstep: Class 8 contains 3263 members Mstep: Class 9 contains 108090 members Mstep: Class 10 contains 144497 members Mstep: Class 11 contains 5011 members Mstep: Class 12 contains 5791 members Mstep: Class 13 contains 1459 members Mstep: Class 14 contains 40789 members Mstep: Class 15 contains 15220 members Mstep: Class 16 contains 6048 members Mstep: Class 17 contains 65226 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11715 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8353 members Mstep: Class 22 contains 74153 members Entering Unmasked Estep ConsiderDeletion Score: -85875888.000000 Penalty: 73072.671875 Iteration 66Q: 23 clusters Score -8.587589e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49721 members Mstep: Class 3 contains 8055 members Mstep: Class 4 contains 5435 members Mstep: Class 5 contains 2938 members Mstep: Class 6 contains 45514 members Mstep: Class 7 contains 50367 members Mstep: Class 8 contains 3262 members Mstep: Class 9 contains 108073 members Mstep: Class 10 contains 144484 members Mstep: Class 11 contains 5011 members Mstep: Class 12 contains 5795 members Mstep: Class 13 contains 1461 members Mstep: Class 14 contains 40788 members Mstep: Class 15 contains 15217 members Mstep: Class 16 contains 6047 members Mstep: Class 17 contains 65225 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11710 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8353 members Mstep: Class 22 contains 74191 members Entering Unmasked Estep ConsiderDeletion Score: -85875888.000000 Penalty: 73072.671875 Iteration 67Q: 23 clusters Score -8.587589e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49716 members Mstep: Class 3 contains 8071 members Mstep: Class 4 contains 5435 members Mstep: Class 5 contains 2939 members Mstep: Class 6 contains 45510 members Mstep: Class 7 contains 50361 members Mstep: Class 8 contains 3258 members Mstep: Class 9 contains 108072 members Mstep: Class 10 contains 144475 members Mstep: Class 11 contains 5010 members Mstep: Class 12 contains 5805 members Mstep: Class 13 contains 1463 members Mstep: Class 14 contains 40784 members Mstep: Class 15 contains 15202 members Mstep: Class 16 contains 6048 members Mstep: Class 17 contains 65213 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11701 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8357 members Mstep: Class 22 contains 74227 members Entering Unmasked Estep ConsiderDeletion Score: -85875912.000000 Penalty: 73072.671875 Iteration 68Q: 23 clusters Score -8.587591e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49710 members Mstep: Class 3 contains 8075 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2940 members Mstep: Class 6 contains 45512 members Mstep: Class 7 contains 50355 members Mstep: Class 8 contains 3253 members Mstep: Class 9 contains 108064 members Mstep: Class 10 contains 144468 members Mstep: Class 11 contains 5010 members Mstep: Class 12 contains 5808 members Mstep: Class 13 contains 1463 members Mstep: Class 14 contains 40779 members Mstep: Class 15 contains 15194 members Mstep: Class 16 contains 6049 members Mstep: Class 17 contains 65221 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11701 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8359 members Mstep: Class 22 contains 74250 members Entering Unmasked Estep ConsiderDeletion Score: -85875952.000000 Penalty: 73072.671875 Iteration 69Q: 23 clusters Score -8.587595e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49715 members Mstep: Class 3 contains 8072 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2943 members Mstep: Class 6 contains 45514 members Mstep: Class 7 contains 50354 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 108064 members Mstep: Class 10 contains 144452 members Mstep: Class 11 contains 5010 members Mstep: Class 12 contains 5801 members Mstep: Class 13 contains 1464 members Mstep: Class 14 contains 40778 members Mstep: Class 15 contains 15187 members Mstep: Class 16 contains 6050 members Mstep: Class 17 contains 65219 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11699 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8362 members Mstep: Class 22 contains 74275 members Entering Unmasked Estep ConsiderDeletion Score: -85875992.000000 Penalty: 73072.671875 Iteration 70Q: 23 clusters Score -8.587599e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49716 members Mstep: Class 3 contains 8073 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2944 members Mstep: Class 6 contains 45503 members Mstep: Class 7 contains 50351 members Mstep: Class 8 contains 3253 members Mstep: Class 9 contains 108070 members Mstep: Class 10 contains 144437 members Mstep: Class 11 contains 5010 members Mstep: Class 12 contains 5799 members Mstep: Class 13 contains 1464 members Mstep: Class 14 contains 40777 members Mstep: Class 15 contains 15186 members Mstep: Class 16 contains 6051 members Mstep: Class 17 contains 65215 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11692 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8364 members Mstep: Class 22 contains 74306 members Entering Unmasked Estep ConsiderDeletion Score: -85875848.000000 Penalty: 73072.671875 Iteration 71Q: 23 clusters Score -8.587585e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49712 members Mstep: Class 3 contains 8080 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2943 members Mstep: Class 6 contains 45500 members Mstep: Class 7 contains 50355 members Mstep: Class 8 contains 3253 members Mstep: Class 9 contains 108056 members Mstep: Class 10 contains 144430 members Mstep: Class 11 contains 5010 members Mstep: Class 12 contains 5798 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40776 members Mstep: Class 15 contains 15182 members Mstep: Class 16 contains 6053 members Mstep: Class 17 contains 65214 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11684 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8368 members Mstep: Class 22 contains 74332 members Entering Unmasked Estep ConsiderDeletion Score: -85875928.000000 Penalty: 73072.671875 Iteration 72Q: 23 clusters Score -8.587593e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49715 members Mstep: Class 3 contains 8091 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2946 members Mstep: Class 6 contains 45497 members Mstep: Class 7 contains 50356 members Mstep: Class 8 contains 3255 members Mstep: Class 9 contains 108026 members Mstep: Class 10 contains 144422 members Mstep: Class 11 contains 5010 members Mstep: Class 12 contains 5785 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40772 members Mstep: Class 15 contains 15182 members Mstep: Class 16 contains 6055 members Mstep: Class 17 contains 65214 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11677 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8371 members Mstep: Class 22 contains 74372 members Entering Unmasked Estep ConsiderDeletion Score: -85875984.000000 Penalty: 73072.671875 Iteration 73Q: 23 clusters Score -8.587598e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49711 members Mstep: Class 3 contains 8093 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2949 members Mstep: Class 6 contains 45495 members Mstep: Class 7 contains 50355 members Mstep: Class 8 contains 3255 members Mstep: Class 9 contains 108012 members Mstep: Class 10 contains 144412 members Mstep: Class 11 contains 5010 members Mstep: Class 12 contains 5781 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40773 members Mstep: Class 15 contains 15179 members Mstep: Class 16 contains 6056 members Mstep: Class 17 contains 65215 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11669 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8376 members Mstep: Class 22 contains 74405 members Entering Unmasked Estep ConsiderDeletion Score: -85875960.000000 Penalty: 73072.671875 Iteration 74Q: 23 clusters Score -8.587596e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49709 members Mstep: Class 3 contains 8103 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2950 members Mstep: Class 6 contains 45491 members Mstep: Class 7 contains 50355 members Mstep: Class 8 contains 3256 members Mstep: Class 9 contains 108007 members Mstep: Class 10 contains 144407 members Mstep: Class 11 contains 5007 members Mstep: Class 12 contains 5770 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40772 members Mstep: Class 15 contains 15176 members Mstep: Class 16 contains 6057 members Mstep: Class 17 contains 65219 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11662 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8383 members Mstep: Class 22 contains 74422 members Entering Unmasked Estep ConsiderDeletion Score: -85875936.000000 Penalty: 73072.671875 Iteration 75Q: 23 clusters Score -8.587594e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49704 members Mstep: Class 3 contains 8108 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2950 members Mstep: Class 6 contains 45489 members Mstep: Class 7 contains 50354 members Mstep: Class 8 contains 3254 members Mstep: Class 9 contains 108003 members Mstep: Class 10 contains 144403 members Mstep: Class 11 contains 5007 members Mstep: Class 12 contains 5770 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40772 members Mstep: Class 15 contains 15174 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 65214 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11655 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8385 members Mstep: Class 22 contains 74444 members Entering Unmasked Estep ConsiderDeletion Score: -85875952.000000 Penalty: 73072.671875 Iteration 76Q: 23 clusters Score -8.587595e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49701 members Mstep: Class 3 contains 8109 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 2950 members Mstep: Class 6 contains 45485 members Mstep: Class 7 contains 50353 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 108003 members Mstep: Class 10 contains 144401 members Mstep: Class 11 contains 5006 members Mstep: Class 12 contains 5783 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40771 members Mstep: Class 15 contains 15173 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 65204 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11647 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8387 members Mstep: Class 22 contains 74459 members Entering Unmasked Estep ConsiderDeletion Score: -85875960.000000 Penalty: 73072.671875 Iteration 77Q: 23 clusters Score -8.587596e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 49700 members Mstep: Class 3 contains 8114 members Mstep: Class 4 contains 5435 members Mstep: Class 5 contains 2950 members Mstep: Class 6 contains 45483 members Mstep: Class 7 contains 50352 members Mstep: Class 8 contains 3250 members Mstep: Class 9 contains 108007 members Mstep: Class 10 contains 144397 members Mstep: Class 11 contains 5006 members Mstep: Class 12 contains 5790 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40771 members Mstep: Class 15 contains 15168 members Mstep: Class 16 contains 6062 members Mstep: Class 17 contains 65193 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11641 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8390 members Mstep: Class 22 contains 74473 members Entering Unmasked Estep ConsiderDeletion Score: -85876000.000000 Penalty: 73072.671875 Iteration 78Q: 23 clusters Score -8.5876e+07 nChanged 130 Entering ConstructFrom: Score: -85876000.000000 Penalty: 73072.671875 Entering ConstructFrom: Trying to split cluster 1 (1374 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Entering Unmasked Estep Score: -153845.343750 Penalty: 1791.919434 Iteration 0F: 2 clusters Score -153845.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -151941.843750 Penalty: 3583.838867 Iteration 0F: 3 clusters Score -151941.8 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -153186.312500 Penalty: 3583.838867 Iteration 1F: 3 clusters Score -153186.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -154056.093750 Penalty: 3583.838867 Iteration 2F: 3 clusters Score -154056.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -155265.140625 Penalty: 3583.838867 Iteration 3F: 3 clusters Score -155265.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -156709.203125 Penalty: 3583.838867 Iteration 4F: 3 clusters Score -156709.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -157392.046875 Penalty: 3583.838867 Iteration 5Q: 3 clusters Score -157392 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -157691.812500 Penalty: 3583.838867 Iteration 6Q: 3 clusters Score -157691.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -157758.000000 Penalty: 3583.838867 Iteration 7Q: 3 clusters Score -157758 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -157761.109375 Penalty: 3583.838867 Iteration 8Q: 3 clusters Score -157761.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -157769.500000 Penalty: 3583.838867 Iteration 9Q: 3 clusters Score -157769.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -157781.328125 Penalty: 3583.838867 Iteration 10Q: 3 clusters Score -157781.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -157786.734375 Penalty: 3583.838867 Iteration 11Q: 3 clusters Score -157786.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -157788.187500 Penalty: 3583.838867 Iteration 12Q: 3 clusters Score -157788.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -157874.312500 Penalty: 3583.838867 Iteration 13F: 3 clusters Score -157874.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -158201.640625 Penalty: 3583.838867 Iteration 14Q: 3 clusters Score -158201.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -158453.703125 Penalty: 3583.838867 Iteration 15Q: 3 clusters Score -158453.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -158660.109375 Penalty: 3583.838867 Iteration 16Q: 3 clusters Score -158660.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -159202.781250 Penalty: 3583.838867 Iteration 17Q: 3 clusters Score -159202.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -159526.640625 Penalty: 3583.838867 Iteration 18Q: 3 clusters Score -159526.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -159526.640625 Penalty: 3583.838867 Iteration 19F: 3 clusters Score -159526.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 49697 members Mstep: Class 3 contains 8116 members Mstep: Class 4 contains 5434 members Mstep: Class 5 contains 2949 members Mstep: Class 6 contains 45478 members Mstep: Class 7 contains 50350 members Mstep: Class 8 contains 3247 members Mstep: Class 9 contains 108003 members Mstep: Class 10 contains 144397 members Mstep: Class 11 contains 5006 members Mstep: Class 12 contains 5800 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40771 members Mstep: Class 15 contains 15164 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 65193 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11639 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8390 members Mstep: Class 22 contains 74487 members Mstep: Class 23 contains 427 members Entering Unmasked Estep Score: -85880056.000000 Penalty: 76394.156250 Splitting cluster 1 changes total score from -85876000.000000 to -85880056.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 2 (49697 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49697 members Entering Unmasked Estep Score: -6656185.000000 Penalty: 2681.797607 Iteration 0F: 2 clusters Score -6656185 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25020 members Mstep: Class 2 contains 24677 members Entering Unmasked Estep Score: -6622523.500000 Penalty: 5363.595215 Iteration 0F: 3 clusters Score -6622524 nChanged 23110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26020 members Mstep: Class 2 contains 23677 members Entering Unmasked Estep Score: -6635592.000000 Penalty: 5363.595215 Iteration 1F: 3 clusters Score -6635592 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26506 members Mstep: Class 2 contains 23191 members Entering Unmasked Estep Score: -6636336.000000 Penalty: 5363.595215 Iteration 2Q: 3 clusters Score -6636336 nChanged 2104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27154 members Mstep: Class 2 contains 22543 members Entering Unmasked Estep Score: -6637110.000000 Penalty: 5363.595215 Iteration 3Q: 3 clusters Score -6637110 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28055 members Mstep: Class 2 contains 21642 members Entering Unmasked Estep Score: -6638007.500000 Penalty: 5363.595215 Iteration 4Q: 3 clusters Score -6638008 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29285 members Mstep: Class 2 contains 20412 members Entering Unmasked Estep Score: -6639128.500000 Penalty: 5363.595215 Iteration 5Q: 3 clusters Score -6639128 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30855 members Mstep: Class 2 contains 18842 members Entering Unmasked Estep Score: -6640418.500000 Penalty: 5363.595215 Iteration 6Q: 3 clusters Score -6640418 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32761 members Mstep: Class 2 contains 16936 members Entering Unmasked Estep Score: -6641935.500000 Penalty: 5363.595215 Iteration 7F: 3 clusters Score -6641936 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34993 members Mstep: Class 2 contains 14704 members Entering Unmasked Estep Score: -6643721.500000 Penalty: 5363.595215 Iteration 8F: 3 clusters Score -6643722 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37487 members Mstep: Class 2 contains 12210 members Entering Unmasked Estep Score: -6645544.000000 Penalty: 5363.595215 Iteration 9F: 3 clusters Score -6645544 nChanged 2623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40018 members Mstep: Class 2 contains 9679 members Entering Unmasked Estep Score: -6647510.500000 Penalty: 5363.595215 Iteration 10F: 3 clusters Score -6647510 nChanged 2450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42418 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -6649302.000000 Penalty: 5363.595215 Iteration 11Q: 3 clusters Score -6649302 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44450 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -6650846.500000 Penalty: 5363.595215 Iteration 12Q: 3 clusters Score -6650846 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45967 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -6651935.500000 Penalty: 5363.595215 Iteration 13Q: 3 clusters Score -6651936 nChanged 1055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46998 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -6652651.500000 Penalty: 5363.595215 Iteration 14Q: 3 clusters Score -6652652 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47685 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -6653081.500000 Penalty: 5363.595215 Iteration 15Q: 3 clusters Score -6653082 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48137 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -6653410.500000 Penalty: 5363.595215 Iteration 16Q: 3 clusters Score -6653410 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48403 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -6653599.000000 Penalty: 5363.595215 Iteration 17Q: 3 clusters Score -6653599 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48575 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -6653721.000000 Penalty: 5363.595215 Iteration 18Q: 3 clusters Score -6653721 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48671 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -6653747.500000 Penalty: 5363.595215 Iteration 19Q: 3 clusters Score -6653748 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48726 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -6653782.000000 Penalty: 5363.595215 Iteration 20F: 3 clusters Score -6653782 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48771 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -6653802.000000 Penalty: 5363.595215 Iteration 21Q: 3 clusters Score -6653802 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48799 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -6653821.000000 Penalty: 5363.595215 Iteration 22Q: 3 clusters Score -6653821 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48834 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -6653857.000000 Penalty: 5363.595215 Iteration 23Q: 3 clusters Score -6653857 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48862 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -6653872.000000 Penalty: 5363.595215 Iteration 24Q: 3 clusters Score -6653872 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48885 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -6653883.500000 Penalty: 5363.595215 Iteration 25Q: 3 clusters Score -6653884 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48900 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -6653900.500000 Penalty: 5363.595215 Iteration 26Q: 3 clusters Score -6653900 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48920 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -6653915.000000 Penalty: 5363.595215 Iteration 27Q: 3 clusters Score -6653915 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48931 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -6653929.000000 Penalty: 5363.595215 Iteration 28Q: 3 clusters Score -6653929 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48943 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -6653938.500000 Penalty: 5363.595215 Iteration 29Q: 3 clusters Score -6653938 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48954 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -6653953.000000 Penalty: 5363.595215 Iteration 30Q: 3 clusters Score -6653953 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48964 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -6653958.000000 Penalty: 5363.595215 Iteration 31Q: 3 clusters Score -6653958 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48965 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -6653956.500000 Penalty: 5363.595215 Iteration 32Q: 3 clusters Score -6653956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48973 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -6653972.500000 Penalty: 5363.595215 Iteration 33Q: 3 clusters Score -6653972 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48982 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -6653975.000000 Penalty: 5363.595215 Iteration 34Q: 3 clusters Score -6653975 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48985 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -6653983.000000 Penalty: 5363.595215 Iteration 35Q: 3 clusters Score -6653983 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48990 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -6653984.500000 Penalty: 5363.595215 Iteration 36Q: 3 clusters Score -6653984 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48997 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -6653989.500000 Penalty: 5363.595215 Iteration 37Q: 3 clusters Score -6653990 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49006 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -6653994.500000 Penalty: 5363.595215 Iteration 38Q: 3 clusters Score -6653994 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49010 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -6653996.000000 Penalty: 5363.595215 Iteration 39Q: 3 clusters Score -6653996 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49012 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -6654002.500000 Penalty: 5363.595215 Iteration 40F: 3 clusters Score -6654002 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49017 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -6654000.000000 Penalty: 5363.595215 Iteration 41Q: 3 clusters Score -6654000 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49025 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -6654012.000000 Penalty: 5363.595215 Iteration 42Q: 3 clusters Score -6654012 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49031 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -6654016.500000 Penalty: 5363.595215 Iteration 43Q: 3 clusters Score -6654016 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49036 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -6654020.000000 Penalty: 5363.595215 Iteration 44Q: 3 clusters Score -6654020 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49038 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -6654025.000000 Penalty: 5363.595215 Iteration 45Q: 3 clusters Score -6654025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49040 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -6654025.000000 Penalty: 5363.595215 Iteration 46Q: 3 clusters Score -6654025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49040 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -6654022.500000 Penalty: 5363.595215 Iteration 47Q: 3 clusters Score -6654022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49040 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -6654022.500000 Penalty: 5363.595215 Iteration 48F: 3 clusters Score -6654022 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Entering Unmasked Estep Score: -1005090.875000 Penalty: 2232.395020 Iteration 0F: 2 clusters Score -1005091 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -998527.000000 Penalty: 4464.790039 Iteration 0F: 3 clusters Score -998527 nChanged 3347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -1000431.000000 Penalty: 4464.790039 Iteration 1F: 3 clusters Score -1000431 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -1000716.812500 Penalty: 4464.790039 Iteration 2F: 3 clusters Score -1000717 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -1000926.875000 Penalty: 4464.790039 Iteration 3F: 3 clusters Score -1000927 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -1001101.875000 Penalty: 4464.790039 Iteration 4Q: 3 clusters Score -1001102 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -1001274.937500 Penalty: 4464.790039 Iteration 5Q: 3 clusters Score -1001275 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -1001434.687500 Penalty: 4464.790039 Iteration 6Q: 3 clusters Score -1001435 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -1001592.250000 Penalty: 4464.790039 Iteration 7Q: 3 clusters Score -1001592 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -1001773.312500 Penalty: 4464.790039 Iteration 8Q: 3 clusters Score -1001773 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1001972.437500 Penalty: 4464.790039 Iteration 9Q: 3 clusters Score -1001972 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1002164.500000 Penalty: 4464.790039 Iteration 10Q: 3 clusters Score -1002164 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6244 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -1002334.375000 Penalty: 4464.790039 Iteration 11Q: 3 clusters Score -1002334 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1002493.312500 Penalty: 4464.790039 Iteration 12Q: 3 clusters Score -1002493 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1002636.125000 Penalty: 4464.790039 Iteration 13Q: 3 clusters Score -1002636 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6793 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1002765.625000 Penalty: 4464.790039 Iteration 14Q: 3 clusters Score -1002766 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -1002862.625000 Penalty: 4464.790039 Iteration 15Q: 3 clusters Score -1002863 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1002949.187500 Penalty: 4464.790039 Iteration 16Q: 3 clusters Score -1002949 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -1003006.812500 Penalty: 4464.790039 Iteration 17Q: 3 clusters Score -1003007 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7186 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -1003062.437500 Penalty: 4464.790039 Iteration 18Q: 3 clusters Score -1003062 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7252 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1003109.875000 Penalty: 4464.790039 Iteration 19Q: 3 clusters Score -1003110 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1003153.312500 Penalty: 4464.790039 Iteration 20F: 3 clusters Score -1003153 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -1003190.437500 Penalty: 4464.790039 Iteration 21Q: 3 clusters Score -1003190 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7389 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -1003213.312500 Penalty: 4464.790039 Iteration 22Q: 3 clusters Score -1003213 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -1003243.187500 Penalty: 4464.790039 Iteration 23Q: 3 clusters Score -1003243 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7449 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1003274.187500 Penalty: 4464.790039 Iteration 24Q: 3 clusters Score -1003274 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1003301.625000 Penalty: 4464.790039 Iteration 25Q: 3 clusters Score -1003302 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7505 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -1003322.562500 Penalty: 4464.790039 Iteration 26Q: 3 clusters Score -1003323 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7519 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -1003335.312500 Penalty: 4464.790039 Iteration 27Q: 3 clusters Score -1003335 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -1003346.312500 Penalty: 4464.790039 Iteration 28Q: 3 clusters Score -1003346 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1003354.625000 Penalty: 4464.790039 Iteration 29Q: 3 clusters Score -1003355 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1003362.500000 Penalty: 4464.790039 Iteration 30Q: 3 clusters Score -1003362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1003364.062500 Penalty: 4464.790039 Iteration 31Q: 3 clusters Score -1003364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -1003365.562500 Penalty: 4464.790039 Iteration 32Q: 3 clusters Score -1003366 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7554 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1003371.875000 Penalty: 4464.790039 Iteration 33Q: 3 clusters Score -1003372 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -1003377.062500 Penalty: 4464.790039 Iteration 34Q: 3 clusters Score -1003377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7565 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1003377.500000 Penalty: 4464.790039 Iteration 35Q: 3 clusters Score -1003378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7568 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1003378.125000 Penalty: 4464.790039 Iteration 36Q: 3 clusters Score -1003378 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1003381.062500 Penalty: 4464.790039 Iteration 37Q: 3 clusters Score -1003381 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1003385.250000 Penalty: 4464.790039 Iteration 38Q: 3 clusters Score -1003385 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1003384.937500 Penalty: 4464.790039 Iteration 39Q: 3 clusters Score -1003385 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1003386.500000 Penalty: 4464.790039 Iteration 40F: 3 clusters Score -1003386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1003387.500000 Penalty: 4464.790039 Iteration 41Q: 3 clusters Score -1003388 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7576 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1003387.500000 Penalty: 4464.790039 Iteration 42F: 3 clusters Score -1003388 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Entering Unmasked Estep Score: -677553.000000 Penalty: 2132.906738 Iteration 0F: 2 clusters Score -677553 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -673017.250000 Penalty: 4265.813477 Iteration 0F: 3 clusters Score -673017.2 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -676382.687500 Penalty: 4265.813477 Iteration 1F: 3 clusters Score -676382.7 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -678830.562500 Penalty: 4265.813477 Iteration 2F: 3 clusters Score -678830.6 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -679883.125000 Penalty: 4265.813477 Iteration 3F: 3 clusters Score -679883.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -680156.750000 Penalty: 4265.813477 Iteration 4Q: 3 clusters Score -680156.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -680260.187500 Penalty: 4265.813477 Iteration 5Q: 3 clusters Score -680260.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -680298.375000 Penalty: 4265.813477 Iteration 6Q: 3 clusters Score -680298.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -680319.437500 Penalty: 4265.813477 Iteration 7Q: 3 clusters Score -680319.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -680331.500000 Penalty: 4265.813477 Iteration 8Q: 3 clusters Score -680331.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -680335.562500 Penalty: 4265.813477 Iteration 9Q: 3 clusters Score -680335.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -680338.250000 Penalty: 4265.813477 Iteration 10Q: 3 clusters Score -680338.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -680338.250000 Penalty: 4265.813477 Iteration 11F: 3 clusters Score -680338.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 49697 members Mstep: Class 3 contains 8116 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 2949 members Mstep: Class 6 contains 45478 members Mstep: Class 7 contains 50350 members Mstep: Class 8 contains 3247 members Mstep: Class 9 contains 108003 members Mstep: Class 10 contains 144397 members Mstep: Class 11 contains 5006 members Mstep: Class 12 contains 5800 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40771 members Mstep: Class 15 contains 15164 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 65193 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11639 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8390 members Mstep: Class 22 contains 74487 members Mstep: Class 23 contains 427 members Mstep: Class 24 contains 4660 members Entering Unmasked Estep Score: -85881760.000000 Penalty: 79715.640625 Splitting cluster 4 changes total score from -85876000.000000 to -85881760.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 5 (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: -362378.593750 Penalty: 1981.326904 Iteration 0F: 2 clusters Score -362378.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -359225.656250 Penalty: 3962.653809 Iteration 0F: 3 clusters Score -359225.7 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -360257.812500 Penalty: 3962.653809 Iteration 1F: 3 clusters Score -360257.8 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -360712.718750 Penalty: 3962.653809 Iteration 2F: 3 clusters Score -360712.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -360964.468750 Penalty: 3962.653809 Iteration 3F: 3 clusters Score -360964.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -361124.281250 Penalty: 3962.653809 Iteration 4Q: 3 clusters Score -361124.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -361249.281250 Penalty: 3962.653809 Iteration 5Q: 3 clusters Score -361249.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -361373.343750 Penalty: 3962.653809 Iteration 6Q: 3 clusters Score -361373.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -361477.812500 Penalty: 3962.653809 Iteration 7Q: 3 clusters Score -361477.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -361617.500000 Penalty: 3962.653809 Iteration 8Q: 3 clusters Score -361617.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -361747.625000 Penalty: 3962.653809 Iteration 9Q: 3 clusters Score -361747.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -361898.062500 Penalty: 3962.653809 Iteration 10Q: 3 clusters Score -361898.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -362025.125000 Penalty: 3962.653809 Iteration 11Q: 3 clusters Score -362025.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -362119.687500 Penalty: 3962.653809 Iteration 12Q: 3 clusters Score -362119.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -362197.250000 Penalty: 3962.653809 Iteration 13Q: 3 clusters Score -362197.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -362254.218750 Penalty: 3962.653809 Iteration 14Q: 3 clusters Score -362254.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -362314.343750 Penalty: 3962.653809 Iteration 15Q: 3 clusters Score -362314.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -362353.375000 Penalty: 3962.653809 Iteration 16Q: 3 clusters Score -362353.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -362390.093750 Penalty: 3962.653809 Iteration 17Q: 3 clusters Score -362390.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -362420.437500 Penalty: 3962.653809 Iteration 18Q: 3 clusters Score -362420.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -362463.812500 Penalty: 3962.653809 Iteration 19Q: 3 clusters Score -362463.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -362500.468750 Penalty: 3962.653809 Iteration 20F: 3 clusters Score -362500.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -362529.468750 Penalty: 3962.653809 Iteration 21Q: 3 clusters Score -362529.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -362549.687500 Penalty: 3962.653809 Iteration 22Q: 3 clusters Score -362549.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -362568.187500 Penalty: 3962.653809 Iteration 23Q: 3 clusters Score -362568.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -362578.906250 Penalty: 3962.653809 Iteration 24Q: 3 clusters Score -362578.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -362589.968750 Penalty: 3962.653809 Iteration 25Q: 3 clusters Score -362590 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -362601.031250 Penalty: 3962.653809 Iteration 26Q: 3 clusters Score -362601 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -362610.218750 Penalty: 3962.653809 Iteration 27Q: 3 clusters Score -362610.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -362624.562500 Penalty: 3962.653809 Iteration 28Q: 3 clusters Score -362624.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -362631.562500 Penalty: 3962.653809 Iteration 29Q: 3 clusters Score -362631.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -362635.968750 Penalty: 3962.653809 Iteration 30Q: 3 clusters Score -362636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -362635.968750 Penalty: 3962.653809 Iteration 31F: 3 clusters Score -362636 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 49697 members Mstep: Class 3 contains 8116 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 45478 members Mstep: Class 7 contains 50350 members Mstep: Class 8 contains 3247 members Mstep: Class 9 contains 108003 members Mstep: Class 10 contains 144397 members Mstep: Class 11 contains 5006 members Mstep: Class 12 contains 5800 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40771 members Mstep: Class 15 contains 15164 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 65193 members Mstep: Class 18 contains 1418 members Mstep: Class 19 contains 11639 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8390 members Mstep: Class 22 contains 74487 members Mstep: Class 23 contains 427 members Mstep: Class 24 contains 4660 members Mstep: Class 25 contains 2374 members Entering Unmasked Estep Score: -85880696.000000 Penalty: 83037.125000 Splitting cluster 5 changes total score from -85876000.000000 to -85880696.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 6 (45478 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45478 members Entering Unmasked Estep Score: -6136776.500000 Penalty: 2659.796143 Iteration 0F: 2 clusters Score -6136776 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22745 members Mstep: Class 2 contains 22733 members Entering Unmasked Estep Score: -6106019.000000 Penalty: 5319.592285 Iteration 0F: 3 clusters Score -6106019 nChanged 20859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22650 members Mstep: Class 2 contains 22828 members Entering Unmasked Estep Score: -6117411.500000 Penalty: 5319.592285 Iteration 1F: 3 clusters Score -6117412 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22527 members Mstep: Class 2 contains 22951 members Entering Unmasked Estep Score: -6117810.000000 Penalty: 5319.592285 Iteration 2Q: 3 clusters Score -6117810 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22353 members Mstep: Class 2 contains 23125 members Entering Unmasked Estep Score: -6118209.000000 Penalty: 5319.592285 Iteration 3Q: 3 clusters Score -6118209 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22087 members Mstep: Class 2 contains 23391 members Entering Unmasked Estep Score: -6118571.000000 Penalty: 5319.592285 Iteration 4Q: 3 clusters Score -6118571 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21644 members Mstep: Class 2 contains 23834 members Entering Unmasked Estep Score: -6118918.500000 Penalty: 5319.592285 Iteration 5Q: 3 clusters Score -6118918 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20958 members Mstep: Class 2 contains 24520 members Entering Unmasked Estep Score: -6119350.500000 Penalty: 5319.592285 Iteration 6Q: 3 clusters Score -6119350 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19977 members Mstep: Class 2 contains 25501 members Entering Unmasked Estep Score: -6119879.000000 Penalty: 5319.592285 Iteration 7Q: 3 clusters Score -6119879 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18685 members Mstep: Class 2 contains 26793 members Entering Unmasked Estep Score: -6120608.000000 Penalty: 5319.592285 Iteration 8Q: 3 clusters Score -6120608 nChanged 2132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16981 members Mstep: Class 2 contains 28497 members Entering Unmasked Estep Score: -6121597.000000 Penalty: 5319.592285 Iteration 9Q: 3 clusters Score -6121597 nChanged 2483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14818 members Mstep: Class 2 contains 30660 members Entering Unmasked Estep Score: -6122992.500000 Penalty: 5319.592285 Iteration 10F: 3 clusters Score -6122992 nChanged 2767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12251 members Mstep: Class 2 contains 33227 members Entering Unmasked Estep Score: -6124875.000000 Penalty: 5319.592285 Iteration 11F: 3 clusters Score -6124875 nChanged 2804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9559 members Mstep: Class 2 contains 35919 members Entering Unmasked Estep Score: -6126961.500000 Penalty: 5319.592285 Iteration 12F: 3 clusters Score -6126962 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 38491 members Entering Unmasked Estep Score: -6129065.000000 Penalty: 5319.592285 Iteration 13F: 3 clusters Score -6129065 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 40678 members Entering Unmasked Estep Score: -6130818.000000 Penalty: 5319.592285 Iteration 14Q: 3 clusters Score -6130818 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 42384 members Entering Unmasked Estep Score: -6132202.500000 Penalty: 5319.592285 Iteration 15Q: 3 clusters Score -6132202 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 43529 members Entering Unmasked Estep Score: -6133125.000000 Penalty: 5319.592285 Iteration 16Q: 3 clusters Score -6133125 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 44221 members Entering Unmasked Estep Score: -6133677.500000 Penalty: 5319.592285 Iteration 17Q: 3 clusters Score -6133678 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 44600 members Entering Unmasked Estep Score: -6133967.000000 Penalty: 5319.592285 Iteration 18Q: 3 clusters Score -6133967 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 44805 members Entering Unmasked Estep Score: -6134148.500000 Penalty: 5319.592285 Iteration 19Q: 3 clusters Score -6134148 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 44921 members Entering Unmasked Estep Score: -6134257.000000 Penalty: 5319.592285 Iteration 20F: 3 clusters Score -6134257 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 44975 members Entering Unmasked Estep Score: -6134310.000000 Penalty: 5319.592285 Iteration 21Q: 3 clusters Score -6134310 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 45003 members Entering Unmasked Estep Score: -6134338.000000 Penalty: 5319.592285 Iteration 22Q: 3 clusters Score -6134338 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 45025 members Entering Unmasked Estep Score: -6134363.500000 Penalty: 5319.592285 Iteration 23Q: 3 clusters Score -6134364 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 45042 members Entering Unmasked Estep Score: -6134375.500000 Penalty: 5319.592285 Iteration 24Q: 3 clusters Score -6134376 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 45054 members Entering Unmasked Estep Score: -6134388.000000 Penalty: 5319.592285 Iteration 25Q: 3 clusters Score -6134388 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 45069 members Entering Unmasked Estep Score: -6134396.500000 Penalty: 5319.592285 Iteration 26Q: 3 clusters Score -6134396 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 45078 members Entering Unmasked Estep Score: -6134408.000000 Penalty: 5319.592285 Iteration 27Q: 3 clusters Score -6134408 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 45085 members Entering Unmasked Estep Score: -6134406.500000 Penalty: 5319.592285 Iteration 28Q: 3 clusters Score -6134406 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 45092 members Entering Unmasked Estep Score: -6134412.500000 Penalty: 5319.592285 Iteration 29Q: 3 clusters Score -6134412 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 45098 members Entering Unmasked Estep Score: -6134430.000000 Penalty: 5319.592285 Iteration 30Q: 3 clusters Score -6134430 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 45106 members Entering Unmasked Estep Score: -6134437.500000 Penalty: 5319.592285 Iteration 31Q: 3 clusters Score -6134438 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 45117 members Entering Unmasked Estep Score: -6134430.000000 Penalty: 5319.592285 Iteration 32Q: 3 clusters Score -6134430 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 45124 members Entering Unmasked Estep Score: -6134443.500000 Penalty: 5319.592285 Iteration 33Q: 3 clusters Score -6134444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 45129 members Entering Unmasked Estep Score: -6134452.000000 Penalty: 5319.592285 Iteration 34Q: 3 clusters Score -6134452 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 45135 members Entering Unmasked Estep Score: -6134454.500000 Penalty: 5319.592285 Iteration 35Q: 3 clusters Score -6134454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 45144 members Entering Unmasked Estep Score: -6134461.500000 Penalty: 5319.592285 Iteration 36Q: 3 clusters Score -6134462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 45149 members Entering Unmasked Estep Score: -6134473.000000 Penalty: 5319.592285 Iteration 37Q: 3 clusters Score -6134473 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 45152 members Entering Unmasked Estep Score: -6134473.000000 Penalty: 5319.592285 Iteration 38Q: 3 clusters Score -6134473 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 45153 members Entering Unmasked Estep Score: -6134471.500000 Penalty: 5319.592285 Iteration 39Q: 3 clusters Score -6134472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 45154 members Entering Unmasked Estep Score: -6134471.500000 Penalty: 5319.592285 Iteration 40F: 3 clusters Score -6134472 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 45155 members Entering Unmasked Estep Score: -6134474.500000 Penalty: 5319.592285 Iteration 41Q: 3 clusters Score -6134474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 45156 members Entering Unmasked Estep Score: -6134473.500000 Penalty: 5319.592285 Iteration 42Q: 3 clusters Score -6134474 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 45159 members Entering Unmasked Estep Score: -6134481.500000 Penalty: 5319.592285 Iteration 43Q: 3 clusters Score -6134482 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 45159 members Entering Unmasked Estep Score: -6134481.500000 Penalty: 5319.592285 Iteration 44F: 3 clusters Score -6134482 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (50350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50350 members Entering Unmasked Estep Score: -6736837.000000 Penalty: 2685.034912 Iteration 0F: 2 clusters Score -6736837 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25317 members Mstep: Class 2 contains 25033 members Entering Unmasked Estep Score: -6702931.000000 Penalty: 5370.069824 Iteration 0F: 3 clusters Score -6702931 nChanged 23320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27765 members Mstep: Class 2 contains 22585 members Entering Unmasked Estep Score: -6716666.500000 Penalty: 5370.069824 Iteration 1F: 3 clusters Score -6716666 nChanged 3012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29505 members Mstep: Class 2 contains 20845 members Entering Unmasked Estep Score: -6718192.000000 Penalty: 5370.069824 Iteration 2F: 3 clusters Score -6718192 nChanged 3498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31833 members Mstep: Class 2 contains 18517 members Entering Unmasked Estep Score: -6720360.500000 Penalty: 5370.069824 Iteration 3F: 3 clusters Score -6720360 nChanged 3758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34627 members Mstep: Class 2 contains 15723 members Entering Unmasked Estep Score: -6722981.000000 Penalty: 5370.069824 Iteration 4F: 3 clusters Score -6722981 nChanged 3676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37541 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -6725608.000000 Penalty: 5370.069824 Iteration 5F: 3 clusters Score -6725608 nChanged 3221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40286 members Mstep: Class 2 contains 10064 members Entering Unmasked Estep Score: -6727951.000000 Penalty: 5370.069824 Iteration 6F: 3 clusters Score -6727951 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42731 members Mstep: Class 2 contains 7619 members Entering Unmasked Estep Score: -6729851.500000 Penalty: 5370.069824 Iteration 7F: 3 clusters Score -6729852 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44708 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -6731318.500000 Penalty: 5370.069824 Iteration 8Q: 3 clusters Score -6731318 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46259 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -6732387.000000 Penalty: 5370.069824 Iteration 9Q: 3 clusters Score -6732387 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47399 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -6733145.500000 Penalty: 5370.069824 Iteration 10Q: 3 clusters Score -6733146 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48207 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -6733659.500000 Penalty: 5370.069824 Iteration 11Q: 3 clusters Score -6733660 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48769 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -6734007.500000 Penalty: 5370.069824 Iteration 12Q: 3 clusters Score -6734008 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49128 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -6734246.500000 Penalty: 5370.069824 Iteration 13Q: 3 clusters Score -6734246 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49343 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -6734375.500000 Penalty: 5370.069824 Iteration 14Q: 3 clusters Score -6734376 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49464 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -6734453.500000 Penalty: 5370.069824 Iteration 15Q: 3 clusters Score -6734454 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49552 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -6734499.500000 Penalty: 5370.069824 Iteration 16Q: 3 clusters Score -6734500 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49602 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -6734552.500000 Penalty: 5370.069824 Iteration 17Q: 3 clusters Score -6734552 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49639 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -6734572.000000 Penalty: 5370.069824 Iteration 18Q: 3 clusters Score -6734572 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49669 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -6734603.000000 Penalty: 5370.069824 Iteration 19Q: 3 clusters Score -6734603 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49693 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -6734618.500000 Penalty: 5370.069824 Iteration 20F: 3 clusters Score -6734618 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49708 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -6734624.000000 Penalty: 5370.069824 Iteration 21Q: 3 clusters Score -6734624 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49719 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -6734631.000000 Penalty: 5370.069824 Iteration 22Q: 3 clusters Score -6734631 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49733 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -6734638.000000 Penalty: 5370.069824 Iteration 23Q: 3 clusters Score -6734638 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49741 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -6734639.500000 Penalty: 5370.069824 Iteration 24Q: 3 clusters Score -6734640 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49742 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -6734641.000000 Penalty: 5370.069824 Iteration 25Q: 3 clusters Score -6734641 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49743 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -6734635.500000 Penalty: 5370.069824 Iteration 26Q: 3 clusters Score -6734636 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49744 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -6734647.500000 Penalty: 5370.069824 Iteration 27Q: 3 clusters Score -6734648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49747 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -6734645.500000 Penalty: 5370.069824 Iteration 28Q: 3 clusters Score -6734646 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49747 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -6734646.000000 Penalty: 5370.069824 Iteration 29Q: 3 clusters Score -6734646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49746 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -6734646.000000 Penalty: 5370.069824 Iteration 30Q: 3 clusters Score -6734646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49746 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -6734646.000000 Penalty: 5370.069824 Iteration 31F: 3 clusters Score -6734646 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3247 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Entering Unmasked Estep Score: -414422.031250 Penalty: 2005.200684 Iteration 0F: 2 clusters Score -414422 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 1624 members Entering Unmasked Estep Score: -410988.156250 Penalty: 4010.401367 Iteration 0F: 3 clusters Score -410988.2 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -411692.281250 Penalty: 4010.401367 Iteration 1F: 3 clusters Score -411692.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -411849.468750 Penalty: 4010.401367 Iteration 2F: 3 clusters Score -411849.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -411946.781250 Penalty: 4010.401367 Iteration 3Q: 3 clusters Score -411946.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -412010.281250 Penalty: 4010.401367 Iteration 4Q: 3 clusters Score -412010.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -412049.218750 Penalty: 4010.401367 Iteration 5Q: 3 clusters Score -412049.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -412073.062500 Penalty: 4010.401367 Iteration 6Q: 3 clusters Score -412073.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -412091.406250 Penalty: 4010.401367 Iteration 7Q: 3 clusters Score -412091.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -412103.500000 Penalty: 4010.401367 Iteration 8Q: 3 clusters Score -412103.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -412112.062500 Penalty: 4010.401367 Iteration 9Q: 3 clusters Score -412112.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -412120.000000 Penalty: 4010.401367 Iteration 10Q: 3 clusters Score -412120 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -412127.906250 Penalty: 4010.401367 Iteration 11Q: 3 clusters Score -412127.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -412136.156250 Penalty: 4010.401367 Iteration 12Q: 3 clusters Score -412136.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -412142.687500 Penalty: 4010.401367 Iteration 13Q: 3 clusters Score -412142.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -412149.187500 Penalty: 4010.401367 Iteration 14Q: 3 clusters Score -412149.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -412154.750000 Penalty: 4010.401367 Iteration 15Q: 3 clusters Score -412154.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -412158.093750 Penalty: 4010.401367 Iteration 16Q: 3 clusters Score -412158.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -412163.093750 Penalty: 4010.401367 Iteration 17Q: 3 clusters Score -412163.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -412166.468750 Penalty: 4010.401367 Iteration 18Q: 3 clusters Score -412166.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -412167.656250 Penalty: 4010.401367 Iteration 19Q: 3 clusters Score -412167.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -412172.375000 Penalty: 4010.401367 Iteration 20F: 3 clusters Score -412172.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -412175.187500 Penalty: 4010.401367 Iteration 21Q: 3 clusters Score -412175.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -412180.750000 Penalty: 4010.401367 Iteration 22Q: 3 clusters Score -412180.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -412182.187500 Penalty: 4010.401367 Iteration 23Q: 3 clusters Score -412182.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -412183.906250 Penalty: 4010.401367 Iteration 24Q: 3 clusters Score -412183.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -412189.125000 Penalty: 4010.401367 Iteration 25Q: 3 clusters Score -412189.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -412190.625000 Penalty: 4010.401367 Iteration 26Q: 3 clusters Score -412190.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -412193.937500 Penalty: 4010.401367 Iteration 27Q: 3 clusters Score -412193.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -412198.125000 Penalty: 4010.401367 Iteration 28Q: 3 clusters Score -412198.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -412201.937500 Penalty: 4010.401367 Iteration 29Q: 3 clusters Score -412201.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -412204.937500 Penalty: 4010.401367 Iteration 30Q: 3 clusters Score -412204.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -412208.125000 Penalty: 4010.401367 Iteration 31Q: 3 clusters Score -412208.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -412212.375000 Penalty: 4010.401367 Iteration 32Q: 3 clusters Score -412212.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -412216.718750 Penalty: 4010.401367 Iteration 33Q: 3 clusters Score -412216.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -412219.375000 Penalty: 4010.401367 Iteration 34Q: 3 clusters Score -412219.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -412221.843750 Penalty: 4010.401367 Iteration 35Q: 3 clusters Score -412221.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -412222.625000 Penalty: 4010.401367 Iteration 36Q: 3 clusters Score -412222.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -412223.312500 Penalty: 4010.401367 Iteration 37Q: 3 clusters Score -412223.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -412223.312500 Penalty: 4010.401367 Iteration 38F: 3 clusters Score -412223.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (108003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108003 members Entering Unmasked Estep Score: -14270691.000000 Penalty: 2874.298828 Iteration 0F: 2 clusters Score -1.427069e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53869 members Mstep: Class 2 contains 54134 members Entering Unmasked Estep Score: -14198514.000000 Penalty: 5748.597656 Iteration 0F: 3 clusters Score -1.419851e+07 nChanged 51212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52187 members Mstep: Class 2 contains 55816 members Entering Unmasked Estep Score: -14227799.000000 Penalty: 5748.597656 Iteration 1F: 3 clusters Score -1.42278e+07 nChanged 3624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51071 members Mstep: Class 2 contains 56932 members Entering Unmasked Estep Score: -14228623.000000 Penalty: 5748.597656 Iteration 2Q: 3 clusters Score -1.422862e+07 nChanged 3763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49214 members Mstep: Class 2 contains 58789 members Entering Unmasked Estep Score: -14229739.000000 Penalty: 5748.597656 Iteration 3Q: 3 clusters Score -1.422974e+07 nChanged 4209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46467 members Mstep: Class 2 contains 61536 members Entering Unmasked Estep Score: -14231198.000000 Penalty: 5748.597656 Iteration 4Q: 3 clusters Score -1.42312e+07 nChanged 5025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42388 members Mstep: Class 2 contains 65615 members Entering Unmasked Estep Score: -14233258.000000 Penalty: 5748.597656 Iteration 5Q: 3 clusters Score -1.423326e+07 nChanged 6217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36805 members Mstep: Class 2 contains 71198 members Entering Unmasked Estep Score: -14236661.000000 Penalty: 5748.597656 Iteration 6F: 3 clusters Score -1.423666e+07 nChanged 7572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29579 members Mstep: Class 2 contains 78424 members Entering Unmasked Estep Score: -14241928.000000 Penalty: 5748.597656 Iteration 7F: 3 clusters Score -1.424193e+07 nChanged 8425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21322 members Mstep: Class 2 contains 86681 members Entering Unmasked Estep Score: -14249179.000000 Penalty: 5748.597656 Iteration 8F: 3 clusters Score -1.424918e+07 nChanged 8024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13366 members Mstep: Class 2 contains 94637 members Entering Unmasked Estep Score: -14256570.000000 Penalty: 5748.597656 Iteration 9F: 3 clusters Score -1.425657e+07 nChanged 6032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 100649 members Entering Unmasked Estep Score: -14262309.000000 Penalty: 5748.597656 Iteration 10F: 3 clusters Score -1.426231e+07 nChanged 3632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 104255 members Entering Unmasked Estep Score: -14265452.000000 Penalty: 5748.597656 Iteration 11Q: 3 clusters Score -1.426545e+07 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 105999 members Entering Unmasked Estep Score: -14266945.000000 Penalty: 5748.597656 Iteration 12Q: 3 clusters Score -1.426694e+07 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 106810 members Entering Unmasked Estep Score: -14267524.000000 Penalty: 5748.597656 Iteration 13Q: 3 clusters Score -1.426752e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 107151 members Entering Unmasked Estep Score: -14267835.000000 Penalty: 5748.597656 Iteration 14Q: 3 clusters Score -1.426784e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 107303 members Entering Unmasked Estep Score: -14267962.000000 Penalty: 5748.597656 Iteration 15Q: 3 clusters Score -1.426796e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 107385 members Entering Unmasked Estep Score: -14268032.000000 Penalty: 5748.597656 Iteration 16Q: 3 clusters Score -1.426803e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 107424 members Entering Unmasked Estep Score: -14268094.000000 Penalty: 5748.597656 Iteration 17Q: 3 clusters Score -1.426809e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 107455 members Entering Unmasked Estep Score: -14268129.000000 Penalty: 5748.597656 Iteration 18Q: 3 clusters Score -1.426813e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 107476 members Entering Unmasked Estep Score: -14268167.000000 Penalty: 5748.597656 Iteration 19Q: 3 clusters Score -1.426817e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 107504 members Entering Unmasked Estep Score: -14268201.000000 Penalty: 5748.597656 Iteration 20F: 3 clusters Score -1.42682e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 107514 members Entering Unmasked Estep Score: -14268223.000000 Penalty: 5748.597656 Iteration 21Q: 3 clusters Score -1.426822e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 107518 members Entering Unmasked Estep Score: -14268246.000000 Penalty: 5748.597656 Iteration 22Q: 3 clusters Score -1.426825e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 107525 members Entering Unmasked Estep Score: -14268246.000000 Penalty: 5748.597656 Iteration 23Q: 3 clusters Score -1.426825e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 107526 members Entering Unmasked Estep Score: -14268256.000000 Penalty: 5748.597656 Iteration 24Q: 3 clusters Score -1.426826e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 107528 members Entering Unmasked Estep Score: -14268281.000000 Penalty: 5748.597656 Iteration 25Q: 3 clusters Score -1.426828e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 107535 members Entering Unmasked Estep Score: -14268284.000000 Penalty: 5748.597656 Iteration 26Q: 3 clusters Score -1.426828e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 107536 members Entering Unmasked Estep Score: -14268299.000000 Penalty: 5748.597656 Iteration 27Q: 3 clusters Score -1.42683e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 107531 members Entering Unmasked Estep Score: -14268321.000000 Penalty: 5748.597656 Iteration 28Q: 3 clusters Score -1.426832e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 107534 members Entering Unmasked Estep Score: -14268331.000000 Penalty: 5748.597656 Iteration 29Q: 3 clusters Score -1.426833e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 107534 members Entering Unmasked Estep Score: -14268333.000000 Penalty: 5748.597656 Iteration 30Q: 3 clusters Score -1.426833e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 107533 members Entering Unmasked Estep Score: -14268330.000000 Penalty: 5748.597656 Iteration 31Q: 3 clusters Score -1.426833e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 107530 members Entering Unmasked Estep Score: -14268343.000000 Penalty: 5748.597656 Iteration 32Q: 3 clusters Score -1.426834e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 107531 members Entering Unmasked Estep Score: -14268337.000000 Penalty: 5748.597656 Iteration 33Q: 3 clusters Score -1.426834e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 107532 members Entering Unmasked Estep Score: -14268340.000000 Penalty: 5748.597656 Iteration 34Q: 3 clusters Score -1.426834e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 107533 members Entering Unmasked Estep Score: -14268333.000000 Penalty: 5748.597656 Iteration 35Q: 3 clusters Score -1.426833e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 107535 members Entering Unmasked Estep Score: -14268346.000000 Penalty: 5748.597656 Iteration 36Q: 3 clusters Score -1.426835e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 107536 members Entering Unmasked Estep Score: -14268348.000000 Penalty: 5748.597656 Iteration 37Q: 3 clusters Score -1.426835e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 107537 members Entering Unmasked Estep Score: -14268352.000000 Penalty: 5748.597656 Iteration 38Q: 3 clusters Score -1.426835e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 107537 members Entering Unmasked Estep Score: -14268352.000000 Penalty: 5748.597656 Iteration 39F: 3 clusters Score -1.426835e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (144397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144397 members Entering Unmasked Estep Score: -19424992.000000 Penalty: 2946.319824 Iteration 0F: 2 clusters Score -1.942499e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72294 members Mstep: Class 2 contains 72103 members Entering Unmasked Estep Score: -19332968.000000 Penalty: 5892.639648 Iteration 0F: 3 clusters Score -1.933297e+07 nChanged 68856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74550 members Mstep: Class 2 contains 69847 members Entering Unmasked Estep Score: -19372400.000000 Penalty: 5892.639648 Iteration 1F: 3 clusters Score -1.93724e+07 nChanged 3699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75995 members Mstep: Class 2 contains 68402 members Entering Unmasked Estep Score: -19373010.000000 Penalty: 5892.639648 Iteration 2Q: 3 clusters Score -1.937301e+07 nChanged 4009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78348 members Mstep: Class 2 contains 66049 members Entering Unmasked Estep Score: -19373868.000000 Penalty: 5892.639648 Iteration 3Q: 3 clusters Score -1.937387e+07 nChanged 4878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82060 members Mstep: Class 2 contains 62337 members Entering Unmasked Estep Score: -19375438.000000 Penalty: 5892.639648 Iteration 4Q: 3 clusters Score -1.937544e+07 nChanged 6564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87782 members Mstep: Class 2 contains 56615 members Entering Unmasked Estep Score: -19378400.000000 Penalty: 5892.639648 Iteration 5Q: 3 clusters Score -1.93784e+07 nChanged 9079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96157 members Mstep: Class 2 contains 48240 members Entering Unmasked Estep Score: -19383692.000000 Penalty: 5892.639648 Iteration 6F: 3 clusters Score -1.938369e+07 nChanged 11498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106985 members Mstep: Class 2 contains 37412 members Entering Unmasked Estep Score: -19391716.000000 Penalty: 5892.639648 Iteration 7F: 3 clusters Score -1.939172e+07 nChanged 12147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118526 members Mstep: Class 2 contains 25871 members Entering Unmasked Estep Score: -19401398.000000 Penalty: 5892.639648 Iteration 8F: 3 clusters Score -1.94014e+07 nChanged 10379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128413 members Mstep: Class 2 contains 15984 members Entering Unmasked Estep Score: -19410142.000000 Penalty: 5892.639648 Iteration 9F: 3 clusters Score -1.941014e+07 nChanged 7156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135299 members Mstep: Class 2 contains 9098 members Entering Unmasked Estep Score: -19416256.000000 Penalty: 5892.639648 Iteration 10Q: 3 clusters Score -1.941626e+07 nChanged 4179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139368 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -19419540.000000 Penalty: 5892.639648 Iteration 11Q: 3 clusters Score -1.941954e+07 nChanged 2214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141548 members Mstep: Class 2 contains 2849 members Entering Unmasked Estep Score: -19421158.000000 Penalty: 5892.639648 Iteration 12Q: 3 clusters Score -1.942116e+07 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142596 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -19421928.000000 Penalty: 5892.639648 Iteration 13Q: 3 clusters Score -1.942193e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143064 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -19422378.000000 Penalty: 5892.639648 Iteration 14Q: 3 clusters Score -1.942238e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143270 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -19422714.000000 Penalty: 5892.639648 Iteration 15Q: 3 clusters Score -1.942271e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143349 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -19423052.000000 Penalty: 5892.639648 Iteration 16Q: 3 clusters Score -1.942305e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143298 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -19423394.000000 Penalty: 5892.639648 Iteration 17Q: 3 clusters Score -1.942339e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143177 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -19423768.000000 Penalty: 5892.639648 Iteration 18Q: 3 clusters Score -1.942377e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143041 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -19424034.000000 Penalty: 5892.639648 Iteration 19Q: 3 clusters Score -1.942403e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142902 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -19424240.000000 Penalty: 5892.639648 Iteration 20F: 3 clusters Score -1.942424e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142763 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -19424368.000000 Penalty: 5892.639648 Iteration 21Q: 3 clusters Score -1.942437e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142654 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -19424468.000000 Penalty: 5892.639648 Iteration 22Q: 3 clusters Score -1.942447e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142570 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -19424518.000000 Penalty: 5892.639648 Iteration 23Q: 3 clusters Score -1.942452e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142500 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -19424566.000000 Penalty: 5892.639648 Iteration 24Q: 3 clusters Score -1.942457e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142448 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -19424588.000000 Penalty: 5892.639648 Iteration 25Q: 3 clusters Score -1.942459e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142414 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -19424620.000000 Penalty: 5892.639648 Iteration 26Q: 3 clusters Score -1.942462e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142382 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -19424632.000000 Penalty: 5892.639648 Iteration 27Q: 3 clusters Score -1.942463e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142355 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -19424668.000000 Penalty: 5892.639648 Iteration 28Q: 3 clusters Score -1.942467e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142330 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -19424656.000000 Penalty: 5892.639648 Iteration 29Q: 3 clusters Score -1.942466e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142309 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -19424640.000000 Penalty: 5892.639648 Iteration 30Q: 3 clusters Score -1.942464e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142295 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -19424662.000000 Penalty: 5892.639648 Iteration 31Q: 3 clusters Score -1.942466e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142288 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -19424674.000000 Penalty: 5892.639648 Iteration 32Q: 3 clusters Score -1.942467e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142272 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -19424670.000000 Penalty: 5892.639648 Iteration 33Q: 3 clusters Score -1.942467e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142254 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -19424682.000000 Penalty: 5892.639648 Iteration 34Q: 3 clusters Score -1.942468e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142238 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -19424696.000000 Penalty: 5892.639648 Iteration 35Q: 3 clusters Score -1.94247e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142231 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -19424710.000000 Penalty: 5892.639648 Iteration 36Q: 3 clusters Score -1.942471e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142227 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -19424702.000000 Penalty: 5892.639648 Iteration 37Q: 3 clusters Score -1.94247e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142224 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -19424698.000000 Penalty: 5892.639648 Iteration 38Q: 3 clusters Score -1.94247e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142223 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -19424694.000000 Penalty: 5892.639648 Iteration 39Q: 3 clusters Score -1.942469e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142222 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -19424700.000000 Penalty: 5892.639648 Iteration 40F: 3 clusters Score -1.94247e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142221 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -19424710.000000 Penalty: 5892.639648 Iteration 41Q: 3 clusters Score -1.942471e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142220 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -19424708.000000 Penalty: 5892.639648 Iteration 42Q: 3 clusters Score -1.942471e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142217 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -19424710.000000 Penalty: 5892.639648 Iteration 43Q: 3 clusters Score -1.942471e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142215 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -19424708.000000 Penalty: 5892.639648 Iteration 44Q: 3 clusters Score -1.942471e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142215 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -19424708.000000 Penalty: 5892.639648 Iteration 45F: 3 clusters Score -1.942471e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (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: -664194.875000 Penalty: 2112.561279 Iteration 0F: 2 clusters Score -664194.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -659687.062500 Penalty: 4225.122559 Iteration 0F: 3 clusters Score -659687.1 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -660843.312500 Penalty: 4225.122559 Iteration 1F: 3 clusters Score -660843.3 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -661189.500000 Penalty: 4225.122559 Iteration 2F: 3 clusters Score -661189.5 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -661508.250000 Penalty: 4225.122559 Iteration 3F: 3 clusters Score -661508.2 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -661761.312500 Penalty: 4225.122559 Iteration 4F: 3 clusters Score -661761.3 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -661993.250000 Penalty: 4225.122559 Iteration 5F: 3 clusters Score -661993.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -662210.375000 Penalty: 4225.122559 Iteration 6F: 3 clusters Score -662210.4 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -662406.687500 Penalty: 4225.122559 Iteration 7Q: 3 clusters Score -662406.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -662566.000000 Penalty: 4225.122559 Iteration 8Q: 3 clusters Score -662566 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -662693.812500 Penalty: 4225.122559 Iteration 9Q: 3 clusters Score -662693.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -662762.562500 Penalty: 4225.122559 Iteration 10Q: 3 clusters Score -662762.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -662818.437500 Penalty: 4225.122559 Iteration 11Q: 3 clusters Score -662818.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -662847.375000 Penalty: 4225.122559 Iteration 12Q: 3 clusters Score -662847.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -662875.687500 Penalty: 4225.122559 Iteration 13Q: 3 clusters Score -662875.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 4342 members Entering Unmasked Estep Score: -662900.937500 Penalty: 4225.122559 Iteration 14Q: 3 clusters Score -662900.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -662915.125000 Penalty: 4225.122559 Iteration 15Q: 3 clusters Score -662915.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -662926.625000 Penalty: 4225.122559 Iteration 16Q: 3 clusters Score -662926.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -662933.500000 Penalty: 4225.122559 Iteration 17Q: 3 clusters Score -662933.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -662943.500000 Penalty: 4225.122559 Iteration 18Q: 3 clusters Score -662943.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -662955.625000 Penalty: 4225.122559 Iteration 19Q: 3 clusters Score -662955.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -662967.000000 Penalty: 4225.122559 Iteration 20F: 3 clusters Score -662967 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -662975.562500 Penalty: 4225.122559 Iteration 21Q: 3 clusters Score -662975.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -662983.125000 Penalty: 4225.122559 Iteration 22Q: 3 clusters Score -662983.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -662988.750000 Penalty: 4225.122559 Iteration 23Q: 3 clusters Score -662988.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -662995.312500 Penalty: 4225.122559 Iteration 24Q: 3 clusters Score -662995.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -662998.562500 Penalty: 4225.122559 Iteration 25Q: 3 clusters Score -662998.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -663000.187500 Penalty: 4225.122559 Iteration 26Q: 3 clusters Score -663000.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -663006.937500 Penalty: 4225.122559 Iteration 27Q: 3 clusters Score -663006.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -663010.500000 Penalty: 4225.122559 Iteration 28Q: 3 clusters Score -663010.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -663012.812500 Penalty: 4225.122559 Iteration 29Q: 3 clusters Score -663012.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4510 members Entering Unmasked Estep Score: -663016.000000 Penalty: 4225.122559 Iteration 30Q: 3 clusters Score -663016 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -663015.750000 Penalty: 4225.122559 Iteration 31Q: 3 clusters Score -663015.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -663017.062500 Penalty: 4225.122559 Iteration 32Q: 3 clusters Score -663017.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -663017.062500 Penalty: 4225.122559 Iteration 33F: 3 clusters Score -663017.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5800 members Entering Unmasked Estep Score: -733200.875000 Penalty: 2149.072021 Iteration 0F: 2 clusters Score -733200.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -728107.750000 Penalty: 4298.144043 Iteration 0F: 3 clusters Score -728107.8 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -729360.312500 Penalty: 4298.144043 Iteration 1F: 3 clusters Score -729360.3 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -729585.125000 Penalty: 4298.144043 Iteration 2F: 3 clusters Score -729585.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -729738.812500 Penalty: 4298.144043 Iteration 3Q: 3 clusters Score -729738.8 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -729863.687500 Penalty: 4298.144043 Iteration 4Q: 3 clusters Score -729863.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -729986.187500 Penalty: 4298.144043 Iteration 5Q: 3 clusters Score -729986.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -730100.562500 Penalty: 4298.144043 Iteration 6Q: 3 clusters Score -730100.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -730192.812500 Penalty: 4298.144043 Iteration 7Q: 3 clusters Score -730192.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -730264.437500 Penalty: 4298.144043 Iteration 8Q: 3 clusters Score -730264.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -730334.375000 Penalty: 4298.144043 Iteration 9Q: 3 clusters Score -730334.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -730413.812500 Penalty: 4298.144043 Iteration 10Q: 3 clusters Score -730413.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -730486.750000 Penalty: 4298.144043 Iteration 11Q: 3 clusters Score -730486.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -730555.437500 Penalty: 4298.144043 Iteration 12Q: 3 clusters Score -730555.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -730627.062500 Penalty: 4298.144043 Iteration 13Q: 3 clusters Score -730627.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -730709.375000 Penalty: 4298.144043 Iteration 14Q: 3 clusters Score -730709.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -730804.125000 Penalty: 4298.144043 Iteration 15Q: 3 clusters Score -730804.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -730893.625000 Penalty: 4298.144043 Iteration 16Q: 3 clusters Score -730893.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -730970.062500 Penalty: 4298.144043 Iteration 17Q: 3 clusters Score -730970.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -731035.812500 Penalty: 4298.144043 Iteration 18Q: 3 clusters Score -731035.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -731092.875000 Penalty: 4298.144043 Iteration 19Q: 3 clusters Score -731092.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -731135.000000 Penalty: 4298.144043 Iteration 20F: 3 clusters Score -731135 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -731167.812500 Penalty: 4298.144043 Iteration 21Q: 3 clusters Score -731167.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -731193.937500 Penalty: 4298.144043 Iteration 22Q: 3 clusters Score -731193.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -731212.687500 Penalty: 4298.144043 Iteration 23Q: 3 clusters Score -731212.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -731232.000000 Penalty: 4298.144043 Iteration 24Q: 3 clusters Score -731232 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -731244.437500 Penalty: 4298.144043 Iteration 25Q: 3 clusters Score -731244.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -731253.500000 Penalty: 4298.144043 Iteration 26Q: 3 clusters Score -731253.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -731264.812500 Penalty: 4298.144043 Iteration 27Q: 3 clusters Score -731264.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -731281.625000 Penalty: 4298.144043 Iteration 28Q: 3 clusters Score -731281.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -731293.312500 Penalty: 4298.144043 Iteration 29Q: 3 clusters Score -731293.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -731299.812500 Penalty: 4298.144043 Iteration 30Q: 3 clusters Score -731299.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -731305.187500 Penalty: 4298.144043 Iteration 31Q: 3 clusters Score -731305.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -731311.937500 Penalty: 4298.144043 Iteration 32Q: 3 clusters Score -731311.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -731318.312500 Penalty: 4298.144043 Iteration 33Q: 3 clusters Score -731318.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -731322.250000 Penalty: 4298.144043 Iteration 34Q: 3 clusters Score -731322.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -731327.375000 Penalty: 4298.144043 Iteration 35Q: 3 clusters Score -731327.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -731328.625000 Penalty: 4298.144043 Iteration 36Q: 3 clusters Score -731328.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -731331.375000 Penalty: 4298.144043 Iteration 37Q: 3 clusters Score -731331.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -731334.250000 Penalty: 4298.144043 Iteration 38Q: 3 clusters Score -731334.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -731335.937500 Penalty: 4298.144043 Iteration 39Q: 3 clusters Score -731335.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -731337.375000 Penalty: 4298.144043 Iteration 40F: 3 clusters Score -731337.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -731338.125000 Penalty: 4298.144043 Iteration 41Q: 3 clusters Score -731338.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -731338.125000 Penalty: 4298.144043 Iteration 42Q: 3 clusters Score -731338.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -731338.312500 Penalty: 4298.144043 Iteration 43Q: 3 clusters Score -731338.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -731338.312500 Penalty: 4298.144043 Iteration 44F: 3 clusters Score -731338.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Entering Unmasked Estep Score: -191465.640625 Penalty: 1807.823364 Iteration 0F: 2 clusters Score -191465.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -189203.171875 Penalty: 3615.646729 Iteration 0F: 3 clusters Score -189203.2 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -189653.656250 Penalty: 3615.646729 Iteration 1F: 3 clusters Score -189653.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -189786.812500 Penalty: 3615.646729 Iteration 2F: 3 clusters Score -189786.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -189856.140625 Penalty: 3615.646729 Iteration 3Q: 3 clusters Score -189856.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -189922.812500 Penalty: 3615.646729 Iteration 4Q: 3 clusters Score -189922.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -189991.312500 Penalty: 3615.646729 Iteration 5Q: 3 clusters Score -189991.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -190049.437500 Penalty: 3615.646729 Iteration 6Q: 3 clusters Score -190049.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -190094.109375 Penalty: 3615.646729 Iteration 7Q: 3 clusters Score -190094.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -190156.703125 Penalty: 3615.646729 Iteration 8Q: 3 clusters Score -190156.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -190209.703125 Penalty: 3615.646729 Iteration 9Q: 3 clusters Score -190209.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -190263.000000 Penalty: 3615.646729 Iteration 10Q: 3 clusters Score -190263 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -190355.343750 Penalty: 3615.646729 Iteration 11Q: 3 clusters Score -190355.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -190475.015625 Penalty: 3615.646729 Iteration 12Q: 3 clusters Score -190475 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -190586.718750 Penalty: 3615.646729 Iteration 13Q: 3 clusters Score -190586.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -190683.515625 Penalty: 3615.646729 Iteration 14Q: 3 clusters Score -190683.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -190767.328125 Penalty: 3615.646729 Iteration 15Q: 3 clusters Score -190767.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -190835.390625 Penalty: 3615.646729 Iteration 16Q: 3 clusters Score -190835.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -190876.734375 Penalty: 3615.646729 Iteration 17Q: 3 clusters Score -190876.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -190909.218750 Penalty: 3615.646729 Iteration 18Q: 3 clusters Score -190909.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -190925.296875 Penalty: 3615.646729 Iteration 19Q: 3 clusters Score -190925.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -190932.062500 Penalty: 3615.646729 Iteration 20F: 3 clusters Score -190932.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -190936.500000 Penalty: 3615.646729 Iteration 21Q: 3 clusters Score -190936.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -190942.125000 Penalty: 3615.646729 Iteration 22Q: 3 clusters Score -190942.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -190943.359375 Penalty: 3615.646729 Iteration 23Q: 3 clusters Score -190943.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -190944.125000 Penalty: 3615.646729 Iteration 24Q: 3 clusters Score -190944.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -190944.125000 Penalty: 3615.646729 Iteration 25F: 3 clusters Score -190944.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (40771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40771 members Entering Unmasked Estep Score: -5471051.500000 Penalty: 2632.700195 Iteration 0F: 2 clusters Score -5471052 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20391 members Mstep: Class 2 contains 20380 members Entering Unmasked Estep Score: -5443554.500000 Penalty: 5265.400391 Iteration 0F: 3 clusters Score -5443554 nChanged 18503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19932 members Mstep: Class 2 contains 20839 members Entering Unmasked Estep Score: -5453892.000000 Penalty: 5265.400391 Iteration 1F: 3 clusters Score -5453892 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19658 members Mstep: Class 2 contains 21113 members Entering Unmasked Estep Score: -5454574.000000 Penalty: 5265.400391 Iteration 2Q: 3 clusters Score -5454574 nChanged 1847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19207 members Mstep: Class 2 contains 21564 members Entering Unmasked Estep Score: -5455214.500000 Penalty: 5265.400391 Iteration 3Q: 3 clusters Score -5455214 nChanged 1800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18585 members Mstep: Class 2 contains 22186 members Entering Unmasked Estep Score: -5455916.500000 Penalty: 5265.400391 Iteration 4Q: 3 clusters Score -5455916 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17718 members Mstep: Class 2 contains 23053 members Entering Unmasked Estep Score: -5456884.000000 Penalty: 5265.400391 Iteration 5Q: 3 clusters Score -5456884 nChanged 2338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16452 members Mstep: Class 2 contains 24319 members Entering Unmasked Estep Score: -5458215.000000 Penalty: 5265.400391 Iteration 6F: 3 clusters Score -5458215 nChanged 2567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14921 members Mstep: Class 2 contains 25850 members Entering Unmasked Estep Score: -5459716.500000 Penalty: 5265.400391 Iteration 7F: 3 clusters Score -5459716 nChanged 2541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 27427 members Entering Unmasked Estep Score: -5461209.000000 Penalty: 5265.400391 Iteration 8F: 3 clusters Score -5461209 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11822 members Mstep: Class 2 contains 28949 members Entering Unmasked Estep Score: -5462483.000000 Penalty: 5265.400391 Iteration 9F: 3 clusters Score -5462483 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 30410 members Entering Unmasked Estep Score: -5463579.000000 Penalty: 5265.400391 Iteration 10Q: 3 clusters Score -5463579 nChanged 1705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 31827 members Entering Unmasked Estep Score: -5464447.500000 Penalty: 5265.400391 Iteration 11Q: 3 clusters Score -5464448 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 33091 members Entering Unmasked Estep Score: -5465200.000000 Penalty: 5265.400391 Iteration 12Q: 3 clusters Score -5465200 nChanged 1283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 34292 members Entering Unmasked Estep Score: -5465894.500000 Penalty: 5265.400391 Iteration 13Q: 3 clusters Score -5465894 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 35377 members Entering Unmasked Estep Score: -5466513.000000 Penalty: 5265.400391 Iteration 14Q: 3 clusters Score -5466513 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 36405 members Entering Unmasked Estep Score: -5467105.500000 Penalty: 5265.400391 Iteration 15Q: 3 clusters Score -5467106 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 37263 members Entering Unmasked Estep Score: -5467528.000000 Penalty: 5265.400391 Iteration 16Q: 3 clusters Score -5467528 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 37922 members Entering Unmasked Estep Score: -5467931.500000 Penalty: 5265.400391 Iteration 17Q: 3 clusters Score -5467932 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 38420 members Entering Unmasked Estep Score: -5468194.500000 Penalty: 5265.400391 Iteration 18Q: 3 clusters Score -5468194 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 38834 members Entering Unmasked Estep Score: -5468443.000000 Penalty: 5265.400391 Iteration 19Q: 3 clusters Score -5468443 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 39144 members Entering Unmasked Estep Score: -5468606.000000 Penalty: 5265.400391 Iteration 20F: 3 clusters Score -5468606 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 39378 members Entering Unmasked Estep Score: -5468708.000000 Penalty: 5265.400391 Iteration 21Q: 3 clusters Score -5468708 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 39544 members Entering Unmasked Estep Score: -5468800.000000 Penalty: 5265.400391 Iteration 22Q: 3 clusters Score -5468800 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 39669 members Entering Unmasked Estep Score: -5468854.500000 Penalty: 5265.400391 Iteration 23Q: 3 clusters Score -5468854 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 39755 members Entering Unmasked Estep Score: -5468919.000000 Penalty: 5265.400391 Iteration 24Q: 3 clusters Score -5468919 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 39816 members Entering Unmasked Estep Score: -5468959.500000 Penalty: 5265.400391 Iteration 25Q: 3 clusters Score -5468960 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 39865 members Entering Unmasked Estep Score: -5468989.500000 Penalty: 5265.400391 Iteration 26Q: 3 clusters Score -5468990 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 39902 members Entering Unmasked Estep Score: -5469012.000000 Penalty: 5265.400391 Iteration 27Q: 3 clusters Score -5469012 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 39924 members Entering Unmasked Estep Score: -5469019.000000 Penalty: 5265.400391 Iteration 28Q: 3 clusters Score -5469019 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 39937 members Entering Unmasked Estep Score: -5469035.000000 Penalty: 5265.400391 Iteration 29Q: 3 clusters Score -5469035 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 39945 members Entering Unmasked Estep Score: -5469042.500000 Penalty: 5265.400391 Iteration 30Q: 3 clusters Score -5469042 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 39948 members Entering Unmasked Estep Score: -5469045.000000 Penalty: 5265.400391 Iteration 31Q: 3 clusters Score -5469045 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 39955 members Entering Unmasked Estep Score: -5469043.000000 Penalty: 5265.400391 Iteration 32Q: 3 clusters Score -5469043 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 39958 members Entering Unmasked Estep Score: -5469051.000000 Penalty: 5265.400391 Iteration 33Q: 3 clusters Score -5469051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 39963 members Entering Unmasked Estep Score: -5469040.500000 Penalty: 5265.400391 Iteration 34Q: 3 clusters Score -5469040 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 39968 members Entering Unmasked Estep Score: -5469047.500000 Penalty: 5265.400391 Iteration 35Q: 3 clusters Score -5469048 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 39975 members Entering Unmasked Estep Score: -5469050.500000 Penalty: 5265.400391 Iteration 36Q: 3 clusters Score -5469050 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 39978 members Entering Unmasked Estep Score: -5469052.500000 Penalty: 5265.400391 Iteration 37Q: 3 clusters Score -5469052 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 39980 members Entering Unmasked Estep Score: -5469056.000000 Penalty: 5265.400391 Iteration 38Q: 3 clusters Score -5469056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 39981 members Entering Unmasked Estep Score: -5469056.500000 Penalty: 5265.400391 Iteration 39Q: 3 clusters Score -5469056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 39981 members Entering Unmasked Estep Score: -5469056.500000 Penalty: 5265.400391 Iteration 40F: 3 clusters Score -5469056 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (15164 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15164 members Entering Unmasked Estep Score: -2011456.250000 Penalty: 2387.416504 Iteration 0F: 2 clusters Score -2011456 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7537 members Mstep: Class 2 contains 7627 members Entering Unmasked Estep Score: -2000468.500000 Penalty: 4774.833008 Iteration 0F: 3 clusters Score -2000468 nChanged 6488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 7655 members Entering Unmasked Estep Score: -2004001.250000 Penalty: 4774.833008 Iteration 1F: 3 clusters Score -2004001 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -2004440.500000 Penalty: 4774.833008 Iteration 2F: 3 clusters Score -2004440 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 7661 members Entering Unmasked Estep Score: -2004831.250000 Penalty: 4774.833008 Iteration 3F: 3 clusters Score -2004831 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7507 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -2005210.500000 Penalty: 4774.833008 Iteration 4Q: 3 clusters Score -2005210 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7493 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -2005618.625000 Penalty: 4774.833008 Iteration 5Q: 3 clusters Score -2005619 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7481 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -2006015.000000 Penalty: 4774.833008 Iteration 6Q: 3 clusters Score -2006015 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7444 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -2006337.000000 Penalty: 4774.833008 Iteration 7Q: 3 clusters Score -2006337 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 7778 members Entering Unmasked Estep Score: -2006665.250000 Penalty: 4774.833008 Iteration 8Q: 3 clusters Score -2006665 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -2006975.625000 Penalty: 4774.833008 Iteration 9Q: 3 clusters Score -2006976 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7307 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -2007257.500000 Penalty: 4774.833008 Iteration 10Q: 3 clusters Score -2007258 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -2007519.875000 Penalty: 4774.833008 Iteration 11Q: 3 clusters Score -2007520 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7240 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -2007766.875000 Penalty: 4774.833008 Iteration 12Q: 3 clusters Score -2007767 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -2007953.375000 Penalty: 4774.833008 Iteration 13Q: 3 clusters Score -2007953 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -2008108.625000 Penalty: 4774.833008 Iteration 14Q: 3 clusters Score -2008109 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -2008198.375000 Penalty: 4774.833008 Iteration 15Q: 3 clusters Score -2008198 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -2008270.250000 Penalty: 4774.833008 Iteration 16Q: 3 clusters Score -2008270 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -2008325.625000 Penalty: 4774.833008 Iteration 17Q: 3 clusters Score -2008326 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -2008359.750000 Penalty: 4774.833008 Iteration 18Q: 3 clusters Score -2008360 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7050 members Mstep: Class 2 contains 8114 members Entering Unmasked Estep Score: -2008376.125000 Penalty: 4774.833008 Iteration 19Q: 3 clusters Score -2008376 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -2008405.875000 Penalty: 4774.833008 Iteration 20F: 3 clusters Score -2008406 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -2008413.875000 Penalty: 4774.833008 Iteration 21Q: 3 clusters Score -2008414 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 8029 members Entering Unmasked Estep Score: -2008428.500000 Penalty: 4774.833008 Iteration 22Q: 3 clusters Score -2008428 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -2008435.625000 Penalty: 4774.833008 Iteration 23Q: 3 clusters Score -2008436 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -2008442.500000 Penalty: 4774.833008 Iteration 24Q: 3 clusters Score -2008442 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7254 members Mstep: Class 2 contains 7910 members Entering Unmasked Estep Score: -2008447.250000 Penalty: 4774.833008 Iteration 25Q: 3 clusters Score -2008447 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 7866 members Entering Unmasked Estep Score: -2008464.250000 Penalty: 4774.833008 Iteration 26Q: 3 clusters Score -2008464 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -2008473.000000 Penalty: 4774.833008 Iteration 27Q: 3 clusters Score -2008473 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -2008490.500000 Penalty: 4774.833008 Iteration 28Q: 3 clusters Score -2008490 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -2008495.250000 Penalty: 4774.833008 Iteration 29Q: 3 clusters Score -2008495 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -2008504.000000 Penalty: 4774.833008 Iteration 30Q: 3 clusters Score -2008504 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -2008519.375000 Penalty: 4774.833008 Iteration 31Q: 3 clusters Score -2008519 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 7633 members Entering Unmasked Estep Score: -2008521.250000 Penalty: 4774.833008 Iteration 32Q: 3 clusters Score -2008521 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -2008527.000000 Penalty: 4774.833008 Iteration 33Q: 3 clusters Score -2008527 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7587 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -2008530.750000 Penalty: 4774.833008 Iteration 34Q: 3 clusters Score -2008531 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -2008533.625000 Penalty: 4774.833008 Iteration 35Q: 3 clusters Score -2008534 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -2008535.750000 Penalty: 4774.833008 Iteration 36Q: 3 clusters Score -2008536 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -2008548.625000 Penalty: 4774.833008 Iteration 37Q: 3 clusters Score -2008549 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7693 members Mstep: Class 2 contains 7471 members Entering Unmasked Estep Score: -2008547.250000 Penalty: 4774.833008 Iteration 38Q: 3 clusters Score -2008547 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -2008552.375000 Penalty: 4774.833008 Iteration 39Q: 3 clusters Score -2008552 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -2008565.125000 Penalty: 4774.833008 Iteration 40F: 3 clusters Score -2008565 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 7367 members Entering Unmasked Estep Score: -2008570.500000 Penalty: 4774.833008 Iteration 41Q: 3 clusters Score -2008570 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -2008573.625000 Penalty: 4774.833008 Iteration 42Q: 3 clusters Score -2008574 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7895 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -2008589.125000 Penalty: 4774.833008 Iteration 43Q: 3 clusters Score -2008589 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 7201 members Entering Unmasked Estep Score: -2008604.375000 Penalty: 4774.833008 Iteration 44Q: 3 clusters Score -2008604 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -2008622.375000 Penalty: 4774.833008 Iteration 45Q: 3 clusters Score -2008622 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -2008636.000000 Penalty: 4774.833008 Iteration 46Q: 3 clusters Score -2008636 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -2008654.250000 Penalty: 4774.833008 Iteration 47Q: 3 clusters Score -2008654 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8231 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -2008669.000000 Penalty: 4774.833008 Iteration 48Q: 3 clusters Score -2008669 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -2008684.500000 Penalty: 4774.833008 Iteration 49Q: 3 clusters Score -2008684 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8368 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -2008707.500000 Penalty: 4774.833008 Iteration 50Q: 3 clusters Score -2008708 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8445 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -2008728.000000 Penalty: 4774.833008 Iteration 51Q: 3 clusters Score -2008728 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8528 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -2008739.750000 Penalty: 4774.833008 Iteration 52Q: 3 clusters Score -2008740 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8584 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -2008753.000000 Penalty: 4774.833008 Iteration 53Q: 3 clusters Score -2008753 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 6525 members Entering Unmasked Estep Score: -2008760.125000 Penalty: 4774.833008 Iteration 54Q: 3 clusters Score -2008760 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -2008776.750000 Penalty: 4774.833008 Iteration 55Q: 3 clusters Score -2008777 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8757 members Mstep: Class 2 contains 6407 members Entering Unmasked Estep Score: -2008791.000000 Penalty: 4774.833008 Iteration 56Q: 3 clusters Score -2008791 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8810 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -2008805.625000 Penalty: 4774.833008 Iteration 57Q: 3 clusters Score -2008806 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8874 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -2008817.625000 Penalty: 4774.833008 Iteration 58Q: 3 clusters Score -2008818 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -2008836.500000 Penalty: 4774.833008 Iteration 59Q: 3 clusters Score -2008836 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9015 members Mstep: Class 2 contains 6149 members Entering Unmasked Estep Score: -2008847.500000 Penalty: 4774.833008 Iteration 60F: 3 clusters Score -2008848 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9082 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -2008863.500000 Penalty: 4774.833008 Iteration 61Q: 3 clusters Score -2008864 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -2008870.625000 Penalty: 4774.833008 Iteration 62Q: 3 clusters Score -2008871 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -2008887.750000 Penalty: 4774.833008 Iteration 63Q: 3 clusters Score -2008888 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 5922 members Entering Unmasked Estep Score: -2008893.375000 Penalty: 4774.833008 Iteration 64Q: 3 clusters Score -2008893 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -2008906.625000 Penalty: 4774.833008 Iteration 65Q: 3 clusters Score -2008907 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -2008914.875000 Penalty: 4774.833008 Iteration 66Q: 3 clusters Score -2008915 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9441 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -2008931.625000 Penalty: 4774.833008 Iteration 67Q: 3 clusters Score -2008932 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9499 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -2008940.625000 Penalty: 4774.833008 Iteration 68Q: 3 clusters Score -2008941 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9562 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -2008957.000000 Penalty: 4774.833008 Iteration 69Q: 3 clusters Score -2008957 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -2008963.375000 Penalty: 4774.833008 Iteration 70Q: 3 clusters Score -2008963 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9686 members Mstep: Class 2 contains 5478 members Entering Unmasked Estep Score: -2008975.625000 Penalty: 4774.833008 Iteration 71Q: 3 clusters Score -2008976 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -2008979.250000 Penalty: 4774.833008 Iteration 72Q: 3 clusters Score -2008979 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -2008996.500000 Penalty: 4774.833008 Iteration 73Q: 3 clusters Score -2008996 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9851 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -2009010.250000 Penalty: 4774.833008 Iteration 74Q: 3 clusters Score -2009010 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9916 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -2009022.250000 Penalty: 4774.833008 Iteration 75Q: 3 clusters Score -2009022 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 5186 members Entering Unmasked Estep Score: -2009034.750000 Penalty: 4774.833008 Iteration 76Q: 3 clusters Score -2009035 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -2009046.375000 Penalty: 4774.833008 Iteration 77Q: 3 clusters Score -2009046 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 5063 members Entering Unmasked Estep Score: -2009057.875000 Penalty: 4774.833008 Iteration 78Q: 3 clusters Score -2009058 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10158 members Mstep: Class 2 contains 5006 members Entering Unmasked Estep Score: -2009072.500000 Penalty: 4774.833008 Iteration 79Q: 3 clusters Score -2009072 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10204 members Mstep: Class 2 contains 4960 members Entering Unmasked Estep Score: -2009075.875000 Penalty: 4774.833008 Iteration 80F: 3 clusters Score -2009076 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10253 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -2009086.500000 Penalty: 4774.833008 Iteration 81Q: 3 clusters Score -2009086 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -2009097.000000 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-2009108.375000 Penalty: 4774.833008 Iteration 86Q: 3 clusters Score -2009108 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -2009114.125000 Penalty: 4774.833008 Iteration 87Q: 3 clusters Score -2009114 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10465 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -2009114.125000 Penalty: 4774.833008 Iteration 88Q: 3 clusters Score -2009114 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10487 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -2009118.750000 Penalty: 4774.833008 Iteration 89Q: 3 clusters Score -2009119 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10504 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -2009119.000000 Penalty: 4774.833008 Iteration 90Q: 3 clusters Score -2009119 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Mstep: Class 2 contains 4650 members Entering Unmasked Estep Score: -2009122.500000 Penalty: 4774.833008 Iteration 91Q: 3 clusters Score -2009122 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10524 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -2009124.000000 Penalty: 4774.833008 Iteration 92Q: 3 clusters Score -2009124 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10532 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -2009127.125000 Penalty: 4774.833008 Iteration 93Q: 3 clusters Score -2009127 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10542 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -2009129.625000 Penalty: 4774.833008 Iteration 94Q: 3 clusters Score -2009130 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10552 members Mstep: Class 2 contains 4612 members Entering Unmasked Estep Score: -2009127.125000 Penalty: 4774.833008 Iteration 95Q: 3 clusters Score -2009127 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10561 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -2009127.375000 Penalty: 4774.833008 Iteration 96Q: 3 clusters Score -2009127 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10575 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -2009128.000000 Penalty: 4774.833008 Iteration 97Q: 3 clusters Score -2009128 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -2009131.250000 Penalty: 4774.833008 Iteration 98Q: 3 clusters Score -2009131 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10605 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -2009138.125000 Penalty: 4774.833008 Iteration 99Q: 3 clusters Score -2009138 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10627 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -2009138.125000 Penalty: 4774.833008 Iteration 100F: 3 clusters Score -2009138 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10649 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -2009142.750000 Penalty: 4774.833008 Iteration 101Q: 3 clusters Score -2009143 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10672 members Mstep: Class 2 contains 4492 members Entering Unmasked Estep Score: -2009142.375000 Penalty: 4774.833008 Iteration 102Q: 3 clusters Score -2009142 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -2009146.375000 Penalty: 4774.833008 Iteration 103Q: 3 clusters Score -2009146 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -2009147.250000 Penalty: 4774.833008 Iteration 104Q: 3 clusters Score -2009147 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10743 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -2009154.500000 Penalty: 4774.833008 Iteration 105Q: 3 clusters Score -2009154 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10768 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -2009158.250000 Penalty: 4774.833008 Iteration 106Q: 3 clusters Score -2009158 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10795 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -2009163.750000 Penalty: 4774.833008 Iteration 107Q: 3 clusters Score -2009164 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10826 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -2009170.750000 Penalty: 4774.833008 Iteration 108Q: 3 clusters Score -2009171 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10858 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -2009176.125000 Penalty: 4774.833008 Iteration 109Q: 3 clusters Score -2009176 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10881 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -2009176.750000 Penalty: 4774.833008 Iteration 110Q: 3 clusters Score -2009177 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10912 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -2009181.750000 Penalty: 4774.833008 Iteration 111Q: 3 clusters Score -2009182 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -2009179.750000 Penalty: 4774.833008 Iteration 112Q: 3 clusters Score -2009180 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10949 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -2009185.000000 Penalty: 4774.833008 Iteration 113Q: 3 clusters Score -2009185 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10962 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -2009187.750000 Penalty: 4774.833008 Iteration 114Q: 3 clusters Score -2009188 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -2009192.375000 Penalty: 4774.833008 Iteration 115Q: 3 clusters Score -2009192 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -2009193.250000 Penalty: 4774.833008 Iteration 116Q: 3 clusters Score -2009193 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11004 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -2009195.625000 Penalty: 4774.833008 Iteration 117Q: 3 clusters Score -2009196 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11019 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -2009194.125000 Penalty: 4774.833008 Iteration 118Q: 3 clusters Score -2009194 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11036 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -2009199.000000 Penalty: 4774.833008 Iteration 119Q: 3 clusters Score -2009199 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11047 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -2009199.625000 Penalty: 4774.833008 Iteration 120F: 3 clusters Score -2009200 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -2009197.250000 Penalty: 4774.833008 Iteration 121Q: 3 clusters Score -2009197 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11071 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -2009201.500000 Penalty: 4774.833008 Iteration 122Q: 3 clusters Score -2009202 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -2009203.625000 Penalty: 4774.833008 Iteration 123Q: 3 clusters Score -2009204 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11106 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -2009215.750000 Penalty: 4774.833008 Iteration 124Q: 3 clusters Score -2009216 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -2009216.000000 Penalty: 4774.833008 Iteration 125Q: 3 clusters Score -2009216 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -2009227.500000 Penalty: 4774.833008 Iteration 126Q: 3 clusters Score -2009228 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11203 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -2009235.375000 Penalty: 4774.833008 Iteration 127Q: 3 clusters Score -2009235 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11242 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -2009245.000000 Penalty: 4774.833008 Iteration 128Q: 3 clusters Score -2009245 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11275 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -2009252.500000 Penalty: 4774.833008 Iteration 129Q: 3 clusters Score -2009252 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -2009260.125000 Penalty: 4774.833008 Iteration 130Q: 3 clusters Score -2009260 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -2009261.750000 Penalty: 4774.833008 Iteration 131Q: 3 clusters Score -2009262 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -2009271.875000 Penalty: 4774.833008 Iteration 132Q: 3 clusters Score -2009272 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11434 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -2009281.000000 Penalty: 4774.833008 Iteration 133Q: 3 clusters Score -2009281 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11467 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -2009287.500000 Penalty: 4774.833008 Iteration 134Q: 3 clusters Score -2009288 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -2009290.750000 Penalty: 4774.833008 Iteration 135Q: 3 clusters Score -2009291 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11532 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -2009296.000000 Penalty: 4774.833008 Iteration 136Q: 3 clusters Score -2009296 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -2009309.750000 Penalty: 4774.833008 Iteration 137Q: 3 clusters Score -2009310 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11594 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -2009315.375000 Penalty: 4774.833008 Iteration 138Q: 3 clusters Score -2009315 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11616 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -2009312.625000 Penalty: 4774.833008 Iteration 139Q: 3 clusters Score -2009313 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -2009320.125000 Penalty: 4774.833008 Iteration 140F: 3 clusters Score -2009320 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -2009324.875000 Penalty: 4774.833008 Iteration 141Q: 3 clusters Score -2009325 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11701 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -2009332.375000 Penalty: 4774.833008 Iteration 142Q: 3 clusters Score -2009332 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 3442 members Entering Unmasked Estep Score: -2009333.375000 Penalty: 4774.833008 Iteration 143Q: 3 clusters Score -2009333 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11740 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -2009334.250000 Penalty: 4774.833008 Iteration 144Q: 3 clusters Score -2009334 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11763 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -2009334.375000 Penalty: 4774.833008 Iteration 145Q: 3 clusters Score -2009334 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11783 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -2009340.750000 Penalty: 4774.833008 Iteration 146Q: 3 clusters Score -2009341 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11807 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -2009347.750000 Penalty: 4774.833008 Iteration 147Q: 3 clusters Score -2009348 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11836 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -2009357.000000 Penalty: 4774.833008 Iteration 148Q: 3 clusters Score -2009357 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11859 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -2009362.625000 Penalty: 4774.833008 Iteration 149Q: 3 clusters Score -2009363 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11878 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -2009363.250000 Penalty: 4774.833008 Iteration 150Q: 3 clusters Score -2009363 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11900 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -2009373.000000 Penalty: 4774.833008 Iteration 151Q: 3 clusters Score -2009373 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11917 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -2009377.625000 Penalty: 4774.833008 Iteration 152Q: 3 clusters Score -2009378 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11940 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -2009380.750000 Penalty: 4774.833008 Iteration 153Q: 3 clusters Score -2009381 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11956 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -2009380.875000 Penalty: 4774.833008 Iteration 154Q: 3 clusters Score -2009381 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11978 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -2009381.250000 Penalty: 4774.833008 Iteration 155Q: 3 clusters Score -2009381 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12002 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -2009390.875000 Penalty: 4774.833008 Iteration 156Q: 3 clusters Score -2009391 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12023 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -2009403.125000 Penalty: 4774.833008 Iteration 157Q: 3 clusters Score -2009403 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -2009408.000000 Penalty: 4774.833008 Iteration 158Q: 3 clusters Score -2009408 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -2009423.000000 Penalty: 4774.833008 Iteration 159Q: 3 clusters Score -2009423 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -2009436.875000 Penalty: 4774.833008 Iteration 160F: 3 clusters Score -2009437 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12177 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -2009454.750000 Penalty: 4774.833008 Iteration 161Q: 3 clusters Score -2009455 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12219 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -2009471.875000 Penalty: 4774.833008 Iteration 162Q: 3 clusters Score -2009472 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12247 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -2009475.750000 Penalty: 4774.833008 Iteration 163Q: 3 clusters Score -2009476 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12271 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -2009485.250000 Penalty: 4774.833008 Iteration 164Q: 3 clusters Score -2009485 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -2009491.000000 Penalty: 4774.833008 Iteration 165Q: 3 clusters Score -2009491 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12304 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -2009492.500000 Penalty: 4774.833008 Iteration 166Q: 3 clusters Score -2009492 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12317 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -2009493.500000 Penalty: 4774.833008 Iteration 167Q: 3 clusters Score -2009494 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12326 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -2009496.625000 Penalty: 4774.833008 Iteration 168Q: 3 clusters Score -2009497 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12332 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -2009496.000000 Penalty: 4774.833008 Iteration 169Q: 3 clusters Score -2009496 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12338 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -2009496.625000 Penalty: 4774.833008 Iteration 170Q: 3 clusters Score -2009497 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12341 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -2009499.500000 Penalty: 4774.833008 Iteration 171Q: 3 clusters Score -2009500 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -2009500.625000 Penalty: 4774.833008 Iteration 172Q: 3 clusters Score -2009501 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -2009500.250000 Penalty: 4774.833008 Iteration 173Q: 3 clusters Score -2009500 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12349 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -2009501.000000 Penalty: 4774.833008 Iteration 174Q: 3 clusters Score -2009501 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -2009500.000000 Penalty: 4774.833008 Iteration 175Q: 3 clusters Score -2009500 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12361 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -2009505.375000 Penalty: 4774.833008 Iteration 180F: 3 clusters Score -2009505 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12373 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -2009505.875000 Penalty: 4774.833008 Iteration 181Q: 3 clusters Score -2009506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -2009506.375000 Penalty: 4774.833008 Iteration 182Q: 3 clusters Score -2009506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12383 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -2009508.000000 Penalty: 4774.833008 Iteration 183Q: 3 clusters Score -2009508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12385 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -2009505.750000 Penalty: 4774.833008 Iteration 184Q: 3 clusters Score -2009506 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -2009506.500000 Penalty: 4774.833008 Iteration 185Q: 3 clusters Score -2009506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -2009506.500000 Penalty: 4774.833008 Iteration 186Q: 3 clusters Score -2009506 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12390 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -2009507.625000 Penalty: 4774.833008 Iteration 187Q: 3 clusters Score -2009508 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12390 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -2009507.625000 Penalty: 4774.833008 Iteration 188F: 3 clusters Score -2009508 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Entering Unmasked Estep Score: -805998.500000 Penalty: 2159.988281 Iteration 0F: 2 clusters Score -805998.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -800865.937500 Penalty: 4319.976562 Iteration 0F: 3 clusters Score -800865.9 nChanged 2382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -802214.062500 Penalty: 4319.976562 Iteration 1F: 3 clusters Score -802214.1 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -802485.812500 Penalty: 4319.976562 Iteration 2F: 3 clusters Score -802485.8 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -802696.187500 Penalty: 4319.976562 Iteration 3F: 3 clusters Score -802696.2 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -802856.937500 Penalty: 4319.976562 Iteration 4Q: 3 clusters Score -802856.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -802978.875000 Penalty: 4319.976562 Iteration 5Q: 3 clusters Score -802978.9 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 3107 members Entering Unmasked Estep Score: -803091.375000 Penalty: 4319.976562 Iteration 6Q: 3 clusters Score -803091.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -803184.250000 Penalty: 4319.976562 Iteration 7Q: 3 clusters Score -803184.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -803275.562500 Penalty: 4319.976562 Iteration 8Q: 3 clusters Score -803275.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2892 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -803393.625000 Penalty: 4319.976562 Iteration 9Q: 3 clusters Score -803393.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -803566.187500 Penalty: 4319.976562 Iteration 10Q: 3 clusters Score -803566.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -803782.875000 Penalty: 4319.976562 Iteration 11Q: 3 clusters Score -803782.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -804040.937500 Penalty: 4319.976562 Iteration 12Q: 3 clusters Score -804040.9 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -804312.687500 Penalty: 4319.976562 Iteration 13Q: 3 clusters Score -804312.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -804528.687500 Penalty: 4319.976562 Iteration 14Q: 3 clusters Score -804528.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -804718.375000 Penalty: 4319.976562 Iteration 15Q: 3 clusters Score -804718.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -804895.625000 Penalty: 4319.976562 Iteration 16Q: 3 clusters Score -804895.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -805034.687500 Penalty: 4319.976562 Iteration 17Q: 3 clusters Score -805034.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -805133.750000 Penalty: 4319.976562 Iteration 18Q: 3 clusters Score -805133.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -805215.687500 Penalty: 4319.976562 Iteration 19Q: 3 clusters Score -805215.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -805261.062500 Penalty: 4319.976562 Iteration 20F: 3 clusters Score -805261.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -805292.687500 Penalty: 4319.976562 Iteration 21Q: 3 clusters Score -805292.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -805313.250000 Penalty: 4319.976562 Iteration 22Q: 3 clusters Score -805313.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -805331.312500 Penalty: 4319.976562 Iteration 23Q: 3 clusters Score -805331.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -805348.312500 Penalty: 4319.976562 Iteration 24Q: 3 clusters Score -805348.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -805365.750000 Penalty: 4319.976562 Iteration 25Q: 3 clusters Score -805365.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -805376.750000 Penalty: 4319.976562 Iteration 26Q: 3 clusters Score -805376.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -805387.437500 Penalty: 4319.976562 Iteration 27Q: 3 clusters Score -805387.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -805398.437500 Penalty: 4319.976562 Iteration 28Q: 3 clusters Score -805398.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -805401.312500 Penalty: 4319.976562 Iteration 29Q: 3 clusters Score -805401.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -805405.250000 Penalty: 4319.976562 Iteration 30Q: 3 clusters Score -805405.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -805404.500000 Penalty: 4319.976562 Iteration 31Q: 3 clusters Score -805404.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -805406.875000 Penalty: 4319.976562 Iteration 32Q: 3 clusters Score -805406.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -805409.500000 Penalty: 4319.976562 Iteration 33Q: 3 clusters Score -805409.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -805411.125000 Penalty: 4319.976562 Iteration 34Q: 3 clusters Score -805411.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -805412.375000 Penalty: 4319.976562 Iteration 35Q: 3 clusters Score -805412.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -805412.937500 Penalty: 4319.976562 Iteration 36Q: 3 clusters Score -805412.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -805416.312500 Penalty: 4319.976562 Iteration 37Q: 3 clusters Score -805416.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -805417.312500 Penalty: 4319.976562 Iteration 38Q: 3 clusters Score -805417.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -805418.187500 Penalty: 4319.976562 Iteration 39Q: 3 clusters Score -805418.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -805419.812500 Penalty: 4319.976562 Iteration 40F: 3 clusters Score -805419.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -805420.062500 Penalty: 4319.976562 Iteration 41Q: 3 clusters Score -805420.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -805420.062500 Penalty: 4319.976562 Iteration 42F: 3 clusters Score -805420.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (65193 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65193 members Entering Unmasked Estep Score: -8828049.000000 Penalty: 2749.106689 Iteration 0F: 2 clusters Score -8828049 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32626 members Mstep: Class 2 contains 32567 members Entering Unmasked Estep Score: -8784167.000000 Penalty: 5498.213379 Iteration 0F: 3 clusters Score -8784167 nChanged 30473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33435 members Mstep: Class 2 contains 31758 members Entering Unmasked Estep Score: -8801796.000000 Penalty: 5498.213379 Iteration 1F: 3 clusters Score -8801796 nChanged 3351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34386 members Mstep: Class 2 contains 30807 members Entering Unmasked Estep Score: -8803448.000000 Penalty: 5498.213379 Iteration 2F: 3 clusters Score -8803448 nChanged 4030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35944 members Mstep: Class 2 contains 29249 members Entering Unmasked Estep Score: -8805849.000000 Penalty: 5498.213379 Iteration 3F: 3 clusters Score -8805849 nChanged 4751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37977 members Mstep: Class 2 contains 27216 members Entering Unmasked Estep Score: -8808939.000000 Penalty: 5498.213379 Iteration 4F: 3 clusters Score -8808939 nChanged 4874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40007 members Mstep: Class 2 contains 25186 members Entering Unmasked Estep Score: -8811905.000000 Penalty: 5498.213379 Iteration 5F: 3 clusters Score -8811905 nChanged 4254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41693 members Mstep: Class 2 contains 23500 members Entering Unmasked Estep Score: -8814108.000000 Penalty: 5498.213379 Iteration 6F: 3 clusters Score -8814108 nChanged 3302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42891 members Mstep: Class 2 contains 22302 members Entering Unmasked Estep Score: -8815373.000000 Penalty: 5498.213379 Iteration 7F: 3 clusters Score -8815373 nChanged 2415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43846 members Mstep: Class 2 contains 21347 members Entering Unmasked Estep Score: -8816127.000000 Penalty: 5498.213379 Iteration 8Q: 3 clusters Score -8816127 nChanged 1823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44697 members Mstep: Class 2 contains 20496 members Entering Unmasked Estep Score: -8816573.000000 Penalty: 5498.213379 Iteration 9Q: 3 clusters Score -8816573 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45450 members Mstep: Class 2 contains 19743 members Entering Unmasked Estep Score: -8816893.000000 Penalty: 5498.213379 Iteration 10Q: 3 clusters Score -8816893 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46307 members Mstep: Class 2 contains 18886 members Entering Unmasked Estep Score: -8817105.000000 Penalty: 5498.213379 Iteration 11Q: 3 clusters Score -8817105 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47207 members Mstep: Class 2 contains 17986 members Entering Unmasked Estep Score: -8817331.000000 Penalty: 5498.213379 Iteration 12Q: 3 clusters Score -8817331 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48131 members Mstep: Class 2 contains 17062 members Entering Unmasked Estep Score: -8817607.000000 Penalty: 5498.213379 Iteration 13Q: 3 clusters Score -8817607 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49177 members Mstep: Class 2 contains 16016 members Entering Unmasked Estep Score: -8817845.000000 Penalty: 5498.213379 Iteration 14Q: 3 clusters Score -8817845 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50345 members Mstep: Class 2 contains 14848 members Entering Unmasked Estep Score: -8818142.000000 Penalty: 5498.213379 Iteration 15Q: 3 clusters Score -8818142 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51633 members Mstep: Class 2 contains 13560 members Entering Unmasked Estep Score: -8818543.000000 Penalty: 5498.213379 Iteration 16Q: 3 clusters Score -8818543 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52994 members Mstep: Class 2 contains 12199 members Entering Unmasked Estep Score: -8818979.000000 Penalty: 5498.213379 Iteration 17Q: 3 clusters Score -8818979 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54476 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -8819608.000000 Penalty: 5498.213379 Iteration 18Q: 3 clusters Score -8819608 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56109 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -8820368.000000 Penalty: 5498.213379 Iteration 19Q: 3 clusters Score -8820368 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57825 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -8821340.000000 Penalty: 5498.213379 Iteration 20F: 3 clusters Score -8821340 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59456 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -8822233.000000 Penalty: 5498.213379 Iteration 21Q: 3 clusters Score -8822233 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60908 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -8823177.000000 Penalty: 5498.213379 Iteration 22Q: 3 clusters Score -8823177 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62087 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -8823971.000000 Penalty: 5498.213379 Iteration 23Q: 3 clusters Score -8823971 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62945 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -8824577.000000 Penalty: 5498.213379 Iteration 24Q: 3 clusters Score -8824577 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63501 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -8824952.000000 Penalty: 5498.213379 Iteration 25Q: 3 clusters Score -8824952 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63870 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -8825187.000000 Penalty: 5498.213379 Iteration 26Q: 3 clusters Score -8825187 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64105 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -8825370.000000 Penalty: 5498.213379 Iteration 27Q: 3 clusters Score -8825370 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64256 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -8825489.000000 Penalty: 5498.213379 Iteration 28Q: 3 clusters Score -8825489 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64352 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -8825579.000000 Penalty: 5498.213379 Iteration 29Q: 3 clusters Score -8825579 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64426 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -8825635.000000 Penalty: 5498.213379 Iteration 30Q: 3 clusters Score -8825635 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64483 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -8825688.000000 Penalty: 5498.213379 Iteration 31Q: 3 clusters Score -8825688 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64524 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -8825726.000000 Penalty: 5498.213379 Iteration 32Q: 3 clusters Score -8825726 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64545 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -8825742.000000 Penalty: 5498.213379 Iteration 33Q: 3 clusters Score -8825742 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64563 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -8825761.000000 Penalty: 5498.213379 Iteration 34Q: 3 clusters Score -8825761 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64576 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -8825756.000000 Penalty: 5498.213379 Iteration 35Q: 3 clusters Score -8825756 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64587 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -8825767.000000 Penalty: 5498.213379 Iteration 36Q: 3 clusters Score -8825767 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64597 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -8825783.000000 Penalty: 5498.213379 Iteration 37Q: 3 clusters Score -8825783 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64608 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -8825806.000000 Penalty: 5498.213379 Iteration 38Q: 3 clusters Score -8825806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64615 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -8825809.000000 Penalty: 5498.213379 Iteration 39Q: 3 clusters Score -8825809 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64622 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -8825809.000000 Penalty: 5498.213379 Iteration 40F: 3 clusters Score -8825809 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64623 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -8825810.000000 Penalty: 5498.213379 Iteration 41Q: 3 clusters Score -8825810 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64626 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -8825816.000000 Penalty: 5498.213379 Iteration 42Q: 3 clusters Score -8825816 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64629 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -8825809.000000 Penalty: 5498.213379 Iteration 43Q: 3 clusters Score -8825809 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64633 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -8825817.000000 Penalty: 5498.213379 Iteration 44Q: 3 clusters Score -8825817 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64631 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -8825818.000000 Penalty: 5498.213379 Iteration 45Q: 3 clusters Score -8825818 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64633 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -8825821.000000 Penalty: 5498.213379 Iteration 46Q: 3 clusters Score -8825821 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64637 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -8825828.000000 Penalty: 5498.213379 Iteration 47Q: 3 clusters Score -8825828 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64638 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -8825829.000000 Penalty: 5498.213379 Iteration 48Q: 3 clusters Score -8825829 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64640 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -8825828.000000 Penalty: 5498.213379 Iteration 49Q: 3 clusters Score -8825828 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64641 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -8825824.000000 Penalty: 5498.213379 Iteration 50Q: 3 clusters Score -8825824 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64641 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -8825824.000000 Penalty: 5498.213379 Iteration 51F: 3 clusters Score -8825824 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1418 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Entering Unmasked Estep Score: -161516.171875 Penalty: 1799.736694 Iteration 0F: 2 clusters Score -161516.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -159580.328125 Penalty: 3599.473389 Iteration 0F: 3 clusters Score -159580.3 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -161622.171875 Penalty: 3599.473389 Iteration 1F: 3 clusters Score -161622.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -164331.703125 Penalty: 3599.473389 Iteration 2F: 3 clusters Score -164331.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -165819.078125 Penalty: 3599.473389 Iteration 3F: 3 clusters Score -165819.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -166394.953125 Penalty: 3599.473389 Iteration 4Q: 3 clusters Score -166395 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -166426.156250 Penalty: 3599.473389 Iteration 5Q: 3 clusters Score -166426.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -166426.156250 Penalty: 3599.473389 Iteration 6F: 3 clusters Score -166426.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 49697 members Mstep: Class 3 contains 8116 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 45478 members Mstep: Class 7 contains 50350 members Mstep: Class 8 contains 3247 members Mstep: Class 9 contains 108003 members Mstep: Class 10 contains 144397 members Mstep: Class 11 contains 5006 members Mstep: Class 12 contains 5800 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40771 members Mstep: Class 15 contains 15164 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 65193 members Mstep: Class 18 contains 350 members Mstep: Class 19 contains 11639 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8390 members Mstep: Class 22 contains 74487 members Mstep: Class 23 contains 427 members Mstep: Class 24 contains 4660 members Mstep: Class 25 contains 2374 members Mstep: Class 26 contains 1068 members Entering Unmasked Estep Score: -85884128.000000 Penalty: 86358.609375 Splitting cluster 18 changes total score from -85876000.000000 to -85884128.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 19 (11639 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11639 members Entering Unmasked Estep Score: -1530061.750000 Penalty: 2321.804932 Iteration 0F: 2 clusters Score -1530062 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 5781 members Entering Unmasked Estep Score: -1521419.875000 Penalty: 4643.609863 Iteration 0F: 3 clusters Score -1521420 nChanged 4831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -1524011.000000 Penalty: 4643.609863 Iteration 1F: 3 clusters Score -1524011 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -1524267.375000 Penalty: 4643.609863 Iteration 2F: 3 clusters Score -1524267 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1524431.875000 Penalty: 4643.609863 Iteration 3Q: 3 clusters Score -1524432 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 5357 members Entering Unmasked Estep Score: -1524563.125000 Penalty: 4643.609863 Iteration 4Q: 3 clusters Score -1524563 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6413 members Mstep: Class 2 contains 5226 members Entering Unmasked Estep Score: -1524668.750000 Penalty: 4643.609863 Iteration 5Q: 3 clusters Score -1524669 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6559 members Mstep: Class 2 contains 5080 members Entering Unmasked Estep Score: -1524777.250000 Penalty: 4643.609863 Iteration 6Q: 3 clusters Score -1524777 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1524875.125000 Penalty: 4643.609863 Iteration 7Q: 3 clusters Score -1524875 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -1524999.875000 Penalty: 4643.609863 Iteration 8Q: 3 clusters Score -1525000 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7209 members Mstep: Class 2 contains 4430 members Entering Unmasked Estep Score: -1525146.125000 Penalty: 4643.609863 Iteration 9Q: 3 clusters Score -1525146 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1525294.125000 Penalty: 4643.609863 Iteration 10Q: 3 clusters Score -1525294 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7825 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -1525470.000000 Penalty: 4643.609863 Iteration 11Q: 3 clusters Score -1525470 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1525675.000000 Penalty: 4643.609863 Iteration 12Q: 3 clusters Score -1525675 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -1525930.500000 Penalty: 4643.609863 Iteration 13Q: 3 clusters Score -1525930 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9051 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -1526253.750000 Penalty: 4643.609863 Iteration 14Q: 3 clusters Score -1526254 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -1526563.875000 Penalty: 4643.609863 Iteration 15Q: 3 clusters Score -1526564 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9936 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -1526871.500000 Penalty: 4643.609863 Iteration 16Q: 3 clusters Score -1526872 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10306 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1527174.750000 Penalty: 4643.609863 Iteration 17Q: 3 clusters Score -1527175 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10620 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1527434.500000 Penalty: 4643.609863 Iteration 18Q: 3 clusters Score -1527434 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10842 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1527624.000000 Penalty: 4643.609863 Iteration 19Q: 3 clusters Score -1527624 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11009 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -1527779.125000 Penalty: 4643.609863 Iteration 20F: 3 clusters Score -1527779 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11122 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1527872.375000 Penalty: 4643.609863 Iteration 21Q: 3 clusters Score -1527872 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1527928.125000 Penalty: 4643.609863 Iteration 22Q: 3 clusters Score -1527928 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11227 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1527961.500000 Penalty: 4643.609863 Iteration 23Q: 3 clusters Score -1527962 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11256 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1527984.000000 Penalty: 4643.609863 Iteration 24Q: 3 clusters Score -1527984 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -1528003.750000 Penalty: 4643.609863 Iteration 25Q: 3 clusters Score -1528004 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11282 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1528013.000000 Penalty: 4643.609863 Iteration 26Q: 3 clusters Score -1528013 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -1528017.000000 Penalty: 4643.609863 Iteration 27Q: 3 clusters Score -1528017 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1528022.500000 Penalty: 4643.609863 Iteration 28Q: 3 clusters Score -1528022 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11293 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1528025.125000 Penalty: 4643.609863 Iteration 29Q: 3 clusters Score -1528025 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11297 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1528029.875000 Penalty: 4643.609863 Iteration 30Q: 3 clusters Score -1528030 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11299 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1528031.250000 Penalty: 4643.609863 Iteration 31Q: 3 clusters Score -1528031 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11300 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -1528035.750000 Penalty: 4643.609863 Iteration 32Q: 3 clusters Score -1528036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11301 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1528035.875000 Penalty: 4643.609863 Iteration 33Q: 3 clusters Score -1528036 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11302 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -1528035.875000 Penalty: 4643.609863 Iteration 34Q: 3 clusters Score -1528036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1528040.750000 Penalty: 4643.609863 Iteration 35Q: 3 clusters Score -1528041 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1528041.750000 Penalty: 4643.609863 Iteration 36Q: 3 clusters Score -1528042 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1528041.500000 Penalty: 4643.609863 Iteration 37Q: 3 clusters Score -1528042 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1528042.750000 Penalty: 4643.609863 Iteration 38Q: 3 clusters Score -1528043 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1528043.750000 Penalty: 4643.609863 Iteration 39Q: 3 clusters Score -1528044 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11306 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1528043.750000 Penalty: 4643.609863 Iteration 40F: 3 clusters Score -1528044 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Entering Unmasked Estep Score: -104717.531250 Penalty: 1692.714111 Iteration 0F: 2 clusters Score -104717.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -103065.609375 Penalty: 3385.428223 Iteration 0F: 3 clusters Score -103065.6 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -103650.304688 Penalty: 3385.428223 Iteration 1F: 3 clusters Score -103650.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -103897.078125 Penalty: 3385.428223 Iteration 2F: 3 clusters Score -103897.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -104056.546875 Penalty: 3385.428223 Iteration 3F: 3 clusters Score -104056.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -104175.062500 Penalty: 3385.428223 Iteration 4Q: 3 clusters Score -104175.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -104313.460938 Penalty: 3385.428223 Iteration 5Q: 3 clusters Score -104313.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -104421.937500 Penalty: 3385.428223 Iteration 6Q: 3 clusters Score -104421.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -104498.781250 Penalty: 3385.428223 Iteration 7Q: 3 clusters Score -104498.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -104520.429688 Penalty: 3385.428223 Iteration 8Q: 3 clusters Score -104520.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -104524.789062 Penalty: 3385.428223 Iteration 9Q: 3 clusters Score -104524.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -104530.851562 Penalty: 3385.428223 Iteration 10Q: 3 clusters Score -104530.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -104544.171875 Penalty: 3385.428223 Iteration 11Q: 3 clusters Score -104544.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -104563.492188 Penalty: 3385.428223 Iteration 12Q: 3 clusters Score -104563.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -104578.179688 Penalty: 3385.428223 Iteration 13Q: 3 clusters Score -104578.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -104596.492188 Penalty: 3385.428223 Iteration 14Q: 3 clusters Score -104596.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -104601.851562 Penalty: 3385.428223 Iteration 15Q: 3 clusters Score -104601.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -104608.078125 Penalty: 3385.428223 Iteration 16Q: 3 clusters Score -104608.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -104630.726562 Penalty: 3385.428223 Iteration 17Q: 3 clusters Score -104630.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -104650.593750 Penalty: 3385.428223 Iteration 18Q: 3 clusters Score -104650.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -104660.023438 Penalty: 3385.428223 Iteration 19Q: 3 clusters Score -104660 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -104668.023438 Penalty: 3385.428223 Iteration 20F: 3 clusters Score -104668 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -104680.062500 Penalty: 3385.428223 Iteration 21Q: 3 clusters Score -104680.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -104686.632812 Penalty: 3385.428223 Iteration 22Q: 3 clusters Score -104686.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -104686.632812 Penalty: 3385.428223 Iteration 23F: 3 clusters Score -104686.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8390 members Entering Unmasked Estep Score: -1122531.000000 Penalty: 2240.629395 Iteration 0F: 2 clusters Score -1122531 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 4144 members Entering Unmasked Estep Score: -1115870.375000 Penalty: 4481.258789 Iteration 0F: 3 clusters Score -1115870 nChanged 3478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -1117652.250000 Penalty: 4481.258789 Iteration 1F: 3 clusters Score -1117652 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -1117916.750000 Penalty: 4481.258789 Iteration 2F: 3 clusters Score -1117917 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1118092.750000 Penalty: 4481.258789 Iteration 3F: 3 clusters Score -1118093 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -1118234.500000 Penalty: 4481.258789 Iteration 4Q: 3 clusters Score -1118234 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1118323.250000 Penalty: 4481.258789 Iteration 5Q: 3 clusters Score -1118323 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -1118414.000000 Penalty: 4481.258789 Iteration 6Q: 3 clusters Score -1118414 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -1118498.625000 Penalty: 4481.258789 Iteration 7Q: 3 clusters Score -1118499 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1118567.750000 Penalty: 4481.258789 Iteration 8Q: 3 clusters Score -1118568 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -1118627.250000 Penalty: 4481.258789 Iteration 9Q: 3 clusters Score -1118627 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -1118704.125000 Penalty: 4481.258789 Iteration 10Q: 3 clusters Score -1118704 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -1118793.500000 Penalty: 4481.258789 Iteration 11Q: 3 clusters Score -1118794 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -1118893.875000 Penalty: 4481.258789 Iteration 12Q: 3 clusters Score -1118894 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5665 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -1119006.750000 Penalty: 4481.258789 Iteration 13Q: 3 clusters Score -1119007 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -1119127.875000 Penalty: 4481.258789 Iteration 14Q: 3 clusters Score -1119128 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6114 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -1119262.875000 Penalty: 4481.258789 Iteration 15Q: 3 clusters Score -1119263 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -1119409.125000 Penalty: 4481.258789 Iteration 16Q: 3 clusters Score -1119409 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6610 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1119576.000000 Penalty: 4481.258789 Iteration 17Q: 3 clusters Score -1119576 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -1119748.500000 Penalty: 4481.258789 Iteration 18Q: 3 clusters Score -1119748 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -1119937.750000 Penalty: 4481.258789 Iteration 19Q: 3 clusters Score -1119938 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7348 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -1120130.625000 Penalty: 4481.258789 Iteration 20F: 3 clusters Score -1120131 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1120326.125000 Penalty: 4481.258789 Iteration 21Q: 3 clusters Score -1120326 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7700 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -1120454.625000 Penalty: 4481.258789 Iteration 22Q: 3 clusters Score -1120455 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7804 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1120541.375000 Penalty: 4481.258789 Iteration 23Q: 3 clusters Score -1120541 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1120590.750000 Penalty: 4481.258789 Iteration 24Q: 3 clusters Score -1120591 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7891 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -1120622.875000 Penalty: 4481.258789 Iteration 25Q: 3 clusters Score -1120623 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7918 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1120649.500000 Penalty: 4481.258789 Iteration 26Q: 3 clusters Score -1120650 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1120661.750000 Penalty: 4481.258789 Iteration 27Q: 3 clusters Score -1120662 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1120669.000000 Penalty: 4481.258789 Iteration 28Q: 3 clusters Score -1120669 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1120672.750000 Penalty: 4481.258789 Iteration 29Q: 3 clusters Score -1120673 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -1120676.500000 Penalty: 4481.258789 Iteration 30Q: 3 clusters Score -1120676 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1120676.500000 Penalty: 4481.258789 Iteration 31Q: 3 clusters Score -1120676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1120679.375000 Penalty: 4481.258789 Iteration 32Q: 3 clusters Score -1120679 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1120678.500000 Penalty: 4481.258789 Iteration 33Q: 3 clusters Score -1120678 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1120678.500000 Penalty: 4481.258789 Iteration 34F: 3 clusters Score -1120678 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (74487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74487 members Entering Unmasked Estep Score: -9998161.000000 Penalty: 2782.158203 Iteration 0F: 2 clusters Score -9998161 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36991 members Mstep: Class 2 contains 37496 members Entering Unmasked Estep Score: -9948272.000000 Penalty: 5564.316406 Iteration 0F: 3 clusters Score -9948272 nChanged 34966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33573 members Mstep: Class 2 contains 40914 members Entering Unmasked Estep Score: -9968232.000000 Penalty: 5564.316406 Iteration 1F: 3 clusters Score -9968232 nChanged 3455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31356 members Mstep: Class 2 contains 43131 members Entering Unmasked Estep Score: -9969591.000000 Penalty: 5564.316406 Iteration 2Q: 3 clusters Score -9969591 nChanged 4116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28082 members Mstep: Class 2 contains 46405 members Entering Unmasked Estep Score: -9971644.000000 Penalty: 5564.316406 Iteration 3F: 3 clusters Score -9971644 nChanged 5195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23537 members Mstep: Class 2 contains 50950 members Entering Unmasked Estep Score: -9974912.000000 Penalty: 5564.316406 Iteration 4F: 3 clusters Score -9974912 nChanged 6081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17914 members Mstep: Class 2 contains 56573 members Entering Unmasked Estep Score: -9979748.000000 Penalty: 5564.316406 Iteration 5F: 3 clusters Score -9979748 nChanged 6022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12128 members Mstep: Class 2 contains 62359 members Entering Unmasked Estep Score: -9984944.000000 Penalty: 5564.316406 Iteration 6F: 3 clusters Score -9984944 nChanged 4932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 67187 members Entering Unmasked Estep Score: -9989421.000000 Penalty: 5564.316406 Iteration 7F: 3 clusters Score -9989421 nChanged 3335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 70500 members Entering Unmasked Estep Score: -9992520.000000 Penalty: 5564.316406 Iteration 8Q: 3 clusters Score -9992520 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 72280 members Entering Unmasked Estep Score: -9994165.000000 Penalty: 5564.316406 Iteration 9Q: 3 clusters Score -9994165 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 73150 members Entering Unmasked Estep Score: -9994940.000000 Penalty: 5564.316406 Iteration 10Q: 3 clusters Score -9994940 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 73513 members Entering Unmasked Estep Score: -9995384.000000 Penalty: 5564.316406 Iteration 11Q: 3 clusters Score -9995384 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 73671 members Entering Unmasked Estep Score: -9995573.000000 Penalty: 5564.316406 Iteration 12Q: 3 clusters Score -9995573 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 73746 members Entering Unmasked Estep Score: -9995690.000000 Penalty: 5564.316406 Iteration 13Q: 3 clusters Score -9995690 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 73798 members Entering Unmasked Estep Score: -9995758.000000 Penalty: 5564.316406 Iteration 14Q: 3 clusters Score -9995758 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 73818 members Entering Unmasked Estep Score: -9995827.000000 Penalty: 5564.316406 Iteration 15Q: 3 clusters Score -9995827 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 73834 members Entering Unmasked Estep Score: -9995872.000000 Penalty: 5564.316406 Iteration 16Q: 3 clusters Score -9995872 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 73842 members Entering Unmasked Estep Score: -9995901.000000 Penalty: 5564.316406 Iteration 17Q: 3 clusters Score -9995901 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 73854 members Entering Unmasked Estep Score: -9995923.000000 Penalty: 5564.316406 Iteration 18Q: 3 clusters Score -9995923 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 73868 members Entering Unmasked Estep Score: -9995942.000000 Penalty: 5564.316406 Iteration 19Q: 3 clusters Score -9995942 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 73872 members Entering Unmasked Estep Score: -9995959.000000 Penalty: 5564.316406 Iteration 20F: 3 clusters Score -9995959 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 73873 members Entering Unmasked Estep Score: -9995968.000000 Penalty: 5564.316406 Iteration 21Q: 3 clusters Score -9995968 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 73877 members Entering Unmasked Estep Score: -9995981.000000 Penalty: 5564.316406 Iteration 22Q: 3 clusters Score -9995981 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 73881 members Entering Unmasked Estep Score: -9995988.000000 Penalty: 5564.316406 Iteration 23Q: 3 clusters Score -9995988 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 73884 members Entering Unmasked Estep Score: -9995980.000000 Penalty: 5564.316406 Iteration 24Q: 3 clusters Score -9995980 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 73883 members Entering Unmasked Estep Score: -9995986.000000 Penalty: 5564.316406 Iteration 25Q: 3 clusters Score -9995986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 73884 members Entering Unmasked Estep Score: -9995982.000000 Penalty: 5564.316406 Iteration 26Q: 3 clusters Score -9995982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 73884 members Entering Unmasked Estep Score: -9995987.000000 Penalty: 5564.316406 Iteration 27Q: 3 clusters Score -9995987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 73885 members Entering Unmasked Estep Score: -9995985.000000 Penalty: 5564.316406 Iteration 28Q: 3 clusters Score -9995985 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 73886 members Entering Unmasked Estep Score: -9995997.000000 Penalty: 5564.316406 Iteration 29Q: 3 clusters Score -9995997 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 73885 members Entering Unmasked Estep Score: -9995995.000000 Penalty: 5564.316406 Iteration 30Q: 3 clusters Score -9995995 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 73884 members Entering Unmasked Estep Score: -9995996.000000 Penalty: 5564.316406 Iteration 31Q: 3 clusters Score -9995996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 73884 members Entering Unmasked Estep Score: -9995996.000000 Penalty: 5564.316406 Iteration 32F: 3 clusters Score -9995996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 49697 members Mstep: Class 3 contains 8116 members Mstep: Class 4 contains 774 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 45478 members Mstep: Class 7 contains 50350 members Mstep: Class 8 contains 3247 members Mstep: Class 9 contains 108003 members Mstep: Class 10 contains 144397 members Mstep: Class 11 contains 5006 members Mstep: Class 12 contains 5800 members Mstep: Class 13 contains 1465 members Mstep: Class 14 contains 40771 members Mstep: Class 15 contains 15164 members Mstep: Class 16 contains 6061 members Mstep: Class 17 contains 65193 members Mstep: Class 18 contains 350 members Mstep: Class 19 contains 11639 members Mstep: Class 20 contains 921 members Mstep: Class 21 contains 8390 members Mstep: Class 22 contains 74487 members Entering Unmasked Estep ConsiderDeletion Score: -85885328.000000 Penalty: 86358.609375 Iteration 79Q: 27 clusters Score -8.588533e+07 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 88 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 49577 members Mstep: Class 3 contains 8119 members Mstep: Class 4 contains 796 members Mstep: Class 5 contains 833 members Mstep: Class 6 contains 45462 members Mstep: Class 7 contains 50376 members Mstep: Class 8 contains 3238 members Mstep: Class 9 contains 108026 members Mstep: Class 10 contains 144386 members Mstep: Class 11 contains 5005 members Mstep: Class 12 contains 5799 members Mstep: Class 13 contains 1462 members Mstep: Class 14 contains 40792 members Mstep: Class 15 contains 15172 members Mstep: Class 16 contains 6052 members Mstep: Class 17 contains 65188 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11639 members Mstep: Class 20 contains 930 members Mstep: Class 21 contains 8396 members Mstep: Class 22 contains 74527 members Mstep: Class 23 contains 428 members Mstep: Class 24 contains 4577 members Mstep: Class 25 contains 2222 members Mstep: Class 26 contains 1070 members Entering Unmasked Estep ConsiderDeletion Score: -85887312.000000 Penalty: 86358.609375 Iteration 80F: 27 clusters Score -8.588731e+07 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49486 members Mstep: Class 3 contains 8118 members Mstep: Class 4 contains 818 members Mstep: Class 5 contains 966 members Mstep: Class 6 contains 45440 members Mstep: Class 7 contains 50326 members Mstep: Class 8 contains 3224 members Mstep: Class 9 contains 107916 members Mstep: Class 10 contains 144384 members Mstep: Class 11 contains 5004 members Mstep: Class 12 contains 5793 members Mstep: Class 13 contains 1455 members Mstep: Class 14 contains 40755 members Mstep: Class 15 contains 15105 members Mstep: Class 16 contains 6044 members Mstep: Class 17 contains 65184 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11613 members Mstep: Class 20 contains 872 members Mstep: Class 21 contains 8398 members Mstep: Class 22 contains 74517 members Mstep: Class 23 contains 473 members Mstep: Class 24 contains 4801 members Mstep: Class 25 contains 2349 members Mstep: Class 26 contains 1069 members Entering Unmasked Estep ConsiderDeletion Score: -85889304.000000 Penalty: 86358.609375 Iteration 81Q: 27 clusters Score -8.58893e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49416 members Mstep: Class 3 contains 8135 members Mstep: Class 4 contains 804 members Mstep: Class 5 contains 1031 members Mstep: Class 6 contains 45434 members Mstep: Class 7 contains 50302 members Mstep: Class 8 contains 3217 members Mstep: Class 9 contains 107900 members Mstep: Class 10 contains 144375 members Mstep: Class 11 contains 5002 members Mstep: Class 12 contains 5787 members Mstep: Class 13 contains 1455 members Mstep: Class 14 contains 40723 members Mstep: Class 15 contains 15088 members Mstep: Class 16 contains 6044 members Mstep: Class 17 contains 65176 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11590 members Mstep: Class 20 contains 846 members Mstep: Class 21 contains 8397 members Mstep: Class 22 contains 74544 members Mstep: Class 23 contains 475 members Mstep: Class 24 contains 4881 members Mstep: Class 25 contains 2422 members Mstep: Class 26 contains 1070 members Entering Unmasked Estep ConsiderDeletion Score: -85889776.000000 Penalty: 86358.609375 Iteration 82Q: 27 clusters Score -8.588978e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49367 members Mstep: Class 3 contains 8156 members Mstep: Class 4 contains 803 members Mstep: Class 5 contains 1078 members Mstep: Class 6 contains 45439 members Mstep: Class 7 contains 50288 members Mstep: Class 8 contains 3213 members Mstep: Class 9 contains 107879 members Mstep: Class 10 contains 144360 members Mstep: Class 11 contains 5001 members Mstep: Class 12 contains 5777 members Mstep: Class 13 contains 1455 members Mstep: Class 14 contains 40699 members Mstep: Class 15 contains 15079 members Mstep: Class 16 contains 6044 members Mstep: Class 17 contains 65168 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11568 members Mstep: Class 20 contains 831 members Mstep: Class 21 contains 8403 members Mstep: Class 22 contains 74557 members Mstep: Class 23 contains 474 members Mstep: Class 24 contains 4926 members Mstep: Class 25 contains 2477 members Mstep: Class 26 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85889992.000000 Penalty: 86358.609375 Iteration 83Q: 27 clusters Score -8.588999e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49329 members Mstep: Class 3 contains 8172 members Mstep: Class 4 contains 799 members Mstep: Class 5 contains 1114 members Mstep: Class 6 contains 45435 members Mstep: Class 7 contains 50279 members Mstep: Class 8 contains 3215 members Mstep: Class 9 contains 107869 members Mstep: Class 10 contains 144347 members Mstep: Class 11 contains 5001 members Mstep: Class 12 contains 5784 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40691 members Mstep: Class 15 contains 15076 members Mstep: Class 16 contains 6048 members Mstep: Class 17 contains 65164 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11552 members Mstep: Class 20 contains 824 members Mstep: Class 21 contains 8405 members Mstep: Class 22 contains 74561 members Mstep: Class 23 contains 474 members Mstep: Class 24 contains 4940 members Mstep: Class 25 contains 2510 members Mstep: Class 26 contains 1073 members Entering Unmasked Estep ConsiderDeletion Score: -85889968.000000 Penalty: 86358.609375 Iteration 84Q: 27 clusters Score -8.588997e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49315 members Mstep: Class 3 contains 8176 members Mstep: Class 4 contains 794 members Mstep: Class 5 contains 1128 members Mstep: Class 6 contains 45437 members Mstep: Class 7 contains 50273 members Mstep: Class 8 contains 3217 members Mstep: Class 9 contains 107862 members Mstep: Class 10 contains 144345 members Mstep: Class 11 contains 5001 members Mstep: Class 12 contains 5787 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40679 members Mstep: Class 15 contains 15072 members Mstep: Class 16 contains 6044 members Mstep: Class 17 contains 65165 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11541 members Mstep: Class 20 contains 824 members Mstep: Class 21 contains 8408 members Mstep: Class 22 contains 74575 members Mstep: Class 23 contains 473 members Mstep: Class 24 contains 4948 members Mstep: Class 25 contains 2523 members Mstep: Class 26 contains 1075 members Entering Unmasked Estep ConsiderDeletion Score: -85890088.000000 Penalty: 86358.609375 Iteration 85Q: 27 clusters Score -8.589009e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49295 members Mstep: Class 3 contains 8194 members Mstep: Class 4 contains 794 members Mstep: Class 5 contains 1146 members Mstep: Class 6 contains 45437 members Mstep: Class 7 contains 50264 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 107850 members Mstep: Class 10 contains 144340 members Mstep: Class 11 contains 5001 members Mstep: Class 12 contains 5791 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40676 members Mstep: Class 15 contains 15069 members Mstep: Class 16 contains 6045 members Mstep: Class 17 contains 65162 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11532 members Mstep: Class 20 contains 823 members Mstep: Class 21 contains 8411 members Mstep: Class 22 contains 74587 members Mstep: Class 23 contains 466 members Mstep: Class 24 contains 4951 members Mstep: Class 25 contains 2534 members Mstep: Class 26 contains 1082 members Entering Unmasked Estep ConsiderDeletion Score: -85890104.000000 Penalty: 86358.609375 Iteration 86Q: 27 clusters Score -8.58901e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49280 members Mstep: Class 3 contains 8208 members Mstep: Class 4 contains 793 members Mstep: Class 5 contains 1159 members Mstep: Class 6 contains 45436 members Mstep: Class 7 contains 50257 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 107844 members Mstep: Class 10 contains 144333 members Mstep: Class 11 contains 5000 members Mstep: Class 12 contains 5789 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40675 members Mstep: Class 15 contains 15067 members Mstep: Class 16 contains 6047 members Mstep: Class 17 contains 65164 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11528 members Mstep: Class 20 contains 822 members Mstep: Class 21 contains 8412 members Mstep: Class 22 contains 74597 members Mstep: Class 23 contains 456 members Mstep: Class 24 contains 4954 members Mstep: Class 25 contains 2538 members Mstep: Class 26 contains 1092 members Entering Unmasked Estep ConsiderDeletion Score: -85890160.000000 Penalty: 86358.609375 Iteration 87Q: 27 clusters Score -8.589016e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49272 members Mstep: Class 3 contains 8212 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1164 members Mstep: Class 6 contains 45435 members Mstep: Class 7 contains 50255 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 107833 members Mstep: Class 10 contains 144329 members Mstep: Class 11 contains 4999 members Mstep: Class 12 contains 5792 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40671 members Mstep: Class 15 contains 15067 members Mstep: Class 16 contains 6052 members Mstep: Class 17 contains 65161 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11528 members Mstep: Class 20 contains 821 members Mstep: Class 21 contains 8415 members Mstep: Class 22 contains 74607 members Mstep: Class 23 contains 452 members Mstep: Class 24 contains 4957 members Mstep: Class 25 contains 2541 members Mstep: Class 26 contains 1096 members Entering Unmasked Estep ConsiderDeletion Score: -85890112.000000 Penalty: 86358.609375 Iteration 88Q: 27 clusters Score -8.589011e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49265 members Mstep: Class 3 contains 8214 members Mstep: Class 4 contains 794 members Mstep: Class 5 contains 1169 members Mstep: Class 6 contains 45434 members Mstep: Class 7 contains 50255 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 107823 members Mstep: Class 10 contains 144328 members Mstep: Class 11 contains 4999 members Mstep: Class 12 contains 5789 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40670 members Mstep: Class 15 contains 15063 members Mstep: Class 16 contains 6054 members Mstep: Class 17 contains 65167 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11526 members Mstep: Class 20 contains 820 members Mstep: Class 21 contains 8416 members Mstep: Class 22 contains 74611 members Mstep: Class 23 contains 447 members Mstep: Class 24 contains 4958 members Mstep: Class 25 contains 2548 members Mstep: Class 26 contains 1101 members Entering Unmasked Estep ConsiderDeletion Score: -85890144.000000 Penalty: 86358.609375 Iteration 89Q: 27 clusters Score -8.589014e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49259 members Mstep: Class 3 contains 8218 members Mstep: Class 4 contains 794 members Mstep: Class 5 contains 1171 members Mstep: Class 6 contains 45436 members Mstep: Class 7 contains 50257 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 107810 members Mstep: Class 10 contains 144328 members Mstep: Class 11 contains 4999 members Mstep: Class 12 contains 5786 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40666 members Mstep: Class 15 contains 15061 members Mstep: Class 16 contains 6055 members Mstep: Class 17 contains 65167 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11523 members Mstep: Class 20 contains 818 members Mstep: Class 21 contains 8418 members Mstep: Class 22 contains 74621 members Mstep: Class 23 contains 442 members Mstep: Class 24 contains 4960 members Mstep: Class 25 contains 2555 members Mstep: Class 26 contains 1106 members Entering Unmasked Estep ConsiderDeletion Score: -85890152.000000 Penalty: 86358.609375 Iteration 90Q: 27 clusters Score -8.589015e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49252 members Mstep: Class 3 contains 8227 members Mstep: Class 4 contains 791 members Mstep: Class 5 contains 1172 members Mstep: Class 6 contains 45436 members Mstep: Class 7 contains 50259 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 107795 members Mstep: Class 10 contains 144323 members Mstep: Class 11 contains 4999 members Mstep: Class 12 contains 5793 members Mstep: Class 13 contains 1452 members Mstep: Class 14 contains 40662 members Mstep: Class 15 contains 15061 members Mstep: Class 16 contains 6055 members Mstep: Class 17 contains 65165 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11519 members Mstep: Class 20 contains 818 members Mstep: Class 21 contains 8419 members Mstep: Class 22 contains 74631 members Mstep: Class 23 contains 440 members Mstep: Class 24 contains 4961 members Mstep: Class 25 contains 2564 members Mstep: Class 26 contains 1109 members Entering Unmasked Estep ConsiderDeletion Score: -85890312.000000 Penalty: 86358.609375 Iteration 91Q: 27 clusters Score -8.589031e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49248 members Mstep: Class 3 contains 8226 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1175 members Mstep: Class 6 contains 45436 members Mstep: Class 7 contains 50258 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 107785 members Mstep: Class 10 contains 144318 members Mstep: Class 11 contains 4999 members Mstep: Class 12 contains 5797 members Mstep: Class 13 contains 1451 members Mstep: Class 14 contains 40662 members Mstep: Class 15 contains 15062 members Mstep: Class 16 contains 6060 members Mstep: Class 17 contains 65167 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11517 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8420 members Mstep: Class 22 contains 74636 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4961 members Mstep: Class 25 contains 2566 members Mstep: Class 26 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -85890136.000000 Penalty: 86358.609375 Iteration 92Q: 27 clusters Score -8.589014e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 8218 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1176 members Mstep: Class 6 contains 45436 members Mstep: Class 7 contains 50256 members Mstep: Class 8 contains 3212 members Mstep: Class 9 contains 107784 members Mstep: Class 10 contains 144316 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5797 members Mstep: Class 13 contains 1450 members Mstep: Class 14 contains 40662 members Mstep: Class 15 contains 15064 members Mstep: Class 16 contains 6065 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11512 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8421 members Mstep: Class 22 contains 74645 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4961 members Mstep: Class 25 contains 2570 members Mstep: Class 26 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -85890192.000000 Penalty: 86358.609375 Iteration 93Q: 27 clusters Score -8.589019e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49240 members Mstep: Class 3 contains 8223 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45437 members Mstep: Class 7 contains 50253 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 107783 members Mstep: Class 10 contains 144311 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5799 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40659 members Mstep: Class 15 contains 15061 members Mstep: Class 16 contains 6066 members Mstep: Class 17 contains 65171 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11508 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8422 members Mstep: Class 22 contains 74654 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4961 members Mstep: Class 25 contains 2575 members Mstep: Class 26 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -85890280.000000 Penalty: 86358.609375 Iteration 94Q: 27 clusters Score -8.589028e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49237 members Mstep: Class 3 contains 8226 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1176 members Mstep: Class 6 contains 45437 members Mstep: Class 7 contains 50252 members Mstep: Class 8 contains 3211 members Mstep: Class 9 contains 107781 members Mstep: Class 10 contains 144309 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5796 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40659 members Mstep: Class 15 contains 15062 members Mstep: Class 16 contains 6070 members Mstep: Class 17 contains 65165 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11505 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8424 members Mstep: Class 22 contains 74661 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4961 members Mstep: Class 25 contains 2579 members Mstep: Class 26 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -85890392.000000 Penalty: 86358.609375 Iteration 95Q: 27 clusters Score -8.589039e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49236 members Mstep: Class 3 contains 8233 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45435 members Mstep: Class 7 contains 50250 members Mstep: Class 8 contains 3210 members Mstep: Class 9 contains 107777 members Mstep: Class 10 contains 144308 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5796 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40657 members Mstep: Class 15 contains 15063 members Mstep: Class 16 contains 6074 members Mstep: Class 17 contains 65163 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11503 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74661 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4961 members Mstep: Class 25 contains 2580 members Mstep: Class 26 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -85890424.000000 Penalty: 86358.609375 Iteration 96Q: 27 clusters Score -8.589042e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49238 members Mstep: Class 3 contains 8238 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1178 members Mstep: Class 6 contains 45435 members Mstep: Class 7 contains 50251 members Mstep: Class 8 contains 3210 members Mstep: Class 9 contains 107769 members Mstep: Class 10 contains 144303 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5799 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40654 members Mstep: Class 15 contains 15063 members Mstep: Class 16 contains 6077 members Mstep: Class 17 contains 65162 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11501 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74662 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4962 members Mstep: Class 25 contains 2583 members Mstep: Class 26 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -85890376.000000 Penalty: 86358.609375 Iteration 97Q: 27 clusters Score -8.589038e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49239 members Mstep: Class 3 contains 8248 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1178 members Mstep: Class 6 contains 45432 members Mstep: Class 7 contains 50249 members Mstep: Class 8 contains 3210 members Mstep: Class 9 contains 107765 members Mstep: Class 10 contains 144299 members Mstep: Class 11 contains 4998 members Mstep: Class 12 contains 5796 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40653 members Mstep: Class 15 contains 15062 members Mstep: Class 16 contains 6077 members Mstep: Class 17 contains 65161 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11499 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74669 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4962 members Mstep: Class 25 contains 2585 members Mstep: Class 26 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -85890392.000000 Penalty: 86358.609375 Iteration 98Q: 27 clusters Score -8.589039e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49237 members Mstep: Class 3 contains 8254 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1178 members Mstep: Class 6 contains 45432 members Mstep: Class 7 contains 50253 members Mstep: Class 8 contains 3210 members Mstep: Class 9 contains 107756 members Mstep: Class 10 contains 144297 members Mstep: Class 11 contains 4998 members Mstep: Class 12 contains 5797 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40652 members Mstep: Class 15 contains 15062 members Mstep: Class 16 contains 6076 members Mstep: Class 17 contains 65162 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11498 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74672 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4962 members Mstep: Class 25 contains 2586 members Mstep: Class 26 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -85890352.000000 Penalty: 86358.609375 Iteration 99Q: 27 clusters Score -8.589035e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 51 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49237 members Mstep: Class 3 contains 8255 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1178 members Mstep: Class 6 contains 45432 members Mstep: Class 7 contains 50257 members Mstep: Class 8 contains 3210 members Mstep: Class 9 contains 107750 members Mstep: Class 10 contains 144297 members Mstep: Class 11 contains 4998 members Mstep: Class 12 contains 5800 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40651 members Mstep: Class 15 contains 15064 members Mstep: Class 16 contains 6076 members Mstep: Class 17 contains 65162 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11496 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74670 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4962 members Mstep: Class 25 contains 2587 members Mstep: Class 26 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -85891080.000000 Penalty: 86358.609375 Iteration 100F: 27 clusters Score -8.589108e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49236 members Mstep: Class 3 contains 8255 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45431 members Mstep: Class 7 contains 50259 members Mstep: Class 8 contains 3210 members Mstep: Class 9 contains 107751 members Mstep: Class 10 contains 144296 members Mstep: Class 11 contains 4998 members Mstep: Class 12 contains 5802 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40651 members Mstep: Class 15 contains 15064 members Mstep: Class 16 contains 6076 members Mstep: Class 17 contains 65162 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11494 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74669 members Mstep: Class 23 contains 438 members Mstep: Class 24 contains 4962 members Mstep: Class 25 contains 2584 members Mstep: Class 26 contains 1131 members Entering Unmasked Estep ConsiderDeletion Score: -85891544.000000 Penalty: 86358.609375 Iteration 101Q: 27 clusters Score -8.589154e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49234 members Mstep: Class 3 contains 8257 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45428 members Mstep: Class 7 contains 50262 members Mstep: Class 8 contains 3210 members Mstep: Class 9 contains 107747 members Mstep: Class 10 contains 144296 members Mstep: Class 11 contains 4998 members Mstep: Class 12 contains 5804 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40648 members Mstep: Class 15 contains 15064 members Mstep: Class 16 contains 6076 members Mstep: Class 17 contains 65161 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11495 members Mstep: Class 20 contains 817 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74671 members Mstep: Class 23 contains 411 members Mstep: Class 24 contains 4962 members Mstep: Class 25 contains 2580 members Mstep: Class 26 contains 1165 members Entering Unmasked Estep ConsiderDeletion Score: -85891824.000000 Penalty: 86358.609375 Iteration 102Q: 27 clusters Score -8.589182e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49233 members Mstep: Class 3 contains 8261 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50259 members Mstep: Class 8 contains 3210 members Mstep: Class 9 contains 107748 members Mstep: Class 10 contains 144296 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5804 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40644 members Mstep: Class 15 contains 15063 members Mstep: Class 16 contains 6076 members Mstep: Class 17 contains 65161 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11496 members Mstep: Class 20 contains 809 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74674 members Mstep: Class 23 contains 405 members Mstep: Class 24 contains 4969 members Mstep: Class 25 contains 2580 members Mstep: Class 26 contains 1175 members Entering Unmasked Estep ConsiderDeletion Score: -85891856.000000 Penalty: 86358.609375 Iteration 103Q: 27 clusters Score -8.589186e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49233 members Mstep: Class 3 contains 8268 members Mstep: Class 4 contains 791 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50253 members Mstep: Class 8 contains 3209 members Mstep: Class 9 contains 107747 members Mstep: Class 10 contains 144293 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5804 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40642 members Mstep: Class 15 contains 15065 members Mstep: Class 16 contains 6076 members Mstep: Class 17 contains 65163 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11496 members Mstep: Class 20 contains 806 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74675 members Mstep: Class 23 contains 402 members Mstep: Class 24 contains 4970 members Mstep: Class 25 contains 2584 members Mstep: Class 26 contains 1179 members Entering Unmasked Estep ConsiderDeletion Score: -85891984.000000 Penalty: 86358.609375 Iteration 104Q: 27 clusters Score -8.589198e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49232 members Mstep: Class 3 contains 8271 members Mstep: Class 4 contains 792 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50251 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107750 members Mstep: Class 10 contains 144292 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5804 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40639 members Mstep: Class 15 contains 15064 members Mstep: Class 16 contains 6077 members Mstep: Class 17 contains 65164 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11493 members Mstep: Class 20 contains 799 members Mstep: Class 21 contains 8427 members Mstep: Class 22 contains 74677 members Mstep: Class 23 contains 402 members Mstep: Class 24 contains 4974 members Mstep: Class 25 contains 2587 members Mstep: Class 26 contains 1180 members Entering Unmasked Estep ConsiderDeletion Score: -85891944.000000 Penalty: 86358.609375 Iteration 105Q: 27 clusters Score -8.589194e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49232 members Mstep: Class 3 contains 8272 members Mstep: Class 4 contains 794 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50251 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107743 members Mstep: Class 10 contains 144292 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5803 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40636 members Mstep: Class 15 contains 15062 members Mstep: Class 16 contains 6077 members Mstep: Class 17 contains 65167 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11491 members Mstep: Class 20 contains 793 members Mstep: Class 21 contains 8430 members Mstep: Class 22 contains 74678 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4980 members Mstep: Class 25 contains 2591 members Mstep: Class 26 contains 1181 members Entering Unmasked Estep ConsiderDeletion Score: -85892008.000000 Penalty: 86358.609375 Iteration 106Q: 27 clusters Score -8.589201e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49232 members Mstep: Class 3 contains 8272 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50251 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107738 members Mstep: Class 10 contains 144292 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5802 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40635 members Mstep: Class 15 contains 15063 members Mstep: Class 16 contains 6077 members Mstep: Class 17 contains 65169 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 789 members Mstep: Class 21 contains 8432 members Mstep: Class 22 contains 74678 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 2593 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892000.000000 Penalty: 86358.609375 Iteration 107Q: 27 clusters Score -8.5892e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8269 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45427 members Mstep: Class 7 contains 50248 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107734 members Mstep: Class 10 contains 144293 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5803 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40634 members Mstep: Class 15 contains 15063 members Mstep: Class 16 contains 6077 members Mstep: Class 17 contains 65171 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8435 members Mstep: Class 22 contains 74678 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4984 members Mstep: Class 25 contains 2598 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892000.000000 Penalty: 86358.609375 Iteration 108Q: 27 clusters Score -8.5892e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49231 members Mstep: Class 3 contains 8268 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45428 members Mstep: Class 7 contains 50245 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107731 members Mstep: Class 10 contains 144294 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5802 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40634 members Mstep: Class 15 contains 15061 members Mstep: Class 16 contains 6078 members Mstep: Class 17 contains 65172 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74680 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4984 members Mstep: Class 25 contains 2598 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892032.000000 Penalty: 86358.609375 Iteration 109Q: 27 clusters Score -8.589203e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49231 members Mstep: Class 3 contains 8266 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45429 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107730 members Mstep: Class 10 contains 144293 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5805 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40633 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6080 members Mstep: Class 17 contains 65172 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74680 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4984 members Mstep: Class 25 contains 2600 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892040.000000 Penalty: 86358.609375 Iteration 110Q: 27 clusters Score -8.589204e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49231 members Mstep: Class 3 contains 8265 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45428 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107727 members Mstep: Class 10 contains 144293 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5808 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40633 members Mstep: Class 15 contains 15058 members Mstep: Class 16 contains 6081 members Mstep: Class 17 contains 65173 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74681 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4984 members Mstep: Class 25 contains 2601 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892024.000000 Penalty: 86358.609375 Iteration 111Q: 27 clusters Score -8.589202e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49231 members Mstep: Class 3 contains 8264 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45427 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107725 members Mstep: Class 10 contains 144293 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5809 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40633 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6083 members Mstep: Class 17 contains 65173 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74682 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 2602 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892032.000000 Penalty: 86358.609375 Iteration 112Q: 27 clusters Score -8.589203e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49231 members Mstep: Class 3 contains 8262 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45427 members Mstep: Class 7 contains 50242 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107720 members Mstep: Class 10 contains 144294 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5812 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40633 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6085 members Mstep: Class 17 contains 65174 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74681 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892016.000000 Penalty: 86358.609375 Iteration 113Q: 27 clusters Score -8.589202e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49231 members Mstep: Class 3 contains 8261 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45427 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107719 members Mstep: Class 10 contains 144293 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5817 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40633 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6085 members Mstep: Class 17 contains 65172 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74683 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85891992.000000 Penalty: 86358.609375 Iteration 114Q: 27 clusters Score -8.589199e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49231 members Mstep: Class 3 contains 8262 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45427 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107714 members Mstep: Class 10 contains 144292 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5818 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6089 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74686 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892016.000000 Penalty: 86358.609375 Iteration 115Q: 27 clusters Score -8.589202e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49233 members Mstep: Class 3 contains 8259 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45427 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107707 members Mstep: Class 10 contains 144294 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5822 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6092 members Mstep: Class 17 contains 65169 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74686 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892032.000000 Penalty: 86358.609375 Iteration 116Q: 27 clusters Score -8.589203e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49232 members Mstep: Class 3 contains 8256 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50242 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107700 members Mstep: Class 10 contains 144297 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5824 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6094 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74689 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892040.000000 Penalty: 86358.609375 Iteration 117Q: 27 clusters Score -8.589204e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49231 members Mstep: Class 3 contains 8254 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50242 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107697 members Mstep: Class 10 contains 144299 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5824 members Mstep: Class 13 contains 1447 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65171 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74692 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892080.000000 Penalty: 86358.609375 Iteration 118Q: 27 clusters Score -8.589208e+07 nChanged 7 Entering ConstructFrom: Score: -85892080.000000 Penalty: 86358.609375 Entering ConstructFrom: Trying to split cluster 1 (939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Entering Unmasked Estep Score: -114399.882812 Penalty: 1697.514160 Iteration 0F: 2 clusters Score -114399.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -112486.812500 Penalty: 3395.028320 Iteration 0F: 3 clusters Score -112486.8 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -112786.570312 Penalty: 3395.028320 Iteration 1F: 3 clusters Score -112786.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -112907.046875 Penalty: 3395.028320 Iteration 2F: 3 clusters Score -112907 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -112980.234375 Penalty: 3395.028320 Iteration 3Q: 3 clusters Score -112980.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -113046.335938 Penalty: 3395.028320 Iteration 4Q: 3 clusters Score -113046.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -113113.250000 Penalty: 3395.028320 Iteration 5Q: 3 clusters Score -113113.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -113217.546875 Penalty: 3395.028320 Iteration 6Q: 3 clusters Score -113217.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -113355.093750 Penalty: 3395.028320 Iteration 7Q: 3 clusters Score -113355.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -113554.375000 Penalty: 3395.028320 Iteration 8Q: 3 clusters Score -113554.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -113770.953125 Penalty: 3395.028320 Iteration 9Q: 3 clusters Score -113771 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -113943.015625 Penalty: 3395.028320 Iteration 10Q: 3 clusters Score -113943 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -114168.476562 Penalty: 3395.028320 Iteration 11F: 3 clusters Score -114168.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -114466.218750 Penalty: 3395.028320 Iteration 12Q: 3 clusters Score -114466.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -114794.109375 Penalty: 3395.028320 Iteration 13Q: 3 clusters Score -114794.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -115251.585938 Penalty: 3395.028320 Iteration 14Q: 3 clusters Score -115251.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -115350.062500 Penalty: 3395.028320 Iteration 15Q: 3 clusters Score -115350.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -115362.085938 Penalty: 3395.028320 Iteration 16Q: 3 clusters Score -115362.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -115362.085938 Penalty: 3395.028320 Iteration 17F: 3 clusters Score -115362.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107695 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5826 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Mstep: Class 27 contains 458 members Entering Unmasked Estep Score: -85891432.000000 Penalty: 89680.093750 Splitting cluster 1 changes total score from -85892080.000000 to -85891432.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (49230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49230 members Entering Unmasked Estep Score: -6596334.000000 Penalty: 2679.456055 Iteration 0F: 2 clusters Score -6596334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24516 members Mstep: Class 2 contains 24714 members Entering Unmasked Estep Score: -6563433.000000 Penalty: 5358.912109 Iteration 0F: 3 clusters Score -6563433 nChanged 22589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23493 members Mstep: Class 2 contains 25737 members Entering Unmasked Estep Score: -6576103.000000 Penalty: 5358.912109 Iteration 1F: 3 clusters Score -6576103 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22657 members Mstep: Class 2 contains 26573 members Entering Unmasked Estep Score: -6576982.500000 Penalty: 5358.912109 Iteration 2Q: 3 clusters Score -6576982 nChanged 2606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21403 members Mstep: Class 2 contains 27827 members Entering Unmasked Estep Score: -6578103.500000 Penalty: 5358.912109 Iteration 3F: 3 clusters Score -6578104 nChanged 2894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19589 members Mstep: Class 2 contains 29641 members Entering Unmasked Estep Score: -6579656.000000 Penalty: 5358.912109 Iteration 4F: 3 clusters Score -6579656 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17335 members Mstep: Class 2 contains 31895 members Entering Unmasked Estep Score: -6581466.000000 Penalty: 5358.912109 Iteration 5F: 3 clusters Score -6581466 nChanged 3330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14657 members Mstep: Class 2 contains 34573 members Entering Unmasked Estep Score: -6583677.000000 Penalty: 5358.912109 Iteration 6F: 3 clusters Score -6583677 nChanged 3235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 37358 members Entering Unmasked Estep Score: -6585896.500000 Penalty: 5358.912109 Iteration 7F: 3 clusters Score -6585896 nChanged 2917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 39979 members Entering Unmasked Estep Score: -6587976.000000 Penalty: 5358.912109 Iteration 8F: 3 clusters Score -6587976 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 42333 members Entering Unmasked Estep Score: -6589750.500000 Penalty: 5358.912109 Iteration 9F: 3 clusters Score -6589750 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 44262 members Entering Unmasked Estep Score: -6591204.500000 Penalty: 5358.912109 Iteration 10Q: 3 clusters Score -6591204 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 45759 members Entering Unmasked Estep Score: -6592237.500000 Penalty: 5358.912109 Iteration 11Q: 3 clusters Score -6592238 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 46786 members Entering Unmasked Estep Score: -6592914.000000 Penalty: 5358.912109 Iteration 12Q: 3 clusters Score -6592914 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 47449 members Entering Unmasked Estep Score: -6593308.500000 Penalty: 5358.912109 Iteration 13Q: 3 clusters Score -6593308 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 47845 members Entering Unmasked Estep Score: -6593546.500000 Penalty: 5358.912109 Iteration 14Q: 3 clusters Score -6593546 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 48109 members Entering Unmasked Estep Score: -6593709.500000 Penalty: 5358.912109 Iteration 15Q: 3 clusters Score -6593710 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 48297 members Entering Unmasked Estep Score: -6593841.500000 Penalty: 5358.912109 Iteration 16Q: 3 clusters Score -6593842 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 48409 members Entering Unmasked Estep Score: -6593906.000000 Penalty: 5358.912109 Iteration 17Q: 3 clusters Score -6593906 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 48485 members Entering Unmasked Estep Score: -6593983.500000 Penalty: 5358.912109 Iteration 18Q: 3 clusters Score -6593984 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 48540 members Entering Unmasked Estep Score: -6594011.500000 Penalty: 5358.912109 Iteration 19Q: 3 clusters Score -6594012 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 48579 members Entering Unmasked Estep Score: -6594021.500000 Penalty: 5358.912109 Iteration 20F: 3 clusters Score -6594022 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 48593 members Entering Unmasked Estep Score: -6594029.500000 Penalty: 5358.912109 Iteration 21Q: 3 clusters Score -6594030 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 48605 members Entering Unmasked Estep Score: -6594054.500000 Penalty: 5358.912109 Iteration 22Q: 3 clusters Score -6594054 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 48620 members Entering Unmasked Estep Score: -6594064.000000 Penalty: 5358.912109 Iteration 23Q: 3 clusters Score -6594064 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 48632 members Entering Unmasked Estep Score: -6594062.500000 Penalty: 5358.912109 Iteration 24Q: 3 clusters Score -6594062 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 48637 members Entering Unmasked Estep Score: -6594066.000000 Penalty: 5358.912109 Iteration 25Q: 3 clusters Score -6594066 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 48641 members Entering Unmasked Estep Score: -6594064.000000 Penalty: 5358.912109 Iteration 26Q: 3 clusters Score -6594064 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 48644 members Entering Unmasked Estep Score: -6594068.500000 Penalty: 5358.912109 Iteration 27Q: 3 clusters Score -6594068 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 48645 members Entering Unmasked Estep Score: -6594068.500000 Penalty: 5358.912109 Iteration 28Q: 3 clusters Score -6594068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 48649 members Entering Unmasked Estep Score: -6594070.000000 Penalty: 5358.912109 Iteration 29Q: 3 clusters Score -6594070 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 48651 members Entering Unmasked Estep Score: -6594072.000000 Penalty: 5358.912109 Iteration 30Q: 3 clusters Score -6594072 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 48651 members Entering Unmasked Estep Score: -6594072.000000 Penalty: 5358.912109 Iteration 31F: 3 clusters Score -6594072 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Entering Unmasked Estep Score: -1022264.312500 Penalty: 2236.516113 Iteration 0F: 2 clusters Score -1022264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1015687.500000 Penalty: 4473.032227 Iteration 0F: 3 clusters Score -1015688 nChanged 3342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1017555.000000 Penalty: 4473.032227 Iteration 1F: 3 clusters Score -1017555 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1017853.750000 Penalty: 4473.032227 Iteration 2F: 3 clusters Score -1017854 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -1018070.687500 Penalty: 4473.032227 Iteration 3F: 3 clusters Score -1018071 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1018224.062500 Penalty: 4473.032227 Iteration 4Q: 3 clusters Score -1018224 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1018352.062500 Penalty: 4473.032227 Iteration 5Q: 3 clusters Score -1018352 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -1018455.500000 Penalty: 4473.032227 Iteration 6Q: 3 clusters Score -1018456 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -1018549.187500 Penalty: 4473.032227 Iteration 7Q: 3 clusters Score -1018549 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -1018625.125000 Penalty: 4473.032227 Iteration 8Q: 3 clusters Score -1018625 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -1018711.812500 Penalty: 4473.032227 Iteration 9Q: 3 clusters Score -1018712 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1018791.687500 Penalty: 4473.032227 Iteration 10Q: 3 clusters Score -1018792 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4703 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -1018871.562500 Penalty: 4473.032227 Iteration 11Q: 3 clusters Score -1018872 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1018947.187500 Penalty: 4473.032227 Iteration 12Q: 3 clusters Score -1018947 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -1019021.562500 Penalty: 4473.032227 Iteration 13Q: 3 clusters Score -1019022 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -1019096.250000 Penalty: 4473.032227 Iteration 14Q: 3 clusters Score -1019096 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1019154.750000 Penalty: 4473.032227 Iteration 15Q: 3 clusters Score -1019155 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -1019226.062500 Penalty: 4473.032227 Iteration 16Q: 3 clusters Score -1019226 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -1019318.250000 Penalty: 4473.032227 Iteration 17Q: 3 clusters Score -1019318 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -1019407.562500 Penalty: 4473.032227 Iteration 18Q: 3 clusters Score -1019408 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5522 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -1019484.000000 Penalty: 4473.032227 Iteration 19Q: 3 clusters Score -1019484 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -1019567.562500 Penalty: 4473.032227 Iteration 20F: 3 clusters Score -1019568 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -1019668.187500 Penalty: 4473.032227 Iteration 21Q: 3 clusters Score -1019668 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -1019770.562500 Penalty: 4473.032227 Iteration 22Q: 3 clusters Score -1019771 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -1019863.750000 Penalty: 4473.032227 Iteration 23Q: 3 clusters Score -1019864 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -1019936.250000 Penalty: 4473.032227 Iteration 24Q: 3 clusters Score -1019936 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -1019988.812500 Penalty: 4473.032227 Iteration 25Q: 3 clusters Score -1019989 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -1020026.562500 Penalty: 4473.032227 Iteration 26Q: 3 clusters Score -1020027 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -1020069.687500 Penalty: 4473.032227 Iteration 27Q: 3 clusters Score -1020070 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -1020116.750000 Penalty: 4473.032227 Iteration 28Q: 3 clusters Score -1020117 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -1020156.437500 Penalty: 4473.032227 Iteration 29Q: 3 clusters Score -1020156 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -1020185.625000 Penalty: 4473.032227 Iteration 30Q: 3 clusters Score -1020186 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -1020208.187500 Penalty: 4473.032227 Iteration 31Q: 3 clusters Score -1020208 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1020230.375000 Penalty: 4473.032227 Iteration 32Q: 3 clusters Score -1020230 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1020244.375000 Penalty: 4473.032227 Iteration 33Q: 3 clusters Score -1020244 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1020260.750000 Penalty: 4473.032227 Iteration 34Q: 3 clusters Score -1020261 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -1020269.687500 Penalty: 4473.032227 Iteration 35Q: 3 clusters Score -1020270 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -1020279.125000 Penalty: 4473.032227 Iteration 36Q: 3 clusters Score -1020279 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -1020288.000000 Penalty: 4473.032227 Iteration 37Q: 3 clusters Score -1020288 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6743 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -1020289.125000 Penalty: 4473.032227 Iteration 38Q: 3 clusters Score -1020289 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -1020295.125000 Penalty: 4473.032227 Iteration 39Q: 3 clusters Score -1020295 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6756 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -1020297.875000 Penalty: 4473.032227 Iteration 40F: 3 clusters Score -1020298 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -1020303.062500 Penalty: 4473.032227 Iteration 41Q: 3 clusters Score -1020303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -1020303.000000 Penalty: 4473.032227 Iteration 42Q: 3 clusters Score -1020303 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -1020303.250000 Penalty: 4473.032227 Iteration 43Q: 3 clusters Score -1020303 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1020304.250000 Penalty: 4473.032227 Iteration 44Q: 3 clusters Score -1020304 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1020306.687500 Penalty: 4473.032227 Iteration 45Q: 3 clusters Score -1020307 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6777 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -1020308.937500 Penalty: 4473.032227 Iteration 46Q: 3 clusters Score -1020309 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6788 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -1020312.500000 Penalty: 4473.032227 Iteration 47Q: 3 clusters Score -1020312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1020312.500000 Penalty: 4473.032227 Iteration 48Q: 3 clusters Score -1020312 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1020311.687500 Penalty: 4473.032227 Iteration 49Q: 3 clusters Score -1020312 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6803 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -1020315.125000 Penalty: 4473.032227 Iteration 50Q: 3 clusters Score -1020315 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1020316.437500 Penalty: 4473.032227 Iteration 51Q: 3 clusters Score -1020316 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1020318.062500 Penalty: 4473.032227 Iteration 52Q: 3 clusters Score -1020318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1020317.937500 Penalty: 4473.032227 Iteration 53Q: 3 clusters Score -1020318 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1020320.187500 Penalty: 4473.032227 Iteration 54Q: 3 clusters Score -1020320 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1020319.812500 Penalty: 4473.032227 Iteration 55Q: 3 clusters Score -1020320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6813 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -1020320.250000 Penalty: 4473.032227 Iteration 56Q: 3 clusters Score -1020320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6815 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1020322.375000 Penalty: 4473.032227 Iteration 57Q: 3 clusters Score -1020322 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6817 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -1020323.812500 Penalty: 4473.032227 Iteration 58Q: 3 clusters Score -1020324 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6822 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1020326.687500 Penalty: 4473.032227 Iteration 59Q: 3 clusters Score -1020327 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -1020327.750000 Penalty: 4473.032227 Iteration 60F: 3 clusters Score -1020328 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -1020329.437500 Penalty: 4473.032227 Iteration 61Q: 3 clusters Score -1020329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1020330.687500 Penalty: 4473.032227 Iteration 62Q: 3 clusters Score -1020331 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6838 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -1020330.750000 Penalty: 4473.032227 Iteration 63Q: 3 clusters Score -1020331 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6839 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -1020333.812500 Penalty: 4473.032227 Iteration 64Q: 3 clusters Score -1020334 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1020333.875000 Penalty: 4473.032227 Iteration 65Q: 3 clusters Score -1020334 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1020333.875000 Penalty: 4473.032227 Iteration 66F: 3 clusters Score -1020334 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (795 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Entering Unmasked Estep Score: -93415.648438 Penalty: 1656.228760 Iteration 0F: 2 clusters Score -93415.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -91690.882812 Penalty: 3312.457520 Iteration 0F: 3 clusters Score -91690.88 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -91960.218750 Penalty: 3312.457520 Iteration 1F: 3 clusters Score -91960.22 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -92044.390625 Penalty: 3312.457520 Iteration 2F: 3 clusters Score -92044.39 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -92075.257812 Penalty: 3312.457520 Iteration 3Q: 3 clusters Score -92075.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -92096.007812 Penalty: 3312.457520 Iteration 4Q: 3 clusters Score -92096.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -92113.695312 Penalty: 3312.457520 Iteration 5Q: 3 clusters Score -92113.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -92120.757812 Penalty: 3312.457520 Iteration 6Q: 3 clusters Score -92120.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -92125.757812 Penalty: 3312.457520 Iteration 7Q: 3 clusters Score -92125.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -92127.359375 Penalty: 3312.457520 Iteration 8Q: 3 clusters Score -92127.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -92127.359375 Penalty: 3312.457520 Iteration 9F: 3 clusters Score -92127.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Entering Unmasked Estep Score: -152426.515625 Penalty: 1753.539551 Iteration 0F: 2 clusters Score -152426.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -150386.765625 Penalty: 3507.079102 Iteration 0F: 3 clusters Score -150386.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -150740.703125 Penalty: 3507.079102 Iteration 1F: 3 clusters Score -150740.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -150832.359375 Penalty: 3507.079102 Iteration 2F: 3 clusters Score -150832.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -150869.093750 Penalty: 3507.079102 Iteration 3Q: 3 clusters Score -150869.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -150896.078125 Penalty: 3507.079102 Iteration 4Q: 3 clusters Score -150896.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -150907.906250 Penalty: 3507.079102 Iteration 5Q: 3 clusters Score -150907.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -150918.078125 Penalty: 3507.079102 Iteration 6Q: 3 clusters Score -150918.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -150923.546875 Penalty: 3507.079102 Iteration 7Q: 3 clusters Score -150923.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -150928.859375 Penalty: 3507.079102 Iteration 8Q: 3 clusters Score -150928.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -150934.359375 Penalty: 3507.079102 Iteration 9Q: 3 clusters Score -150934.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -150938.812500 Penalty: 3507.079102 Iteration 10Q: 3 clusters Score -150938.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -150938.812500 Penalty: 3507.079102 Iteration 11F: 3 clusters Score -150938.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (45425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45425 members Entering Unmasked Estep Score: -6130487.500000 Penalty: 2659.506836 Iteration 0F: 2 clusters Score -6130488 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22727 members Mstep: Class 2 contains 22698 members Entering Unmasked Estep Score: -6099701.000000 Penalty: 5319.013672 Iteration 0F: 3 clusters Score -6099701 nChanged 20985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22782 members Mstep: Class 2 contains 22643 members Entering Unmasked Estep Score: -6111105.500000 Penalty: 5319.013672 Iteration 1F: 3 clusters Score -6111106 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22820 members Mstep: Class 2 contains 22605 members Entering Unmasked Estep Score: -6111544.000000 Penalty: 5319.013672 Iteration 2Q: 3 clusters Score -6111544 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22865 members Mstep: Class 2 contains 22560 members Entering Unmasked Estep Score: -6111958.500000 Penalty: 5319.013672 Iteration 3Q: 3 clusters Score -6111958 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22925 members Mstep: Class 2 contains 22500 members Entering Unmasked Estep Score: -6112277.000000 Penalty: 5319.013672 Iteration 4Q: 3 clusters Score -6112277 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23078 members Mstep: Class 2 contains 22347 members Entering Unmasked Estep Score: -6112613.500000 Penalty: 5319.013672 Iteration 5Q: 3 clusters Score -6112614 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23243 members Mstep: Class 2 contains 22182 members Entering Unmasked Estep Score: -6112993.000000 Penalty: 5319.013672 Iteration 6Q: 3 clusters Score -6112993 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23500 members Mstep: Class 2 contains 21925 members Entering Unmasked Estep Score: -6113350.500000 Penalty: 5319.013672 Iteration 7Q: 3 clusters Score -6113350 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23889 members Mstep: Class 2 contains 21536 members Entering Unmasked Estep Score: -6113782.500000 Penalty: 5319.013672 Iteration 8Q: 3 clusters Score -6113782 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24392 members Mstep: Class 2 contains 21033 members Entering Unmasked Estep Score: -6114250.000000 Penalty: 5319.013672 Iteration 9Q: 3 clusters Score -6114250 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25051 members Mstep: Class 2 contains 20374 members Entering Unmasked Estep Score: -6114871.000000 Penalty: 5319.013672 Iteration 10Q: 3 clusters Score -6114871 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25938 members Mstep: Class 2 contains 19487 members Entering Unmasked Estep Score: -6115710.000000 Penalty: 5319.013672 Iteration 11Q: 3 clusters Score -6115710 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26987 members Mstep: Class 2 contains 18438 members Entering Unmasked Estep Score: -6116819.000000 Penalty: 5319.013672 Iteration 12Q: 3 clusters Score -6116819 nChanged 2150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28107 members Mstep: Class 2 contains 17318 members Entering Unmasked Estep Score: -6118279.500000 Penalty: 5319.013672 Iteration 13Q: 3 clusters Score -6118280 nChanged 2276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29287 members Mstep: Class 2 contains 16138 members Entering Unmasked Estep Score: -6119707.500000 Penalty: 5319.013672 Iteration 14F: 3 clusters Score -6119708 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30235 members Mstep: Class 2 contains 15190 members Entering Unmasked Estep Score: -6120770.000000 Penalty: 5319.013672 Iteration 15Q: 3 clusters Score -6120770 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31079 members Mstep: Class 2 contains 14346 members Entering Unmasked Estep Score: -6121441.000000 Penalty: 5319.013672 Iteration 16Q: 3 clusters Score -6121441 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31855 members Mstep: Class 2 contains 13570 members Entering Unmasked Estep Score: -6121874.500000 Penalty: 5319.013672 Iteration 17Q: 3 clusters Score -6121874 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32642 members Mstep: Class 2 contains 12783 members Entering Unmasked Estep Score: -6122183.000000 Penalty: 5319.013672 Iteration 18Q: 3 clusters Score -6122183 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33377 members Mstep: Class 2 contains 12048 members Entering Unmasked Estep Score: -6122395.500000 Penalty: 5319.013672 Iteration 19Q: 3 clusters Score -6122396 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34095 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -6122647.500000 Penalty: 5319.013672 Iteration 20F: 3 clusters Score -6122648 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34843 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -6122904.500000 Penalty: 5319.013672 Iteration 21Q: 3 clusters Score -6122904 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35636 members Mstep: Class 2 contains 9789 members Entering Unmasked Estep Score: -6123232.500000 Penalty: 5319.013672 Iteration 22Q: 3 clusters Score -6123232 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36399 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -6123534.000000 Penalty: 5319.013672 Iteration 23Q: 3 clusters Score -6123534 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37184 members Mstep: Class 2 contains 8241 members Entering Unmasked Estep Score: -6123836.000000 Penalty: 5319.013672 Iteration 24Q: 3 clusters Score -6123836 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37967 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -6124184.500000 Penalty: 5319.013672 Iteration 25Q: 3 clusters Score -6124184 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38763 members Mstep: Class 2 contains 6662 members Entering Unmasked Estep Score: -6124574.000000 Penalty: 5319.013672 Iteration 26Q: 3 clusters Score -6124574 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39567 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -6124951.500000 Penalty: 5319.013672 Iteration 27Q: 3 clusters Score -6124952 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40302 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -6125317.500000 Penalty: 5319.013672 Iteration 28Q: 3 clusters Score -6125318 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41028 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -6125707.500000 Penalty: 5319.013672 Iteration 29Q: 3 clusters Score -6125708 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41720 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -6126107.500000 Penalty: 5319.013672 Iteration 30Q: 3 clusters Score -6126108 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42359 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -6126507.000000 Penalty: 5319.013672 Iteration 31Q: 3 clusters Score -6126507 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42899 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -6126822.000000 Penalty: 5319.013672 Iteration 32Q: 3 clusters Score -6126822 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43334 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -6127083.500000 Penalty: 5319.013672 Iteration 33Q: 3 clusters Score -6127084 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43694 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -6127312.500000 Penalty: 5319.013672 Iteration 34Q: 3 clusters Score -6127312 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43994 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -6127525.000000 Penalty: 5319.013672 Iteration 35Q: 3 clusters Score -6127525 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44239 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -6127703.500000 Penalty: 5319.013672 Iteration 36Q: 3 clusters Score -6127704 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44430 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -6127828.000000 Penalty: 5319.013672 Iteration 37Q: 3 clusters Score -6127828 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44555 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -6127905.000000 Penalty: 5319.013672 Iteration 38Q: 3 clusters Score -6127905 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44652 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -6127960.500000 Penalty: 5319.013672 Iteration 39Q: 3 clusters Score -6127960 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44717 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -6127998.000000 Penalty: 5319.013672 Iteration 40F: 3 clusters Score -6127998 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44770 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -6128037.500000 Penalty: 5319.013672 Iteration 41Q: 3 clusters Score -6128038 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44804 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -6128060.500000 Penalty: 5319.013672 Iteration 42Q: 3 clusters Score -6128060 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44827 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -6128071.500000 Penalty: 5319.013672 Iteration 43Q: 3 clusters Score -6128072 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44840 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -6128073.500000 Penalty: 5319.013672 Iteration 44Q: 3 clusters Score -6128074 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44847 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -6128078.000000 Penalty: 5319.013672 Iteration 45Q: 3 clusters Score -6128078 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44853 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -6128083.000000 Penalty: 5319.013672 Iteration 46Q: 3 clusters Score -6128083 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44861 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -6128087.000000 Penalty: 5319.013672 Iteration 47Q: 3 clusters Score -6128087 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44868 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -6128098.000000 Penalty: 5319.013672 Iteration 48Q: 3 clusters Score -6128098 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44875 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -6128106.000000 Penalty: 5319.013672 Iteration 49Q: 3 clusters Score -6128106 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44885 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -6128121.000000 Penalty: 5319.013672 Iteration 50Q: 3 clusters Score -6128121 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44892 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -6128128.500000 Penalty: 5319.013672 Iteration 51Q: 3 clusters Score -6128128 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44896 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -6128131.500000 Penalty: 5319.013672 Iteration 52Q: 3 clusters Score -6128132 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44899 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -6128127.000000 Penalty: 5319.013672 Iteration 53Q: 3 clusters Score -6128127 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44903 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -6128138.500000 Penalty: 5319.013672 Iteration 54Q: 3 clusters Score -6128138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44907 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -6128135.500000 Penalty: 5319.013672 Iteration 55Q: 3 clusters Score -6128136 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44910 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -6128134.000000 Penalty: 5319.013672 Iteration 56Q: 3 clusters Score -6128134 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44910 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -6128134.000000 Penalty: 5319.013672 Iteration 57F: 3 clusters Score -6128134 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (50243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50243 members Entering Unmasked Estep Score: -6723857.500000 Penalty: 2684.507568 Iteration 0F: 2 clusters Score -6723858 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25243 members Mstep: Class 2 contains 25000 members Entering Unmasked Estep Score: -6689930.500000 Penalty: 5369.015137 Iteration 0F: 3 clusters Score -6689930 nChanged 23309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25528 members Mstep: Class 2 contains 24715 members Entering Unmasked Estep Score: -6703019.500000 Penalty: 5369.015137 Iteration 1F: 3 clusters Score -6703020 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25573 members Mstep: Class 2 contains 24670 members Entering Unmasked Estep Score: -6703859.500000 Penalty: 5369.015137 Iteration 2Q: 3 clusters Score -6703860 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25681 members Mstep: Class 2 contains 24562 members Entering Unmasked Estep Score: -6704679.500000 Penalty: 5369.015137 Iteration 3Q: 3 clusters Score -6704680 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25797 members Mstep: Class 2 contains 24446 members Entering Unmasked Estep Score: -6705578.500000 Penalty: 5369.015137 Iteration 4Q: 3 clusters Score -6705578 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25884 members Mstep: Class 2 contains 24359 members Entering Unmasked Estep Score: -6706488.500000 Penalty: 5369.015137 Iteration 5Q: 3 clusters Score -6706488 nChanged 2314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25960 members Mstep: Class 2 contains 24283 members Entering Unmasked Estep Score: -6707356.000000 Penalty: 5369.015137 Iteration 6Q: 3 clusters Score -6707356 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26057 members Mstep: Class 2 contains 24186 members Entering Unmasked Estep Score: -6708193.000000 Penalty: 5369.015137 Iteration 7Q: 3 clusters Score -6708193 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26227 members Mstep: Class 2 contains 24016 members Entering Unmasked Estep Score: -6708948.500000 Penalty: 5369.015137 Iteration 8Q: 3 clusters Score -6708948 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26454 members Mstep: Class 2 contains 23789 members Entering Unmasked Estep Score: -6709663.000000 Penalty: 5369.015137 Iteration 9Q: 3 clusters Score -6709663 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26810 members Mstep: Class 2 contains 23433 members Entering Unmasked Estep Score: -6710335.500000 Penalty: 5369.015137 Iteration 10Q: 3 clusters Score -6710336 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27288 members Mstep: Class 2 contains 22955 members Entering Unmasked Estep Score: -6710882.500000 Penalty: 5369.015137 Iteration 11Q: 3 clusters Score -6710882 nChanged 1509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27963 members Mstep: Class 2 contains 22280 members Entering Unmasked Estep Score: -6711361.000000 Penalty: 5369.015137 Iteration 12Q: 3 clusters Score -6711361 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28780 members Mstep: Class 2 contains 21463 members Entering Unmasked Estep Score: -6711823.500000 Penalty: 5369.015137 Iteration 13Q: 3 clusters Score -6711824 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29773 members Mstep: Class 2 contains 20470 members Entering Unmasked Estep Score: -6712212.000000 Penalty: 5369.015137 Iteration 14Q: 3 clusters Score -6712212 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30960 members Mstep: Class 2 contains 19283 members Entering Unmasked Estep Score: -6712746.000000 Penalty: 5369.015137 Iteration 15Q: 3 clusters Score -6712746 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32380 members Mstep: Class 2 contains 17863 members Entering Unmasked Estep Score: -6713337.000000 Penalty: 5369.015137 Iteration 16Q: 3 clusters Score -6713337 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33969 members Mstep: Class 2 contains 16274 members Entering Unmasked Estep Score: -6713997.500000 Penalty: 5369.015137 Iteration 17Q: 3 clusters Score -6713998 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35685 members Mstep: Class 2 contains 14558 members Entering Unmasked Estep Score: -6714783.500000 Penalty: 5369.015137 Iteration 18Q: 3 clusters Score -6714784 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37550 members Mstep: Class 2 contains 12693 members Entering Unmasked Estep Score: -6715689.500000 Penalty: 5369.015137 Iteration 19Q: 3 clusters Score -6715690 nChanged 1900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39444 members Mstep: Class 2 contains 10799 members Entering Unmasked Estep Score: -6716645.000000 Penalty: 5369.015137 Iteration 20F: 3 clusters Score -6716645 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41289 members Mstep: Class 2 contains 8954 members Entering Unmasked Estep Score: -6717610.000000 Penalty: 5369.015137 Iteration 21Q: 3 clusters Score -6717610 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42946 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -6718451.000000 Penalty: 5369.015137 Iteration 22Q: 3 clusters Score -6718451 nChanged 1495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44441 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -6719276.500000 Penalty: 5369.015137 Iteration 23Q: 3 clusters Score -6719276 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45667 members Mstep: Class 2 contains 4576 members Entering Unmasked Estep Score: -6719939.500000 Penalty: 5369.015137 Iteration 24Q: 3 clusters Score -6719940 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46572 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -6720352.000000 Penalty: 5369.015137 Iteration 25Q: 3 clusters Score -6720352 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47257 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -6720713.500000 Penalty: 5369.015137 Iteration 26Q: 3 clusters Score -6720714 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47754 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -6720963.000000 Penalty: 5369.015137 Iteration 27Q: 3 clusters Score -6720963 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48105 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -6721123.000000 Penalty: 5369.015137 Iteration 28Q: 3 clusters Score -6721123 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48336 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -6721212.000000 Penalty: 5369.015137 Iteration 29Q: 3 clusters Score -6721212 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48513 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -6721300.000000 Penalty: 5369.015137 Iteration 30Q: 3 clusters Score -6721300 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48654 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -6721354.000000 Penalty: 5369.015137 Iteration 31Q: 3 clusters Score -6721354 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48778 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -6721434.000000 Penalty: 5369.015137 Iteration 32Q: 3 clusters Score -6721434 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48879 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -6721485.500000 Penalty: 5369.015137 Iteration 33Q: 3 clusters Score -6721486 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48958 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -6721521.500000 Penalty: 5369.015137 Iteration 34Q: 3 clusters Score -6721522 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49009 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -6721543.500000 Penalty: 5369.015137 Iteration 35Q: 3 clusters Score -6721544 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49040 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -6721555.500000 Penalty: 5369.015137 Iteration 36Q: 3 clusters Score -6721556 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49065 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -6721565.500000 Penalty: 5369.015137 Iteration 37Q: 3 clusters Score -6721566 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49093 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -6721585.000000 Penalty: 5369.015137 Iteration 38Q: 3 clusters Score -6721585 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49114 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -6721606.000000 Penalty: 5369.015137 Iteration 39Q: 3 clusters Score -6721606 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49124 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -6721614.000000 Penalty: 5369.015137 Iteration 40F: 3 clusters Score -6721614 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49142 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -6721632.000000 Penalty: 5369.015137 Iteration 41Q: 3 clusters Score -6721632 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49157 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -6721628.000000 Penalty: 5369.015137 Iteration 42Q: 3 clusters Score -6721628 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49164 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -6721643.500000 Penalty: 5369.015137 Iteration 43Q: 3 clusters Score -6721644 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49171 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -6721645.500000 Penalty: 5369.015137 Iteration 44Q: 3 clusters Score -6721646 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49184 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -6721643.000000 Penalty: 5369.015137 Iteration 45Q: 3 clusters Score -6721643 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49192 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -6721646.500000 Penalty: 5369.015137 Iteration 46Q: 3 clusters Score -6721646 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49201 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -6721651.000000 Penalty: 5369.015137 Iteration 47Q: 3 clusters Score -6721651 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49204 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -6721659.000000 Penalty: 5369.015137 Iteration 48Q: 3 clusters Score -6721659 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49206 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -6721657.000000 Penalty: 5369.015137 Iteration 49Q: 3 clusters Score -6721657 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49209 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -6721659.500000 Penalty: 5369.015137 Iteration 50Q: 3 clusters Score -6721660 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49216 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -6721657.500000 Penalty: 5369.015137 Iteration 51Q: 3 clusters Score -6721658 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49223 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -6721655.000000 Penalty: 5369.015137 Iteration 52Q: 3 clusters Score -6721655 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49228 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -6721653.500000 Penalty: 5369.015137 Iteration 53Q: 3 clusters Score -6721654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49233 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -6721661.500000 Penalty: 5369.015137 Iteration 54Q: 3 clusters Score -6721662 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49236 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -6721665.000000 Penalty: 5369.015137 Iteration 55Q: 3 clusters Score -6721665 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49239 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -6721659.000000 Penalty: 5369.015137 Iteration 56Q: 3 clusters Score -6721659 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49250 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -6721681.500000 Penalty: 5369.015137 Iteration 57Q: 3 clusters Score -6721682 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49261 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -6721686.000000 Penalty: 5369.015137 Iteration 58Q: 3 clusters Score -6721686 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49273 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -6721691.500000 Penalty: 5369.015137 Iteration 59Q: 3 clusters Score -6721692 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49281 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -6721688.500000 Penalty: 5369.015137 Iteration 60F: 3 clusters Score -6721688 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49288 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -6721689.500000 Penalty: 5369.015137 Iteration 61Q: 3 clusters Score -6721690 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49287 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -6721689.000000 Penalty: 5369.015137 Iteration 62Q: 3 clusters Score -6721689 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49290 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -6721699.000000 Penalty: 5369.015137 Iteration 63Q: 3 clusters Score -6721699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49290 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -6721698.500000 Penalty: 5369.015137 Iteration 64Q: 3 clusters Score -6721698 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49291 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -6721705.000000 Penalty: 5369.015137 Iteration 65Q: 3 clusters Score -6721705 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49294 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -6721703.000000 Penalty: 5369.015137 Iteration 66Q: 3 clusters Score -6721703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49296 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -6721703.500000 Penalty: 5369.015137 Iteration 67Q: 3 clusters Score -6721704 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49298 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -6721703.500000 Penalty: 5369.015137 Iteration 68Q: 3 clusters Score -6721704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49299 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -6721699.500000 Penalty: 5369.015137 Iteration 69Q: 3 clusters Score -6721700 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49299 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -6721699.500000 Penalty: 5369.015137 Iteration 70F: 3 clusters Score -6721700 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (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: -409727.187500 Penalty: 2002.203979 Iteration 0F: 2 clusters Score -409727.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -406299.593750 Penalty: 4004.407959 Iteration 0F: 3 clusters Score -406299.6 nChanged 1157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -407011.250000 Penalty: 4004.407959 Iteration 1F: 3 clusters Score -407011.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -407175.312500 Penalty: 4004.407959 Iteration 2F: 3 clusters Score -407175.3 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -407275.968750 Penalty: 4004.407959 Iteration 3Q: 3 clusters Score -407276 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -407339.250000 Penalty: 4004.407959 Iteration 4Q: 3 clusters Score -407339.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -407376.812500 Penalty: 4004.407959 Iteration 5Q: 3 clusters Score -407376.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -407409.187500 Penalty: 4004.407959 Iteration 6Q: 3 clusters Score -407409.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -407440.468750 Penalty: 4004.407959 Iteration 7Q: 3 clusters Score -407440.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -407470.156250 Penalty: 4004.407959 Iteration 8Q: 3 clusters Score -407470.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -407488.125000 Penalty: 4004.407959 Iteration 9Q: 3 clusters Score -407488.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -407499.875000 Penalty: 4004.407959 Iteration 10Q: 3 clusters Score -407499.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -407509.875000 Penalty: 4004.407959 Iteration 11Q: 3 clusters Score -407509.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -407519.593750 Penalty: 4004.407959 Iteration 12Q: 3 clusters Score -407519.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -407529.343750 Penalty: 4004.407959 Iteration 13Q: 3 clusters Score -407529.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -407535.500000 Penalty: 4004.407959 Iteration 14Q: 3 clusters Score -407535.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -407542.406250 Penalty: 4004.407959 Iteration 15Q: 3 clusters Score -407542.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -407548.250000 Penalty: 4004.407959 Iteration 16Q: 3 clusters Score -407548.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -407553.468750 Penalty: 4004.407959 Iteration 17Q: 3 clusters Score -407553.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -407559.000000 Penalty: 4004.407959 Iteration 18Q: 3 clusters Score -407559 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -407560.781250 Penalty: 4004.407959 Iteration 19Q: 3 clusters Score -407560.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -407563.156250 Penalty: 4004.407959 Iteration 20F: 3 clusters Score -407563.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -407563.437500 Penalty: 4004.407959 Iteration 21Q: 3 clusters Score -407563.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -407565.062500 Penalty: 4004.407959 Iteration 22Q: 3 clusters Score -407565.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -407566.218750 Penalty: 4004.407959 Iteration 23Q: 3 clusters Score -407566.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -407567.093750 Penalty: 4004.407959 Iteration 24Q: 3 clusters Score -407567.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -407567.437500 Penalty: 4004.407959 Iteration 25Q: 3 clusters Score -407567.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -407567.437500 Penalty: 4004.407959 Iteration 26F: 3 clusters Score -407567.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (107695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107695 members Entering Unmasked Estep Score: -14230337.000000 Penalty: 2873.590332 Iteration 0F: 2 clusters Score -1.423034e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53801 members Mstep: Class 2 contains 53894 members Entering Unmasked Estep Score: -14158397.000000 Penalty: 5747.180664 Iteration 0F: 3 clusters Score -1.41584e+07 nChanged 50968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53043 members Mstep: Class 2 contains 54652 members Entering Unmasked Estep Score: -14187513.000000 Penalty: 5747.180664 Iteration 1F: 3 clusters Score -1.418751e+07 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52757 members Mstep: Class 2 contains 54938 members Entering Unmasked Estep Score: -14188110.000000 Penalty: 5747.180664 Iteration 2Q: 3 clusters Score -1.418811e+07 nChanged 3242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52337 members Mstep: Class 2 contains 55358 members Entering Unmasked Estep Score: -14188748.000000 Penalty: 5747.180664 Iteration 3Q: 3 clusters Score -1.418875e+07 nChanged 3242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51709 members Mstep: Class 2 contains 55986 members Entering Unmasked Estep Score: -14189481.000000 Penalty: 5747.180664 Iteration 4Q: 3 clusters Score -1.418948e+07 nChanged 3150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50819 members Mstep: Class 2 contains 56876 members Entering Unmasked Estep Score: -14190281.000000 Penalty: 5747.180664 Iteration 5Q: 3 clusters Score -1.419028e+07 nChanged 3303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49618 members Mstep: Class 2 contains 58077 members Entering Unmasked Estep Score: -14191089.000000 Penalty: 5747.180664 Iteration 6Q: 3 clusters Score -1.419109e+07 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47877 members Mstep: Class 2 contains 59818 members Entering Unmasked Estep Score: -14192235.000000 Penalty: 5747.180664 Iteration 7Q: 3 clusters Score -1.419224e+07 nChanged 3881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45420 members Mstep: Class 2 contains 62275 members Entering Unmasked Estep Score: -14193622.000000 Penalty: 5747.180664 Iteration 8Q: 3 clusters Score -1.419362e+07 nChanged 4447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42117 members Mstep: Class 2 contains 65578 members Entering Unmasked Estep Score: -14195619.000000 Penalty: 5747.180664 Iteration 9Q: 3 clusters Score -1.419562e+07 nChanged 5207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37908 members Mstep: Class 2 contains 69787 members Entering Unmasked Estep Score: -14198404.000000 Penalty: 5747.180664 Iteration 10Q: 3 clusters Score -1.41984e+07 nChanged 5830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32920 members Mstep: Class 2 contains 74775 members Entering Unmasked Estep Score: -14202113.000000 Penalty: 5747.180664 Iteration 11F: 3 clusters Score -1.420211e+07 nChanged 6135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27445 members Mstep: Class 2 contains 80250 members Entering Unmasked Estep Score: -14206581.000000 Penalty: 5747.180664 Iteration 12F: 3 clusters Score -1.420658e+07 nChanged 5690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22277 members Mstep: Class 2 contains 85418 members Entering Unmasked Estep Score: -14211019.000000 Penalty: 5747.180664 Iteration 13F: 3 clusters Score -1.421102e+07 nChanged 4894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17801 members Mstep: Class 2 contains 89894 members Entering Unmasked Estep Score: -14214559.000000 Penalty: 5747.180664 Iteration 14Q: 3 clusters Score -1.421456e+07 nChanged 3871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14140 members Mstep: Class 2 contains 93555 members Entering Unmasked Estep Score: -14217428.000000 Penalty: 5747.180664 Iteration 15Q: 3 clusters Score -1.421743e+07 nChanged 3168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11052 members Mstep: Class 2 contains 96643 members Entering Unmasked Estep Score: -14219529.000000 Penalty: 5747.180664 Iteration 16Q: 3 clusters Score -1.421953e+07 nChanged 2671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8401 members Mstep: Class 2 contains 99294 members Entering Unmasked Estep Score: -14221431.000000 Penalty: 5747.180664 Iteration 17Q: 3 clusters Score -1.422143e+07 nChanged 2330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 101620 members Entering Unmasked Estep Score: -14223166.000000 Penalty: 5747.180664 Iteration 18Q: 3 clusters Score -1.422317e+07 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 103610 members Entering Unmasked Estep Score: -14224728.000000 Penalty: 5747.180664 Iteration 19Q: 3 clusters Score -1.422473e+07 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 105155 members Entering Unmasked Estep Score: -14225954.000000 Penalty: 5747.180664 Iteration 20F: 3 clusters Score -1.422595e+07 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 106187 members Entering Unmasked Estep Score: -14226793.000000 Penalty: 5747.180664 Iteration 21Q: 3 clusters Score -1.422679e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 106763 members Entering Unmasked Estep Score: -14227221.000000 Penalty: 5747.180664 Iteration 22Q: 3 clusters Score -1.422722e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 107077 members Entering Unmasked Estep Score: -14227439.000000 Penalty: 5747.180664 Iteration 23Q: 3 clusters Score -1.422744e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 107219 members Entering Unmasked Estep Score: -14227579.000000 Penalty: 5747.180664 Iteration 24Q: 3 clusters Score -1.422758e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 107293 members Entering Unmasked Estep Score: -14227645.000000 Penalty: 5747.180664 Iteration 25Q: 3 clusters Score -1.422764e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 107336 members Entering Unmasked Estep Score: -14227683.000000 Penalty: 5747.180664 Iteration 26Q: 3 clusters Score -1.422768e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 107362 members Entering Unmasked Estep Score: -14227732.000000 Penalty: 5747.180664 Iteration 27Q: 3 clusters Score -1.422773e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 107377 members Entering Unmasked Estep Score: -14227756.000000 Penalty: 5747.180664 Iteration 28Q: 3 clusters Score -1.422776e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 107389 members Entering Unmasked Estep Score: -14227779.000000 Penalty: 5747.180664 Iteration 29Q: 3 clusters Score -1.422778e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 107394 members Entering Unmasked Estep Score: -14227787.000000 Penalty: 5747.180664 Iteration 30Q: 3 clusters Score -1.422779e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 107396 members Entering Unmasked Estep Score: -14227805.000000 Penalty: 5747.180664 Iteration 31Q: 3 clusters Score -1.42278e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 107399 members Entering Unmasked Estep Score: -14227802.000000 Penalty: 5747.180664 Iteration 32Q: 3 clusters Score -1.42278e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 107405 members Entering Unmasked Estep Score: -14227808.000000 Penalty: 5747.180664 Iteration 33Q: 3 clusters Score -1.422781e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 107411 members Entering Unmasked Estep Score: -14227817.000000 Penalty: 5747.180664 Iteration 34Q: 3 clusters Score -1.422782e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 107412 members Entering Unmasked Estep Score: -14227826.000000 Penalty: 5747.180664 Iteration 35Q: 3 clusters Score -1.422783e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 107413 members Entering Unmasked Estep Score: -14227818.000000 Penalty: 5747.180664 Iteration 36Q: 3 clusters Score -1.422782e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 107413 members Entering Unmasked Estep Score: -14227818.000000 Penalty: 5747.180664 Iteration 37F: 3 clusters Score -1.422782e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (144300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144300 members Entering Unmasked Estep Score: -19413208.000000 Penalty: 2946.153320 Iteration 0F: 2 clusters Score -1.941321e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72351 members Mstep: Class 2 contains 71949 members Entering Unmasked Estep Score: -19321156.000000 Penalty: 5892.306641 Iteration 0F: 3 clusters Score -1.932116e+07 nChanged 68728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75787 members Mstep: Class 2 contains 68513 members Entering Unmasked Estep Score: -19360950.000000 Penalty: 5892.306641 Iteration 1F: 3 clusters Score -1.936095e+07 nChanged 4956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78537 members Mstep: Class 2 contains 65763 members Entering Unmasked Estep Score: -19362414.000000 Penalty: 5892.306641 Iteration 2Q: 3 clusters Score -1.936241e+07 nChanged 6304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82973 members Mstep: Class 2 contains 61327 members Entering Unmasked Estep Score: -19364928.000000 Penalty: 5892.306641 Iteration 3Q: 3 clusters Score -1.936493e+07 nChanged 8644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89797 members Mstep: Class 2 contains 54503 members Entering Unmasked Estep Score: -19369890.000000 Penalty: 5892.306641 Iteration 4F: 3 clusters Score -1.936989e+07 nChanged 11620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99413 members Mstep: Class 2 contains 44887 members Entering Unmasked Estep Score: -19378314.000000 Penalty: 5892.306641 Iteration 5F: 3 clusters Score -1.937831e+07 nChanged 12977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110528 members Mstep: Class 2 contains 33772 members Entering Unmasked Estep Score: -19387966.000000 Penalty: 5892.306641 Iteration 6F: 3 clusters Score -1.938797e+07 nChanged 11165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120509 members Mstep: Class 2 contains 23791 members Entering Unmasked Estep Score: -19396048.000000 Penalty: 5892.306641 Iteration 7F: 3 clusters Score -1.939605e+07 nChanged 8013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128102 members Mstep: Class 2 contains 16198 members Entering Unmasked Estep Score: -19401930.000000 Penalty: 5892.306641 Iteration 8F: 3 clusters Score -1.940193e+07 nChanged 5310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133232 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -19406364.000000 Penalty: 5892.306641 Iteration 9Q: 3 clusters Score -1.940636e+07 nChanged 3240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136396 members Mstep: Class 2 contains 7904 members Entering Unmasked Estep Score: -19409396.000000 Penalty: 5892.306641 Iteration 10Q: 3 clusters Score -1.94094e+07 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137976 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -19411402.000000 Penalty: 5892.306641 Iteration 11Q: 3 clusters Score -1.94114e+07 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138629 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -19412432.000000 Penalty: 5892.306641 Iteration 12Q: 3 clusters Score -1.941243e+07 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138953 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -19412848.000000 Penalty: 5892.306641 Iteration 13Q: 3 clusters Score -1.941285e+07 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139222 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -19412992.000000 Penalty: 5892.306641 Iteration 14Q: 3 clusters Score -1.941299e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139414 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -19413046.000000 Penalty: 5892.306641 Iteration 15Q: 3 clusters Score -1.941305e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139572 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -19413136.000000 Penalty: 5892.306641 Iteration 16Q: 3 clusters Score -1.941314e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139715 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -19413134.000000 Penalty: 5892.306641 Iteration 17Q: 3 clusters Score -1.941313e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139840 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -19413128.000000 Penalty: 5892.306641 Iteration 18Q: 3 clusters Score -1.941313e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139948 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -19413130.000000 Penalty: 5892.306641 Iteration 19Q: 3 clusters Score -1.941313e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140043 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -19413180.000000 Penalty: 5892.306641 Iteration 20F: 3 clusters Score -1.941318e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140115 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -19413156.000000 Penalty: 5892.306641 Iteration 21Q: 3 clusters Score -1.941316e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140167 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -19413160.000000 Penalty: 5892.306641 Iteration 22Q: 3 clusters Score -1.941316e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140218 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -19413134.000000 Penalty: 5892.306641 Iteration 23Q: 3 clusters Score -1.941313e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140261 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -19413144.000000 Penalty: 5892.306641 Iteration 24Q: 3 clusters Score -1.941314e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140300 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -19413144.000000 Penalty: 5892.306641 Iteration 25Q: 3 clusters Score -1.941314e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140331 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -19413144.000000 Penalty: 5892.306641 Iteration 26Q: 3 clusters Score -1.941314e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140353 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -19413158.000000 Penalty: 5892.306641 Iteration 27Q: 3 clusters Score -1.941316e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140372 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -19413156.000000 Penalty: 5892.306641 Iteration 28Q: 3 clusters Score -1.941316e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140382 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -19413158.000000 Penalty: 5892.306641 Iteration 29Q: 3 clusters Score -1.941316e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140392 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -19413166.000000 Penalty: 5892.306641 Iteration 30Q: 3 clusters Score -1.941317e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140399 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -19413174.000000 Penalty: 5892.306641 Iteration 31Q: 3 clusters Score -1.941317e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140407 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -19413160.000000 Penalty: 5892.306641 Iteration 32Q: 3 clusters Score -1.941316e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140411 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -19413150.000000 Penalty: 5892.306641 Iteration 33Q: 3 clusters Score -1.941315e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140414 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -19413148.000000 Penalty: 5892.306641 Iteration 34Q: 3 clusters Score -1.941315e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140416 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -19413156.000000 Penalty: 5892.306641 Iteration 35Q: 3 clusters Score -1.941316e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140416 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -19413156.000000 Penalty: 5892.306641 Iteration 36F: 3 clusters Score -1.941316e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Entering Unmasked Estep Score: -663176.937500 Penalty: 2112.114990 Iteration 0F: 2 clusters Score -663176.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -658729.562500 Penalty: 4224.229980 Iteration 0F: 3 clusters Score -658729.6 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -659886.375000 Penalty: 4224.229980 Iteration 1F: 3 clusters Score -659886.4 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -660218.812500 Penalty: 4224.229980 Iteration 2F: 3 clusters Score -660218.8 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -660489.000000 Penalty: 4224.229980 Iteration 3F: 3 clusters Score -660489 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -660702.375000 Penalty: 4224.229980 Iteration 4F: 3 clusters Score -660702.4 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -660916.062500 Penalty: 4224.229980 Iteration 5F: 3 clusters Score -660916.1 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -661122.000000 Penalty: 4224.229980 Iteration 6F: 3 clusters Score -661122 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -661290.937500 Penalty: 4224.229980 Iteration 7Q: 3 clusters Score -661290.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -661422.062500 Penalty: 4224.229980 Iteration 8Q: 3 clusters Score -661422.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -661502.937500 Penalty: 4224.229980 Iteration 9Q: 3 clusters Score -661502.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -661556.625000 Penalty: 4224.229980 Iteration 10Q: 3 clusters Score -661556.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -661614.312500 Penalty: 4224.229980 Iteration 11Q: 3 clusters Score -661614.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -661658.812500 Penalty: 4224.229980 Iteration 12Q: 3 clusters Score -661658.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -661699.812500 Penalty: 4224.229980 Iteration 13Q: 3 clusters Score -661699.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -661735.375000 Penalty: 4224.229980 Iteration 14Q: 3 clusters Score -661735.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -661772.875000 Penalty: 4224.229980 Iteration 15Q: 3 clusters Score -661772.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -661791.687500 Penalty: 4224.229980 Iteration 16Q: 3 clusters Score -661791.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -661813.125000 Penalty: 4224.229980 Iteration 17Q: 3 clusters Score -661813.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -661838.187500 Penalty: 4224.229980 Iteration 18Q: 3 clusters Score -661838.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -661854.375000 Penalty: 4224.229980 Iteration 19Q: 3 clusters Score -661854.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -661864.875000 Penalty: 4224.229980 Iteration 20F: 3 clusters Score -661864.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -661875.250000 Penalty: 4224.229980 Iteration 21Q: 3 clusters Score -661875.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -661881.187500 Penalty: 4224.229980 Iteration 22Q: 3 clusters Score -661881.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -661888.062500 Penalty: 4224.229980 Iteration 23Q: 3 clusters Score -661888.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4445 members Entering Unmasked Estep Score: -661890.750000 Penalty: 4224.229980 Iteration 24Q: 3 clusters Score -661890.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -661892.875000 Penalty: 4224.229980 Iteration 25Q: 3 clusters Score -661892.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -661897.750000 Penalty: 4224.229980 Iteration 26Q: 3 clusters Score -661897.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -661899.500000 Penalty: 4224.229980 Iteration 27Q: 3 clusters Score -661899.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -661901.187500 Penalty: 4224.229980 Iteration 28Q: 3 clusters Score -661901.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -661902.937500 Penalty: 4224.229980 Iteration 29Q: 3 clusters Score -661902.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -661905.875000 Penalty: 4224.229980 Iteration 30Q: 3 clusters Score -661905.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -661907.375000 Penalty: 4224.229980 Iteration 31Q: 3 clusters Score -661907.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -661907.437500 Penalty: 4224.229980 Iteration 32Q: 3 clusters Score -661907.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -661907.437500 Penalty: 4224.229980 Iteration 33F: 3 clusters Score -661907.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Entering Unmasked Estep Score: -736634.625000 Penalty: 2150.181396 Iteration 0F: 2 clusters Score -736634.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -731628.250000 Penalty: 4300.362793 Iteration 0F: 3 clusters Score -731628.2 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -732976.750000 Penalty: 4300.362793 Iteration 1F: 3 clusters Score -732976.8 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -733252.875000 Penalty: 4300.362793 Iteration 2F: 3 clusters Score -733252.9 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -733429.562500 Penalty: 4300.362793 Iteration 3F: 3 clusters Score -733429.6 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -733567.125000 Penalty: 4300.362793 Iteration 4Q: 3 clusters Score -733567.1 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -733663.187500 Penalty: 4300.362793 Iteration 5Q: 3 clusters Score -733663.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -733738.625000 Penalty: 4300.362793 Iteration 6Q: 3 clusters Score -733738.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -733825.937500 Penalty: 4300.362793 Iteration 7Q: 3 clusters Score -733825.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -733915.312500 Penalty: 4300.362793 Iteration 8Q: 3 clusters Score -733915.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -734011.562500 Penalty: 4300.362793 Iteration 9Q: 3 clusters Score -734011.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -734109.625000 Penalty: 4300.362793 Iteration 10Q: 3 clusters Score -734109.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -734185.250000 Penalty: 4300.362793 Iteration 11Q: 3 clusters Score -734185.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -734251.750000 Penalty: 4300.362793 Iteration 12Q: 3 clusters Score -734251.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -734307.312500 Penalty: 4300.362793 Iteration 13Q: 3 clusters Score -734307.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -734348.625000 Penalty: 4300.362793 Iteration 14Q: 3 clusters Score -734348.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -734380.937500 Penalty: 4300.362793 Iteration 15Q: 3 clusters Score -734380.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2764 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -734403.937500 Penalty: 4300.362793 Iteration 16Q: 3 clusters Score -734403.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -734424.625000 Penalty: 4300.362793 Iteration 17Q: 3 clusters Score -734424.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -734445.000000 Penalty: 4300.362793 Iteration 18Q: 3 clusters Score -734445 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -734468.812500 Penalty: 4300.362793 Iteration 19Q: 3 clusters Score -734468.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -734484.875000 Penalty: 4300.362793 Iteration 20F: 3 clusters Score -734484.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -734494.750000 Penalty: 4300.362793 Iteration 21Q: 3 clusters Score -734494.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -734502.187500 Penalty: 4300.362793 Iteration 22Q: 3 clusters Score -734502.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -734509.187500 Penalty: 4300.362793 Iteration 23Q: 3 clusters Score -734509.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -734516.375000 Penalty: 4300.362793 Iteration 24Q: 3 clusters Score -734516.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -734525.125000 Penalty: 4300.362793 Iteration 25Q: 3 clusters Score -734525.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -734529.812500 Penalty: 4300.362793 Iteration 26Q: 3 clusters Score -734529.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -734536.625000 Penalty: 4300.362793 Iteration 27Q: 3 clusters Score -734536.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -734543.562500 Penalty: 4300.362793 Iteration 28Q: 3 clusters Score -734543.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -734545.375000 Penalty: 4300.362793 Iteration 29Q: 3 clusters Score -734545.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -734551.625000 Penalty: 4300.362793 Iteration 30Q: 3 clusters Score -734551.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -734554.625000 Penalty: 4300.362793 Iteration 31Q: 3 clusters Score -734554.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -734560.375000 Penalty: 4300.362793 Iteration 32Q: 3 clusters Score -734560.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -734565.250000 Penalty: 4300.362793 Iteration 33Q: 3 clusters Score -734565.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -734572.000000 Penalty: 4300.362793 Iteration 34Q: 3 clusters Score -734572 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -734579.062500 Penalty: 4300.362793 Iteration 35Q: 3 clusters Score -734579.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -734587.812500 Penalty: 4300.362793 Iteration 36Q: 3 clusters Score -734587.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -734591.125000 Penalty: 4300.362793 Iteration 37Q: 3 clusters Score -734591.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -734594.375000 Penalty: 4300.362793 Iteration 38Q: 3 clusters Score -734594.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -734597.500000 Penalty: 4300.362793 Iteration 39Q: 3 clusters Score -734597.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -734601.750000 Penalty: 4300.362793 Iteration 40F: 3 clusters Score -734601.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -734604.625000 Penalty: 4300.362793 Iteration 41Q: 3 clusters Score -734604.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -734606.125000 Penalty: 4300.362793 Iteration 42Q: 3 clusters Score -734606.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -734608.000000 Penalty: 4300.362793 Iteration 43Q: 3 clusters Score -734608 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -734610.375000 Penalty: 4300.362793 Iteration 44Q: 3 clusters Score -734610.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -734614.062500 Penalty: 4300.362793 Iteration 45Q: 3 clusters Score -734614.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -734615.125000 Penalty: 4300.362793 Iteration 46Q: 3 clusters Score -734615.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -734616.125000 Penalty: 4300.362793 Iteration 47Q: 3 clusters Score -734616.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -734618.875000 Penalty: 4300.362793 Iteration 48Q: 3 clusters Score -734618.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -734620.187500 Penalty: 4300.362793 Iteration 49Q: 3 clusters Score -734620.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -734620.875000 Penalty: 4300.362793 Iteration 50Q: 3 clusters Score -734620.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -734621.312500 Penalty: 4300.362793 Iteration 51Q: 3 clusters Score -734621.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -734622.125000 Penalty: 4300.362793 Iteration 52Q: 3 clusters Score -734622.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -734622.125000 Penalty: 4300.362793 Iteration 53F: 3 clusters Score -734622.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Entering Unmasked Estep Score: -189540.546875 Penalty: 1804.928711 Iteration 0F: 2 clusters Score -189540.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -187282.140625 Penalty: 3609.857422 Iteration 0F: 3 clusters Score -187282.1 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -187624.843750 Penalty: 3609.857422 Iteration 1F: 3 clusters Score -187624.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -187730.875000 Penalty: 3609.857422 Iteration 2F: 3 clusters Score -187730.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -187800.796875 Penalty: 3609.857422 Iteration 3Q: 3 clusters Score -187800.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -187841.343750 Penalty: 3609.857422 Iteration 4Q: 3 clusters Score -187841.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -187870.015625 Penalty: 3609.857422 Iteration 5Q: 3 clusters Score -187870 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -187889.890625 Penalty: 3609.857422 Iteration 6Q: 3 clusters Score -187889.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -187901.000000 Penalty: 3609.857422 Iteration 7Q: 3 clusters Score -187901 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -187909.968750 Penalty: 3609.857422 Iteration 8Q: 3 clusters Score -187910 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -187918.781250 Penalty: 3609.857422 Iteration 9Q: 3 clusters Score -187918.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -187925.937500 Penalty: 3609.857422 Iteration 10Q: 3 clusters Score -187925.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -187933.515625 Penalty: 3609.857422 Iteration 11Q: 3 clusters Score -187933.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -187935.718750 Penalty: 3609.857422 Iteration 12Q: 3 clusters Score -187935.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -187937.921875 Penalty: 3609.857422 Iteration 13Q: 3 clusters Score -187937.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -187937.921875 Penalty: 3609.857422 Iteration 14F: 3 clusters Score -187937.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (40632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40632 members Entering Unmasked Estep Score: -5453575.000000 Penalty: 2631.853271 Iteration 0F: 2 clusters Score -5453575 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20481 members Mstep: Class 2 contains 20151 members Entering Unmasked Estep Score: -5426045.500000 Penalty: 5263.706543 Iteration 0F: 3 clusters Score -5426046 nChanged 18614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21999 members Mstep: Class 2 contains 18633 members Entering Unmasked Estep Score: -5436498.000000 Penalty: 5263.706543 Iteration 1F: 3 clusters Score -5436498 nChanged 2167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23180 members Mstep: Class 2 contains 17452 members Entering Unmasked Estep Score: -5437399.500000 Penalty: 5263.706543 Iteration 2F: 3 clusters Score -5437400 nChanged 2337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24937 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -5438567.500000 Penalty: 5263.706543 Iteration 3F: 3 clusters Score -5438568 nChanged 2798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27339 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -5440440.500000 Penalty: 5263.706543 Iteration 4F: 3 clusters Score -5440440 nChanged 3198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30221 members Mstep: Class 2 contains 10411 members Entering Unmasked Estep Score: -5443019.000000 Penalty: 5263.706543 Iteration 5F: 3 clusters Score -5443019 nChanged 3106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33063 members Mstep: Class 2 contains 7569 members Entering Unmasked Estep Score: -5445602.000000 Penalty: 5263.706543 Iteration 6F: 3 clusters Score -5445602 nChanged 2517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35388 members Mstep: Class 2 contains 5244 members Entering Unmasked Estep Score: -5447696.000000 Penalty: 5263.706543 Iteration 7F: 3 clusters Score -5447696 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37110 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -5449135.000000 Penalty: 5263.706543 Iteration 8Q: 3 clusters Score -5449135 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38279 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -5450075.000000 Penalty: 5263.706543 Iteration 9Q: 3 clusters Score -5450075 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38996 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -5450596.500000 Penalty: 5263.706543 Iteration 10Q: 3 clusters Score -5450596 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39400 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -5450912.000000 Penalty: 5263.706543 Iteration 11Q: 3 clusters Score -5450912 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39652 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -5451112.500000 Penalty: 5263.706543 Iteration 12Q: 3 clusters Score -5451112 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39807 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -5451241.500000 Penalty: 5263.706543 Iteration 13Q: 3 clusters Score -5451242 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39911 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -5451339.000000 Penalty: 5263.706543 Iteration 14Q: 3 clusters Score -5451339 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39966 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -5451377.000000 Penalty: 5263.706543 Iteration 15Q: 3 clusters Score -5451377 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40003 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -5451423.500000 Penalty: 5263.706543 Iteration 16Q: 3 clusters Score -5451424 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40032 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -5451442.000000 Penalty: 5263.706543 Iteration 17Q: 3 clusters Score -5451442 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40048 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -5451454.000000 Penalty: 5263.706543 Iteration 18Q: 3 clusters Score -5451454 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40058 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -5451462.000000 Penalty: 5263.706543 Iteration 19Q: 3 clusters Score -5451462 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40065 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -5451464.000000 Penalty: 5263.706543 Iteration 20F: 3 clusters Score -5451464 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40076 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -5451471.000000 Penalty: 5263.706543 Iteration 21Q: 3 clusters Score -5451471 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40082 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -5451478.000000 Penalty: 5263.706543 Iteration 22Q: 3 clusters Score -5451478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40084 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -5451484.000000 Penalty: 5263.706543 Iteration 23Q: 3 clusters Score -5451484 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40086 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -5451483.500000 Penalty: 5263.706543 Iteration 24Q: 3 clusters Score -5451484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40089 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -5451483.000000 Penalty: 5263.706543 Iteration 25Q: 3 clusters Score -5451483 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40094 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -5451493.500000 Penalty: 5263.706543 Iteration 26Q: 3 clusters Score -5451494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40096 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -5451491.500000 Penalty: 5263.706543 Iteration 27Q: 3 clusters Score -5451492 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40098 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -5451500.000000 Penalty: 5263.706543 Iteration 28Q: 3 clusters Score -5451500 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40102 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -5451504.000000 Penalty: 5263.706543 Iteration 29Q: 3 clusters Score -5451504 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40102 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -5451504.000000 Penalty: 5263.706543 Iteration 30F: 3 clusters Score -5451504 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (15060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15060 members Entering Unmasked Estep Score: -1998126.375000 Penalty: 2385.709717 Iteration 0F: 2 clusters Score -1998126 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7565 members Mstep: Class 2 contains 7495 members Entering Unmasked Estep Score: -1987162.375000 Penalty: 4771.419434 Iteration 0F: 3 clusters Score -1987162 nChanged 6511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -1990575.750000 Penalty: 4771.419434 Iteration 1F: 3 clusters Score -1990576 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -1990940.375000 Penalty: 4771.419434 Iteration 2F: 3 clusters Score -1990940 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7744 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -1991211.875000 Penalty: 4771.419434 Iteration 3Q: 3 clusters Score -1991212 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 7241 members Entering Unmasked Estep Score: -1991430.625000 Penalty: 4771.419434 Iteration 4Q: 3 clusters Score -1991431 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7874 members Mstep: Class 2 contains 7186 members Entering Unmasked Estep Score: -1991618.625000 Penalty: 4771.419434 Iteration 5Q: 3 clusters Score -1991619 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -1991828.625000 Penalty: 4771.419434 Iteration 6Q: 3 clusters Score -1991829 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8001 members Mstep: Class 2 contains 7059 members Entering Unmasked Estep Score: -1992027.125000 Penalty: 4771.419434 Iteration 7Q: 3 clusters Score -1992027 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8043 members Mstep: Class 2 contains 7017 members Entering Unmasked Estep Score: -1992212.250000 Penalty: 4771.419434 Iteration 8Q: 3 clusters Score -1992212 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1992398.625000 Penalty: 4771.419434 Iteration 9Q: 3 clusters Score -1992399 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8125 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -1992570.250000 Penalty: 4771.419434 Iteration 10Q: 3 clusters Score -1992570 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8175 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1992727.125000 Penalty: 4771.419434 Iteration 11Q: 3 clusters Score -1992727 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -1992920.375000 Penalty: 4771.419434 Iteration 12Q: 3 clusters Score -1992920 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -1993157.500000 Penalty: 4771.419434 Iteration 13Q: 3 clusters Score -1993158 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -1993382.500000 Penalty: 4771.419434 Iteration 14Q: 3 clusters Score -1993382 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8540 members Mstep: Class 2 contains 6520 members Entering Unmasked Estep Score: -1993637.125000 Penalty: 4771.419434 Iteration 15Q: 3 clusters Score -1993637 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 6363 members Entering Unmasked Estep Score: -1993872.750000 Penalty: 4771.419434 Iteration 16Q: 3 clusters Score -1993873 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 6189 members Entering Unmasked Estep Score: -1994116.125000 Penalty: 4771.419434 Iteration 17Q: 3 clusters Score -1994116 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -1994343.625000 Penalty: 4771.419434 Iteration 18Q: 3 clusters Score -1994344 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 5841 members Entering Unmasked Estep Score: 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Unmasked Estep Score: -1994877.500000 Penalty: 4771.419434 Iteration 23Q: 3 clusters Score -1994878 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9785 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -1994916.500000 Penalty: 4771.419434 Iteration 24Q: 3 clusters Score -1994916 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9868 members Mstep: Class 2 contains 5192 members Entering Unmasked Estep Score: -1994957.750000 Penalty: 4771.419434 Iteration 25Q: 3 clusters Score -1994958 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -1994989.625000 Penalty: 4771.419434 Iteration 26Q: 3 clusters Score -1994990 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -1995024.500000 Penalty: 4771.419434 Iteration 27Q: 3 clusters Score -1995024 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10127 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -1995054.000000 Penalty: 4771.419434 Iteration 28Q: 3 clusters Score -1995054 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 4854 members Entering Unmasked Estep Score: -1995085.125000 Penalty: 4771.419434 Iteration 29Q: 3 clusters Score -1995085 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -1995105.500000 Penalty: 4771.419434 Iteration 30Q: 3 clusters Score -1995106 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10343 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -1995134.000000 Penalty: 4771.419434 Iteration 31Q: 3 clusters Score -1995134 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10421 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -1995158.125000 Penalty: 4771.419434 Iteration 32Q: 3 clusters Score -1995158 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10504 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -1995186.250000 Penalty: 4771.419434 Iteration 33Q: 3 clusters Score -1995186 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10589 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -1995214.750000 Penalty: 4771.419434 Iteration 34Q: 3 clusters Score -1995215 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10676 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -1995245.750000 Penalty: 4771.419434 Iteration 35Q: 3 clusters Score -1995246 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -1995274.625000 Penalty: 4771.419434 Iteration 36Q: 3 clusters Score -1995275 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -1995301.125000 Penalty: 4771.419434 Iteration 37Q: 3 clusters Score -1995301 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10929 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1995321.125000 Penalty: 4771.419434 Iteration 38Q: 3 clusters Score -1995321 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11003 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1995337.375000 Penalty: 4771.419434 Iteration 39Q: 3 clusters Score -1995337 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11078 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1995355.625000 Penalty: 4771.419434 Iteration 40F: 3 clusters Score -1995356 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -1995370.125000 Penalty: 4771.419434 Iteration 41Q: 3 clusters Score -1995370 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11196 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1995385.625000 Penalty: 4771.419434 Iteration 42Q: 3 clusters Score -1995386 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -1995392.750000 Penalty: 4771.419434 Iteration 43Q: 3 clusters Score -1995393 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11295 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -1995403.125000 Penalty: 4771.419434 Iteration 44Q: 3 clusters Score -1995403 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11363 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -1995424.500000 Penalty: 4771.419434 Iteration 45Q: 3 clusters Score -1995424 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1995443.625000 Penalty: 4771.419434 Iteration 46Q: 3 clusters Score -1995444 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11518 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -1995459.375000 Penalty: 4771.419434 Iteration 47Q: 3 clusters Score -1995459 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11581 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -1995475.875000 Penalty: 4771.419434 Iteration 48Q: 3 clusters Score -1995476 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11645 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1995490.750000 Penalty: 4771.419434 Iteration 49Q: 3 clusters Score -1995491 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11714 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -1995502.750000 Penalty: 4771.419434 Iteration 50Q: 3 clusters Score -1995503 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11782 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -1995519.000000 Penalty: 4771.419434 Iteration 51Q: 3 clusters Score -1995519 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11854 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -1995541.375000 Penalty: 4771.419434 Iteration 52Q: 3 clusters Score -1995541 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11927 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -1995570.500000 Penalty: 4771.419434 Iteration 53Q: 3 clusters Score -1995570 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -1995593.125000 Penalty: 4771.419434 Iteration 54Q: 3 clusters Score -1995593 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members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1996131.375000 Penalty: 4771.419434 Iteration 86Q: 3 clusters Score -1996131 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13608 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1996134.375000 Penalty: 4771.419434 Iteration 87Q: 3 clusters Score -1996134 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13611 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -1996137.500000 Penalty: 4771.419434 Iteration 88Q: 3 clusters Score -1996138 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13616 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1996139.500000 Penalty: 4771.419434 Iteration 89Q: 3 clusters Score -1996140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13618 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1996138.875000 Penalty: 4771.419434 Iteration 90Q: 3 clusters Score -1996139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1996137.875000 Penalty: 4771.419434 Iteration 91Q: 3 clusters Score -1996138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13624 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -1996140.625000 Penalty: 4771.419434 Iteration 92Q: 3 clusters Score -1996141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -1996139.125000 Penalty: 4771.419434 Iteration 93Q: 3 clusters Score -1996139 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13630 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -1996143.125000 Penalty: 4771.419434 Iteration 94Q: 3 clusters Score -1996143 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13637 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1996143.125000 Penalty: 4771.419434 Iteration 95Q: 3 clusters Score -1996143 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13642 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1996142.000000 Penalty: 4771.419434 Iteration 96Q: 3 clusters Score -1996142 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13646 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -1996144.875000 Penalty: 4771.419434 Iteration 97Q: 3 clusters Score -1996145 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13652 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -1996147.625000 Penalty: 4771.419434 Iteration 98Q: 3 clusters Score -1996148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13654 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -1996144.625000 Penalty: 4771.419434 Iteration 99Q: 3 clusters Score -1996145 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13657 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1996148.750000 Penalty: 4771.419434 Iteration 100F: 3 clusters Score -1996149 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13660 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1996149.000000 Penalty: 4771.419434 Iteration 101Q: 3 clusters Score -1996149 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13661 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1996150.750000 Penalty: 4771.419434 Iteration 102Q: 3 clusters Score -1996151 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13662 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1996150.625000 Penalty: 4771.419434 Iteration 103Q: 3 clusters Score -1996151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13665 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -1996153.000000 Penalty: 4771.419434 Iteration 104Q: 3 clusters Score -1996153 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13667 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -1996154.000000 Penalty: 4771.419434 Iteration 105Q: 3 clusters Score -1996154 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13670 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -1996154.125000 Penalty: 4771.419434 Iteration 106Q: 3 clusters Score -1996154 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13673 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -1996157.125000 Penalty: 4771.419434 Iteration 107Q: 3 clusters Score -1996157 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13676 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1996158.250000 Penalty: 4771.419434 Iteration 108Q: 3 clusters Score -1996158 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13678 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -1996156.875000 Penalty: 4771.419434 Iteration 109Q: 3 clusters Score -1996157 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -1996159.625000 Penalty: 4771.419434 Iteration 110Q: 3 clusters Score -1996160 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13685 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -1996159.250000 Penalty: 4771.419434 Iteration 111Q: 3 clusters Score -1996159 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13689 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -1996159.000000 Penalty: 4771.419434 Iteration 112Q: 3 clusters Score -1996159 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13690 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -1996160.625000 Penalty: 4771.419434 Iteration 113Q: 3 clusters Score -1996161 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13691 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -1996162.250000 Penalty: 4771.419434 Iteration 114Q: 3 clusters Score -1996162 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13693 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -1996163.500000 Penalty: 4771.419434 Iteration 115Q: 3 clusters Score -1996164 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13693 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -1996163.500000 Penalty: 4771.419434 Iteration 116F: 3 clusters Score -1996164 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Entering Unmasked Estep Score: -810969.562500 Penalty: 2161.375732 Iteration 0F: 2 clusters Score -810969.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -805781.625000 Penalty: 4322.751465 Iteration 0F: 3 clusters Score -805781.6 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -807135.562500 Penalty: 4322.751465 Iteration 1F: 3 clusters Score -807135.6 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -807380.687500 Penalty: 4322.751465 Iteration 2F: 3 clusters Score -807380.7 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -807541.000000 Penalty: 4322.751465 Iteration 3Q: 3 clusters Score -807541 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -807681.062500 Penalty: 4322.751465 Iteration 4Q: 3 clusters Score -807681.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -807808.125000 Penalty: 4322.751465 Iteration 5Q: 3 clusters Score -807808.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -807925.125000 Penalty: 4322.751465 Iteration 6Q: 3 clusters Score -807925.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -808024.812500 Penalty: 4322.751465 Iteration 7Q: 3 clusters Score -808024.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -808151.625000 Penalty: 4322.751465 Iteration 8Q: 3 clusters Score -808151.6 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -808282.812500 Penalty: 4322.751465 Iteration 9Q: 3 clusters Score -808282.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -808417.625000 Penalty: 4322.751465 Iteration 10Q: 3 clusters Score -808417.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -808552.875000 Penalty: 4322.751465 Iteration 11Q: 3 clusters Score -808552.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -808657.312500 Penalty: 4322.751465 Iteration 12Q: 3 clusters Score -808657.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -808745.812500 Penalty: 4322.751465 Iteration 13Q: 3 clusters Score -808745.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -808812.562500 Penalty: 4322.751465 Iteration 14Q: 3 clusters Score -808812.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -808868.000000 Penalty: 4322.751465 Iteration 15Q: 3 clusters Score -808868 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5442 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -808910.187500 Penalty: 4322.751465 Iteration 16Q: 3 clusters Score -808910.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -808938.437500 Penalty: 4322.751465 Iteration 17Q: 3 clusters Score -808938.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -808963.687500 Penalty: 4322.751465 Iteration 18Q: 3 clusters Score -808963.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -808982.062500 Penalty: 4322.751465 Iteration 19Q: 3 clusters Score -808982.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5553 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -808996.125000 Penalty: 4322.751465 Iteration 20F: 3 clusters Score -808996.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5574 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -809012.062500 Penalty: 4322.751465 Iteration 21Q: 3 clusters Score -809012.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -809028.187500 Penalty: 4322.751465 Iteration 22Q: 3 clusters Score -809028.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -809038.625000 Penalty: 4322.751465 Iteration 23Q: 3 clusters Score -809038.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -809047.875000 Penalty: 4322.751465 Iteration 24Q: 3 clusters Score -809047.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -809052.250000 Penalty: 4322.751465 Iteration 25Q: 3 clusters Score -809052.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -809055.500000 Penalty: 4322.751465 Iteration 26Q: 3 clusters Score -809055.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -809055.000000 Penalty: 4322.751465 Iteration 27Q: 3 clusters Score -809055 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5624 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -809055.187500 Penalty: 4322.751465 Iteration 28Q: 3 clusters Score -809055.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -809056.750000 Penalty: 4322.751465 Iteration 29Q: 3 clusters Score -809056.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -809056.750000 Penalty: 4322.751465 Iteration 30F: 3 clusters Score -809056.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (65170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65170 members Entering Unmasked Estep Score: -8825042.000000 Penalty: 2749.019287 Iteration 0F: 2 clusters Score -8825042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32382 members Mstep: Class 2 contains 32788 members Entering Unmasked Estep Score: -8781409.000000 Penalty: 5498.038574 Iteration 0F: 3 clusters Score -8781409 nChanged 30388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32088 members Mstep: Class 2 contains 33082 members Entering Unmasked Estep Score: -8798579.000000 Penalty: 5498.038574 Iteration 1F: 3 clusters Score -8798579 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32099 members Mstep: Class 2 contains 33071 members Entering Unmasked Estep Score: -8799530.000000 Penalty: 5498.038574 Iteration 2Q: 3 clusters Score -8799530 nChanged 3130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32211 members Mstep: Class 2 contains 32959 members Entering Unmasked Estep Score: -8801132.000000 Penalty: 5498.038574 Iteration 3Q: 3 clusters Score -8801132 nChanged 3872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32433 members Mstep: Class 2 contains 32737 members Entering Unmasked Estep Score: -8803453.000000 Penalty: 5498.038574 Iteration 4F: 3 clusters Score -8803453 nChanged 4502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32713 members Mstep: Class 2 contains 32457 members Entering Unmasked Estep Score: -8806601.000000 Penalty: 5498.038574 Iteration 5F: 3 clusters Score -8806601 nChanged 4677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32666 members Mstep: Class 2 contains 32504 members Entering Unmasked Estep Score: -8809842.000000 Penalty: 5498.038574 Iteration 6F: 3 clusters Score -8809842 nChanged 4343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32035 members Mstep: Class 2 contains 33135 members Entering Unmasked Estep Score: -8812438.000000 Penalty: 5498.038574 Iteration 7F: 3 clusters Score -8812438 nChanged 3576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31007 members Mstep: Class 2 contains 34163 members Entering Unmasked Estep Score: -8814352.000000 Penalty: 5498.038574 Iteration 8F: 3 clusters Score -8814352 nChanged 2824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29633 members Mstep: Class 2 contains 35537 members Entering Unmasked Estep Score: -8815635.000000 Penalty: 5498.038574 Iteration 9Q: 3 clusters Score -8815635 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27984 members Mstep: Class 2 contains 37186 members Entering Unmasked Estep Score: -8816683.000000 Penalty: 5498.038574 Iteration 10Q: 3 clusters Score -8816683 nChanged 1945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26297 members Mstep: Class 2 contains 38873 members Entering Unmasked Estep Score: -8817535.000000 Penalty: 5498.038574 Iteration 11Q: 3 clusters Score -8817535 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24620 members Mstep: Class 2 contains 40550 members Entering Unmasked Estep Score: -8818236.000000 Penalty: 5498.038574 Iteration 12Q: 3 clusters Score -8818236 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23017 members Mstep: Class 2 contains 42153 members Entering Unmasked Estep Score: -8818819.000000 Penalty: 5498.038574 Iteration 13Q: 3 clusters Score -8818819 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21440 members Mstep: Class 2 contains 43730 members Entering Unmasked Estep Score: -8819276.000000 Penalty: 5498.038574 Iteration 14Q: 3 clusters Score -8819276 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19992 members Mstep: Class 2 contains 45178 members Entering Unmasked Estep Score: -8819723.000000 Penalty: 5498.038574 Iteration 15Q: 3 clusters Score -8819723 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18623 members Mstep: Class 2 contains 46547 members Entering Unmasked Estep Score: -8820040.000000 Penalty: 5498.038574 Iteration 16Q: 3 clusters Score -8820040 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17367 members Mstep: Class 2 contains 47803 members Entering Unmasked Estep Score: -8820384.000000 Penalty: 5498.038574 Iteration 17Q: 3 clusters Score -8820384 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16188 members Mstep: Class 2 contains 48982 members Entering Unmasked Estep Score: -8820691.000000 Penalty: 5498.038574 Iteration 18Q: 3 clusters Score -8820691 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 50133 members Entering Unmasked Estep Score: -8820979.000000 Penalty: 5498.038574 Iteration 19Q: 3 clusters Score -8820979 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 51208 members Entering Unmasked Estep Score: -8821242.000000 Penalty: 5498.038574 Iteration 20F: 3 clusters Score -8821242 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12999 members Mstep: Class 2 contains 52171 members Entering Unmasked Estep Score: -8821513.000000 Penalty: 5498.038574 Iteration 21Q: 3 clusters Score -8821513 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12084 members Mstep: Class 2 contains 53086 members Entering Unmasked Estep Score: -8821699.000000 Penalty: 5498.038574 Iteration 22Q: 3 clusters Score -8821699 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11268 members Mstep: Class 2 contains 53902 members Entering Unmasked Estep Score: -8821932.000000 Penalty: 5498.038574 Iteration 23Q: 3 clusters Score -8821932 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10555 members Mstep: Class 2 contains 54615 members Entering Unmasked Estep Score: -8822056.000000 Penalty: 5498.038574 Iteration 24Q: 3 clusters Score -8822056 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9903 members Mstep: Class 2 contains 55267 members Entering Unmasked Estep Score: -8822230.000000 Penalty: 5498.038574 Iteration 25Q: 3 clusters Score -8822230 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9298 members Mstep: Class 2 contains 55872 members Entering Unmasked Estep Score: -8822373.000000 Penalty: 5498.038574 Iteration 26Q: 3 clusters Score -8822373 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8768 members Mstep: Class 2 contains 56402 members Entering Unmasked Estep Score: -8822510.000000 Penalty: 5498.038574 Iteration 27Q: 3 clusters Score -8822510 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8275 members Mstep: Class 2 contains 56895 members Entering Unmasked Estep Score: -8822645.000000 Penalty: 5498.038574 Iteration 28Q: 3 clusters Score -8822645 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7820 members Mstep: Class 2 contains 57350 members Entering Unmasked Estep Score: -8822728.000000 Penalty: 5498.038574 Iteration 29Q: 3 clusters Score -8822728 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7418 members Mstep: Class 2 contains 57752 members Entering Unmasked Estep Score: -8822784.000000 Penalty: 5498.038574 Iteration 30Q: 3 clusters Score -8822784 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 58113 members Entering Unmasked Estep Score: -8822849.000000 Penalty: 5498.038574 Iteration 31Q: 3 clusters Score -8822849 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 58407 members Entering Unmasked Estep Score: -8822883.000000 Penalty: 5498.038574 Iteration 32Q: 3 clusters Score -8822883 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6509 members Mstep: Class 2 contains 58661 members Entering Unmasked Estep Score: -8822939.000000 Penalty: 5498.038574 Iteration 33Q: 3 clusters Score -8822939 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 58890 members Entering Unmasked Estep Score: -8822997.000000 Penalty: 5498.038574 Iteration 34Q: 3 clusters Score -8822997 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6072 members Mstep: Class 2 contains 59098 members Entering Unmasked Estep Score: -8823045.000000 Penalty: 5498.038574 Iteration 35Q: 3 clusters Score -8823045 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 59307 members Entering Unmasked Estep Score: -8823092.000000 Penalty: 5498.038574 Iteration 36Q: 3 clusters Score -8823092 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 59481 members Entering Unmasked Estep Score: -8823142.000000 Penalty: 5498.038574 Iteration 37Q: 3 clusters Score -8823142 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 59650 members Entering Unmasked Estep Score: -8823185.000000 Penalty: 5498.038574 Iteration 38Q: 3 clusters Score -8823185 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5381 members Mstep: Class 2 contains 59789 members Entering Unmasked Estep Score: -8823209.000000 Penalty: 5498.038574 Iteration 39Q: 3 clusters Score -8823209 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 59928 members Entering Unmasked Estep Score: -8823224.000000 Penalty: 5498.038574 Iteration 40F: 3 clusters Score -8823224 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 60044 members Entering Unmasked Estep Score: -8823262.000000 Penalty: 5498.038574 Iteration 41Q: 3 clusters Score -8823262 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 60161 members Entering Unmasked Estep Score: -8823262.000000 Penalty: 5498.038574 Iteration 42Q: 3 clusters Score -8823262 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 60269 members Entering Unmasked Estep Score: -8823299.000000 Penalty: 5498.038574 Iteration 43Q: 3 clusters Score -8823299 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4811 members Mstep: Class 2 contains 60359 members Entering Unmasked Estep Score: -8823300.000000 Penalty: 5498.038574 Iteration 44Q: 3 clusters Score -8823300 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 60445 members Entering Unmasked Estep Score: -8823322.000000 Penalty: 5498.038574 Iteration 45Q: 3 clusters Score -8823322 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 60517 members Entering Unmasked Estep Score: -8823334.000000 Penalty: 5498.038574 Iteration 46Q: 3 clusters Score -8823334 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 60586 members Entering Unmasked Estep Score: -8823347.000000 Penalty: 5498.038574 Iteration 47Q: 3 clusters Score -8823347 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 60643 members Entering Unmasked Estep Score: -8823362.000000 Penalty: 5498.038574 Iteration 48Q: 3 clusters Score -8823362 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 60701 members Entering Unmasked Estep Score: -8823370.000000 Penalty: 5498.038574 Iteration 49Q: 3 clusters Score -8823370 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 60748 members Entering Unmasked Estep Score: -8823376.000000 Penalty: 5498.038574 Iteration 50Q: 3 clusters Score -8823376 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4369 members Mstep: Class 2 contains 60801 members Entering Unmasked Estep Score: -8823387.000000 Penalty: 5498.038574 Iteration 51Q: 3 clusters Score -8823387 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 60841 members Entering Unmasked Estep Score: -8823396.000000 Penalty: 5498.038574 Iteration 52Q: 3 clusters Score -8823396 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 60881 members Entering Unmasked Estep Score: -8823395.000000 Penalty: 5498.038574 Iteration 53Q: 3 clusters Score -8823395 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 60920 members Entering Unmasked Estep Score: -8823404.000000 Penalty: 5498.038574 Iteration 54Q: 3 clusters Score -8823404 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 60952 members Entering Unmasked Estep Score: -8823424.000000 Penalty: 5498.038574 Iteration 55Q: 3 clusters Score -8823424 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 60982 members Entering Unmasked Estep Score: -8823412.000000 Penalty: 5498.038574 Iteration 56Q: 3 clusters Score -8823412 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 61008 members Entering Unmasked Estep Score: -8823432.000000 Penalty: 5498.038574 Iteration 57Q: 3 clusters Score -8823432 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 61036 members Entering Unmasked Estep Score: -8823419.000000 Penalty: 5498.038574 Iteration 58Q: 3 clusters Score -8823419 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 61059 members Entering Unmasked Estep Score: -8823414.000000 Penalty: 5498.038574 Iteration 59Q: 3 clusters Score -8823414 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 61079 members Entering Unmasked Estep Score: -8823428.000000 Penalty: 5498.038574 Iteration 60F: 3 clusters Score -8823428 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 61092 members Entering Unmasked Estep Score: -8823428.000000 Penalty: 5498.038574 Iteration 61Q: 3 clusters Score -8823428 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 61107 members Entering Unmasked Estep Score: -8823431.000000 Penalty: 5498.038574 Iteration 62Q: 3 clusters Score -8823431 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 61119 members Entering Unmasked Estep Score: -8823425.000000 Penalty: 5498.038574 Iteration 63Q: 3 clusters Score -8823425 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 61128 members Entering Unmasked Estep Score: -8823432.000000 Penalty: 5498.038574 Iteration 64Q: 3 clusters Score -8823432 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 61141 members Entering Unmasked Estep Score: -8823440.000000 Penalty: 5498.038574 Iteration 65Q: 3 clusters Score -8823440 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 61151 members Entering Unmasked Estep Score: -8823445.000000 Penalty: 5498.038574 Iteration 66Q: 3 clusters Score -8823445 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 61161 members Entering Unmasked Estep Score: -8823440.000000 Penalty: 5498.038574 Iteration 67Q: 3 clusters Score -8823440 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 61165 members Entering Unmasked Estep Score: -8823431.000000 Penalty: 5498.038574 Iteration 68Q: 3 clusters Score -8823431 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 61169 members Entering Unmasked Estep Score: -8823434.000000 Penalty: 5498.038574 Iteration 69Q: 3 clusters Score -8823434 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 61177 members Entering Unmasked Estep Score: -8823444.000000 Penalty: 5498.038574 Iteration 70Q: 3 clusters Score -8823444 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 61185 members Entering Unmasked Estep Score: -8823440.000000 Penalty: 5498.038574 Iteration 71Q: 3 clusters Score -8823440 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 61192 members Entering Unmasked Estep Score: -8823451.000000 Penalty: 5498.038574 Iteration 72Q: 3 clusters Score -8823451 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3969 members Mstep: Class 2 contains 61201 members Entering Unmasked Estep Score: -8823458.000000 Penalty: 5498.038574 Iteration 73Q: 3 clusters Score -8823458 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 61211 members Entering Unmasked Estep Score: -8823460.000000 Penalty: 5498.038574 Iteration 74Q: 3 clusters Score -8823460 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 61219 members Entering Unmasked Estep Score: -8823460.000000 Penalty: 5498.038574 Iteration 75Q: 3 clusters Score -8823460 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 61223 members Entering Unmasked Estep Score: -8823466.000000 Penalty: 5498.038574 Iteration 76Q: 3 clusters Score -8823466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 61224 members Entering Unmasked Estep Score: -8823467.000000 Penalty: 5498.038574 Iteration 77Q: 3 clusters Score -8823467 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 61229 members Entering Unmasked Estep Score: -8823466.000000 Penalty: 5498.038574 Iteration 78Q: 3 clusters Score -8823466 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 61232 members Entering Unmasked Estep Score: -8823457.000000 Penalty: 5498.038574 Iteration 79Q: 3 clusters Score -8823457 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 61237 members Entering Unmasked Estep Score: -8823452.000000 Penalty: 5498.038574 Iteration 80F: 3 clusters Score -8823452 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 61242 members Entering Unmasked Estep Score: -8823449.000000 Penalty: 5498.038574 Iteration 81Q: 3 clusters Score -8823449 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 61245 members Entering Unmasked Estep Score: -8823446.000000 Penalty: 5498.038574 Iteration 82Q: 3 clusters Score -8823446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 61251 members Entering Unmasked Estep Score: -8823454.000000 Penalty: 5498.038574 Iteration 83Q: 3 clusters Score -8823454 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 61258 members Entering Unmasked Estep Score: -8823448.000000 Penalty: 5498.038574 Iteration 84Q: 3 clusters Score -8823448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 61263 members Entering Unmasked Estep Score: -8823443.000000 Penalty: 5498.038574 Iteration 85Q: 3 clusters Score -8823443 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 61267 members Entering Unmasked Estep Score: -8823446.000000 Penalty: 5498.038574 Iteration 86Q: 3 clusters Score -8823446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 61268 members Entering Unmasked Estep Score: -8823442.000000 Penalty: 5498.038574 Iteration 87Q: 3 clusters Score -8823442 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 61270 members Entering Unmasked Estep Score: -8823439.000000 Penalty: 5498.038574 Iteration 88Q: 3 clusters Score -8823439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 61271 members Entering Unmasked Estep Score: -8823438.000000 Penalty: 5498.038574 Iteration 89Q: 3 clusters Score -8823438 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 61271 members Entering Unmasked Estep Score: -8823438.000000 Penalty: 5498.038574 Iteration 90F: 3 clusters Score -8823438 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Entering Unmasked Estep Score: -41459.328125 Penalty: 1453.475098 Iteration 0F: 2 clusters Score -41459.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -40179.769531 Penalty: 2906.950195 Iteration 0F: 3 clusters Score -40179.77 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -40307.816406 Penalty: 2906.950195 Iteration 1F: 3 clusters Score -40307.82 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -40364.093750 Penalty: 2906.950195 Iteration 2Q: 3 clusters Score -40364.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -40393.253906 Penalty: 2906.950195 Iteration 3Q: 3 clusters Score -40393.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -40399.687500 Penalty: 2906.950195 Iteration 4Q: 3 clusters Score -40399.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -40402.234375 Penalty: 2906.950195 Iteration 5Q: 3 clusters Score -40402.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -40403.796875 Penalty: 2906.950195 Iteration 6Q: 3 clusters Score -40403.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -40403.796875 Penalty: 2906.950195 Iteration 7F: 3 clusters Score -40403.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Entering Unmasked Estep Score: -1510686.875000 Penalty: 2318.609619 Iteration 0F: 2 clusters Score -1510687 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5748 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -1502161.125000 Penalty: 4637.219238 Iteration 0F: 3 clusters Score -1502161 nChanged 4774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -1504681.750000 Penalty: 4637.219238 Iteration 1F: 3 clusters Score -1504682 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5873 members Mstep: Class 2 contains 5617 members Entering Unmasked Estep Score: -1505045.750000 Penalty: 4637.219238 Iteration 2F: 3 clusters Score -1505046 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1505328.250000 Penalty: 4637.219238 Iteration 3F: 3 clusters Score -1505328 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6002 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -1505558.000000 Penalty: 4637.219238 Iteration 4Q: 3 clusters Score -1505558 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1505739.250000 Penalty: 4637.219238 Iteration 5Q: 3 clusters Score -1505739 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 5286 members Entering Unmasked Estep Score: -1505908.625000 Penalty: 4637.219238 Iteration 6Q: 3 clusters Score -1505909 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1506025.625000 Penalty: 4637.219238 Iteration 7Q: 3 clusters Score -1506026 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1506141.375000 Penalty: 4637.219238 Iteration 8Q: 3 clusters Score -1506141 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 5088 members Entering Unmasked Estep Score: -1506239.875000 Penalty: 4637.219238 Iteration 9Q: 3 clusters Score -1506240 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6461 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1506311.625000 Penalty: 4637.219238 Iteration 10Q: 3 clusters Score -1506312 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 4971 members Entering Unmasked Estep Score: -1506373.875000 Penalty: 4637.219238 Iteration 11Q: 3 clusters Score -1506374 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -1506421.500000 Penalty: 4637.219238 Iteration 12Q: 3 clusters Score -1506422 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -1506475.250000 Penalty: 4637.219238 Iteration 13Q: 3 clusters Score -1506475 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -1506514.250000 Penalty: 4637.219238 Iteration 14Q: 3 clusters Score -1506514 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -1506549.625000 Penalty: 4637.219238 Iteration 15Q: 3 clusters Score -1506550 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 4610 members Entering Unmasked Estep Score: -1506587.125000 Penalty: 4637.219238 Iteration 16Q: 3 clusters Score -1506587 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -1506612.500000 Penalty: 4637.219238 Iteration 17Q: 3 clusters Score -1506612 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1506641.125000 Penalty: 4637.219238 Iteration 18Q: 3 clusters Score -1506641 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7152 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -1506668.375000 Penalty: 4637.219238 Iteration 19Q: 3 clusters Score -1506668 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -1506692.875000 Penalty: 4637.219238 Iteration 20F: 3 clusters Score -1506693 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7333 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -1506718.625000 Penalty: 4637.219238 Iteration 21Q: 3 clusters Score -1506719 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7410 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1506735.875000 Penalty: 4637.219238 Iteration 22Q: 3 clusters Score -1506736 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1506762.125000 Penalty: 4637.219238 Iteration 23Q: 3 clusters Score -1506762 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -1506783.500000 Penalty: 4637.219238 Iteration 24Q: 3 clusters Score -1506784 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7674 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1506816.875000 Penalty: 4637.219238 Iteration 25Q: 3 clusters Score -1506817 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7774 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1506844.250000 Penalty: 4637.219238 Iteration 26Q: 3 clusters Score -1506844 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -1506872.625000 Penalty: 4637.219238 Iteration 27Q: 3 clusters Score -1506873 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -1506901.375000 Penalty: 4637.219238 Iteration 28Q: 3 clusters Score -1506901 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -1506932.250000 Penalty: 4637.219238 Iteration 29Q: 3 clusters Score -1506932 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8215 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -1506980.625000 Penalty: 4637.219238 Iteration 30Q: 3 clusters Score -1506981 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8359 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -1507028.750000 Penalty: 4637.219238 Iteration 31Q: 3 clusters Score -1507029 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -1507086.125000 Penalty: 4637.219238 Iteration 32Q: 3 clusters Score -1507086 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8706 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -1507154.750000 Penalty: 4637.219238 Iteration 33Q: 3 clusters Score -1507155 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -1507239.500000 Penalty: 4637.219238 Iteration 34Q: 3 clusters Score -1507240 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9090 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1507316.375000 Penalty: 4637.219238 Iteration 35Q: 3 clusters Score -1507316 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -1507414.250000 Penalty: 4637.219238 Iteration 36Q: 3 clusters Score -1507414 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -1507509.625000 Penalty: 4637.219238 Iteration 37Q: 3 clusters Score -1507510 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -1507623.375000 Penalty: 4637.219238 Iteration 38Q: 3 clusters Score -1507623 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -1507726.750000 Penalty: 4637.219238 Iteration 39Q: 3 clusters Score -1507727 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1507859.500000 Penalty: 4637.219238 Iteration 40F: 3 clusters Score -1507860 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10272 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -1507981.000000 Penalty: 4637.219238 Iteration 41Q: 3 clusters Score -1507981 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -1508100.250000 Penalty: 4637.219238 Iteration 42Q: 3 clusters Score -1508100 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10567 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1508200.625000 Penalty: 4637.219238 Iteration 43Q: 3 clusters Score -1508201 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10666 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -1508269.500000 Penalty: 4637.219238 Iteration 44Q: 3 clusters Score -1508270 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -1508344.875000 Penalty: 4637.219238 Iteration 45Q: 3 clusters Score -1508345 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10839 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -1508405.125000 Penalty: 4637.219238 Iteration 46Q: 3 clusters Score -1508405 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10906 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -1508458.375000 Penalty: 4637.219238 Iteration 47Q: 3 clusters Score -1508458 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1508504.500000 Penalty: 4637.219238 Iteration 48Q: 3 clusters Score -1508504 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1508537.875000 Penalty: 4637.219238 Iteration 49Q: 3 clusters Score -1508538 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11013 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -1508558.375000 Penalty: 4637.219238 Iteration 50Q: 3 clusters Score -1508558 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1508572.375000 Penalty: 4637.219238 Iteration 51Q: 3 clusters Score -1508572 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11039 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1508578.250000 Penalty: 4637.219238 Iteration 52Q: 3 clusters Score -1508578 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11047 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -1508582.375000 Penalty: 4637.219238 Iteration 53Q: 3 clusters Score -1508582 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -1508593.375000 Penalty: 4637.219238 Iteration 54Q: 3 clusters Score -1508593 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -1508601.750000 Penalty: 4637.219238 Iteration 55Q: 3 clusters Score -1508602 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11072 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1508613.750000 Penalty: 4637.219238 Iteration 56Q: 3 clusters Score -1508614 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11083 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1508625.500000 Penalty: 4637.219238 Iteration 57Q: 3 clusters Score -1508626 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -1508636.125000 Penalty: 4637.219238 Iteration 58Q: 3 clusters Score -1508636 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11108 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1508647.500000 Penalty: 4637.219238 Iteration 59Q: 3 clusters Score -1508648 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11123 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1508659.875000 Penalty: 4637.219238 Iteration 60F: 3 clusters Score -1508660 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11135 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -1508668.625000 Penalty: 4637.219238 Iteration 61Q: 3 clusters Score -1508669 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -1508676.500000 Penalty: 4637.219238 Iteration 62Q: 3 clusters Score -1508676 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1508684.500000 Penalty: 4637.219238 Iteration 63Q: 3 clusters Score -1508684 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11150 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1508689.125000 Penalty: 4637.219238 Iteration 64Q: 3 clusters Score -1508689 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1508693.375000 Penalty: 4637.219238 Iteration 65Q: 3 clusters Score -1508693 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11159 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -1508698.125000 Penalty: 4637.219238 Iteration 66Q: 3 clusters Score -1508698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -1508700.625000 Penalty: 4637.219238 Iteration 67Q: 3 clusters Score -1508701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11164 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -1508703.375000 Penalty: 4637.219238 Iteration 68Q: 3 clusters Score -1508703 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1508702.625000 Penalty: 4637.219238 Iteration 69Q: 3 clusters Score -1508703 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1508702.625000 Penalty: 4637.219238 Iteration 70F: 3 clusters Score -1508703 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Entering Unmasked Estep Score: -89293.781250 Penalty: 1654.035522 Iteration 0F: 2 clusters Score -89293.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -87604.195312 Penalty: 3308.071045 Iteration 0F: 3 clusters Score -87604.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -87962.554688 Penalty: 3308.071045 Iteration 1F: 3 clusters Score -87962.55 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -88161.789062 Penalty: 3308.071045 Iteration 2F: 3 clusters Score -88161.79 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -88319.656250 Penalty: 3308.071045 Iteration 3F: 3 clusters Score -88319.66 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -88478.992188 Penalty: 3308.071045 Iteration 4F: 3 clusters Score -88478.99 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -88562.257812 Penalty: 3308.071045 Iteration 5Q: 3 clusters Score -88562.26 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -88596.695312 Penalty: 3308.071045 Iteration 6Q: 3 clusters Score -88596.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -88609.351562 Penalty: 3308.071045 Iteration 7Q: 3 clusters Score -88609.35 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -88619.789062 Penalty: 3308.071045 Iteration 8Q: 3 clusters Score -88619.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -88628.320312 Penalty: 3308.071045 Iteration 9Q: 3 clusters Score -88628.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -88637.984375 Penalty: 3308.071045 Iteration 10Q: 3 clusters Score -88637.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -88650.539062 Penalty: 3308.071045 Iteration 11Q: 3 clusters Score -88650.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -88677.507812 Penalty: 3308.071045 Iteration 12Q: 3 clusters Score -88677.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -88713.148438 Penalty: 3308.071045 Iteration 13Q: 3 clusters Score -88713.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -88744.437500 Penalty: 3308.071045 Iteration 14Q: 3 clusters Score -88744.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -88771.492188 Penalty: 3308.071045 Iteration 15Q: 3 clusters Score -88771.49 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -88802.281250 Penalty: 3308.071045 Iteration 16Q: 3 clusters Score -88802.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -88824.882812 Penalty: 3308.071045 Iteration 17Q: 3 clusters Score -88824.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -88840.828125 Penalty: 3308.071045 Iteration 18Q: 3 clusters Score -88840.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -88854.757812 Penalty: 3308.071045 Iteration 19Q: 3 clusters Score -88854.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -88866.960938 Penalty: 3308.071045 Iteration 20F: 3 clusters Score -88866.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -88899.867188 Penalty: 3308.071045 Iteration 21Q: 3 clusters Score -88899.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -88983.437500 Penalty: 3308.071045 Iteration 22Q: 3 clusters Score -88983.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -89073.218750 Penalty: 3308.071045 Iteration 23Q: 3 clusters Score -89073.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -89133.742188 Penalty: 3308.071045 Iteration 24Q: 3 clusters Score -89133.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -89153.312500 Penalty: 3308.071045 Iteration 25Q: 3 clusters Score -89153.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -89165.195312 Penalty: 3308.071045 Iteration 26Q: 3 clusters Score -89165.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -89178.445312 Penalty: 3308.071045 Iteration 27Q: 3 clusters Score -89178.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -89186.078125 Penalty: 3308.071045 Iteration 28Q: 3 clusters Score -89186.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -89186.812500 Penalty: 3308.071045 Iteration 29Q: 3 clusters Score -89186.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -89205.992188 Penalty: 3308.071045 Iteration 30F: 3 clusters Score -89205.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -89251.007812 Penalty: 3308.071045 Iteration 31Q: 3 clusters Score -89251.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -89270.460938 Penalty: 3308.071045 Iteration 32Q: 3 clusters Score -89270.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -89284.593750 Penalty: 3308.071045 Iteration 33Q: 3 clusters Score -89284.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -89286.187500 Penalty: 3308.071045 Iteration 34Q: 3 clusters Score -89286.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -89286.187500 Penalty: 3308.071045 Iteration 35F: 3 clusters Score -89286.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (8438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Entering Unmasked Estep Score: -1128984.125000 Penalty: 2242.044189 Iteration 0F: 2 clusters Score -1128984 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 4197 members Entering Unmasked Estep Score: -1122249.625000 Penalty: 4484.088379 Iteration 0F: 3 clusters Score -1122250 nChanged 3448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -1124132.500000 Penalty: 4484.088379 Iteration 1F: 3 clusters Score -1124132 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -1124387.625000 Penalty: 4484.088379 Iteration 2F: 3 clusters Score -1124388 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1124551.875000 Penalty: 4484.088379 Iteration 3Q: 3 clusters Score -1124552 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -1124653.625000 Penalty: 4484.088379 Iteration 4Q: 3 clusters Score -1124654 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1124737.750000 Penalty: 4484.088379 Iteration 5Q: 3 clusters Score -1124738 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4650 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1124794.875000 Penalty: 4484.088379 Iteration 6Q: 3 clusters Score -1124795 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -1124864.625000 Penalty: 4484.088379 Iteration 7Q: 3 clusters Score -1124865 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 3586 members Entering Unmasked Estep Score: -1124926.500000 Penalty: 4484.088379 Iteration 8Q: 3 clusters Score -1124926 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -1124986.000000 Penalty: 4484.088379 Iteration 9Q: 3 clusters Score -1124986 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5080 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1125045.750000 Penalty: 4484.088379 Iteration 10Q: 3 clusters Score -1125046 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1125101.125000 Penalty: 4484.088379 Iteration 11Q: 3 clusters Score -1125101 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -1125148.125000 Penalty: 4484.088379 Iteration 12Q: 3 clusters Score -1125148 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -1125193.375000 Penalty: 4484.088379 Iteration 13Q: 3 clusters Score -1125193 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -1125239.375000 Penalty: 4484.088379 Iteration 14Q: 3 clusters Score -1125239 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -1125308.625000 Penalty: 4484.088379 Iteration 15Q: 3 clusters Score -1125309 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5947 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -1125390.250000 Penalty: 4484.088379 Iteration 16Q: 3 clusters Score -1125390 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6167 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -1125517.625000 Penalty: 4484.088379 Iteration 17Q: 3 clusters Score -1125518 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -1125689.500000 Penalty: 4484.088379 Iteration 18Q: 3 clusters Score -1125690 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -1125900.875000 Penalty: 4484.088379 Iteration 19Q: 3 clusters Score -1125901 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -1126129.625000 Penalty: 4484.088379 Iteration 20F: 3 clusters Score -1126130 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -1126338.125000 Penalty: 4484.088379 Iteration 21Q: 3 clusters Score -1126338 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7504 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -1126519.250000 Penalty: 4484.088379 Iteration 22Q: 3 clusters Score -1126519 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7685 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -1126693.375000 Penalty: 4484.088379 Iteration 23Q: 3 clusters Score -1126693 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -1126840.625000 Penalty: 4484.088379 Iteration 24Q: 3 clusters Score -1126841 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -1126941.125000 Penalty: 4484.088379 Iteration 25Q: 3 clusters Score -1126941 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1127011.875000 Penalty: 4484.088379 Iteration 26Q: 3 clusters Score -1127012 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8007 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -1127039.875000 Penalty: 4484.088379 Iteration 27Q: 3 clusters Score -1127040 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8028 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -1127062.375000 Penalty: 4484.088379 Iteration 28Q: 3 clusters Score -1127062 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8038 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -1127077.125000 Penalty: 4484.088379 Iteration 29Q: 3 clusters Score -1127077 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -1127095.250000 Penalty: 4484.088379 Iteration 30Q: 3 clusters Score -1127095 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1127103.125000 Penalty: 4484.088379 Iteration 31Q: 3 clusters Score -1127103 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8071 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1127115.250000 Penalty: 4484.088379 Iteration 32Q: 3 clusters Score -1127115 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -1127124.000000 Penalty: 4484.088379 Iteration 33Q: 3 clusters Score -1127124 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -1127130.250000 Penalty: 4484.088379 Iteration 34Q: 3 clusters Score -1127130 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -1127140.750000 Penalty: 4484.088379 Iteration 35Q: 3 clusters Score -1127141 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8093 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1127146.250000 Penalty: 4484.088379 Iteration 36Q: 3 clusters Score -1127146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -1127150.125000 Penalty: 4484.088379 Iteration 37Q: 3 clusters Score -1127150 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8102 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1127156.500000 Penalty: 4484.088379 Iteration 38Q: 3 clusters Score -1127156 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8105 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -1127160.625000 Penalty: 4484.088379 Iteration 39Q: 3 clusters Score -1127161 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -1127162.125000 Penalty: 4484.088379 Iteration 40F: 3 clusters Score -1127162 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (74693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74693 members Entering Unmasked Estep Score: -10025015.000000 Penalty: 2782.843262 Iteration 0F: 2 clusters Score -1.002502e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37431 members Mstep: Class 2 contains 37262 members Entering Unmasked Estep Score: -9975215.000000 Penalty: 5565.686523 Iteration 0F: 3 clusters Score -9975215 nChanged 34800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37241 members Mstep: Class 2 contains 37452 members Entering Unmasked Estep Score: -9994793.000000 Penalty: 5565.686523 Iteration 1F: 3 clusters Score -9994793 nChanged 2732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36967 members Mstep: Class 2 contains 37726 members Entering Unmasked Estep Score: -9995553.000000 Penalty: 5565.686523 Iteration 2Q: 3 clusters Score -9995553 nChanged 2599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36506 members Mstep: Class 2 contains 38187 members Entering Unmasked Estep Score: -9996258.000000 Penalty: 5565.686523 Iteration 3Q: 3 clusters Score -9996258 nChanged 2760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35800 members Mstep: Class 2 contains 38893 members Entering Unmasked Estep Score: -9997056.000000 Penalty: 5565.686523 Iteration 4Q: 3 clusters Score -9997056 nChanged 2946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34862 members Mstep: Class 2 contains 39831 members Entering Unmasked Estep Score: -9998032.000000 Penalty: 5565.686523 Iteration 5Q: 3 clusters Score -9998032 nChanged 3327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33441 members Mstep: Class 2 contains 41252 members Entering Unmasked Estep Score: -9999216.000000 Penalty: 5565.686523 Iteration 6Q: 3 clusters Score -9999216 nChanged 3462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31575 members Mstep: Class 2 contains 43118 members Entering Unmasked Estep Score: -10000562.000000 Penalty: 5565.686523 Iteration 7Q: 3 clusters Score -1.000056e+07 nChanged 3539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29330 members Mstep: Class 2 contains 45363 members Entering Unmasked Estep Score: -10002055.000000 Penalty: 5565.686523 Iteration 8Q: 3 clusters Score -1.000206e+07 nChanged 3823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26637 members Mstep: Class 2 contains 48056 members Entering Unmasked Estep Score: -10003815.000000 Penalty: 5565.686523 Iteration 9F: 3 clusters Score -1.000382e+07 nChanged 3958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23557 members Mstep: Class 2 contains 51136 members Entering Unmasked Estep Score: -10005710.000000 Penalty: 5565.686523 Iteration 10F: 3 clusters Score -1.000571e+07 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20129 members Mstep: Class 2 contains 54564 members Entering Unmasked Estep Score: -10007896.000000 Penalty: 5565.686523 Iteration 11F: 3 clusters Score -1.00079e+07 nChanged 3776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16619 members Mstep: Class 2 contains 58074 members Entering Unmasked Estep Score: -10010084.000000 Penalty: 5565.686523 Iteration 12F: 3 clusters Score -1.001008e+07 nChanged 3591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13090 members Mstep: Class 2 contains 61603 members Entering Unmasked Estep Score: -10012389.000000 Penalty: 5565.686523 Iteration 13Q: 3 clusters Score -1.001239e+07 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 65069 members Entering Unmasked Estep Score: -10014923.000000 Penalty: 5565.686523 Iteration 14Q: 3 clusters Score -1.001492e+07 nChanged 3055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 68116 members Entering Unmasked Estep Score: -10017376.000000 Penalty: 5565.686523 Iteration 15Q: 3 clusters Score -1.001738e+07 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 70531 members Entering Unmasked Estep Score: -10019351.000000 Penalty: 5565.686523 Iteration 16Q: 3 clusters Score -1.001935e+07 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 72135 members Entering Unmasked Estep Score: -10020726.000000 Penalty: 5565.686523 Iteration 17Q: 3 clusters Score -1.002073e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 73139 members Entering Unmasked Estep Score: -10021563.000000 Penalty: 5565.686523 Iteration 18Q: 3 clusters Score -1.002156e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 73677 members Entering Unmasked Estep Score: -10022072.000000 Penalty: 5565.686523 Iteration 19Q: 3 clusters Score -1.002207e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 73924 members Entering Unmasked Estep Score: -10022302.000000 Penalty: 5565.686523 Iteration 20F: 3 clusters Score -1.00223e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 74049 members Entering Unmasked Estep Score: -10022411.000000 Penalty: 5565.686523 Iteration 21Q: 3 clusters Score -1.002241e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 74115 members Entering Unmasked Estep Score: -10022483.000000 Penalty: 5565.686523 Iteration 22Q: 3 clusters Score -1.002248e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 74155 members Entering Unmasked Estep Score: -10022532.000000 Penalty: 5565.686523 Iteration 23Q: 3 clusters Score -1.002253e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 74179 members Entering Unmasked Estep Score: -10022587.000000 Penalty: 5565.686523 Iteration 24Q: 3 clusters Score -1.002259e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 74194 members Entering Unmasked Estep Score: -10022609.000000 Penalty: 5565.686523 Iteration 25Q: 3 clusters Score -1.002261e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 74206 members Entering Unmasked Estep Score: -10022627.000000 Penalty: 5565.686523 Iteration 26Q: 3 clusters Score -1.002263e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 74214 members Entering Unmasked Estep Score: -10022615.000000 Penalty: 5565.686523 Iteration 27Q: 3 clusters Score -1.002262e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 74222 members Entering Unmasked Estep Score: -10022627.000000 Penalty: 5565.686523 Iteration 28Q: 3 clusters Score -1.002263e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 74225 members Entering Unmasked Estep Score: -10022613.000000 Penalty: 5565.686523 Iteration 29Q: 3 clusters Score -1.002261e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 74228 members Entering Unmasked Estep Score: -10022636.000000 Penalty: 5565.686523 Iteration 30Q: 3 clusters Score -1.002264e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 74231 members Entering Unmasked Estep Score: -10022640.000000 Penalty: 5565.686523 Iteration 31Q: 3 clusters Score -1.002264e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 74232 members Entering Unmasked Estep Score: -10022639.000000 Penalty: 5565.686523 Iteration 32Q: 3 clusters Score -1.002264e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 74232 members Entering Unmasked Estep Score: -10022639.000000 Penalty: 5565.686523 Iteration 33F: 3 clusters Score -1.002264e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (401 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Entering Unmasked Estep Score: -39373.503906 Penalty: 1486.502441 Iteration 0F: 2 clusters Score -39373.5 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 178 members Entering Unmasked Estep Score: -38211.843750 Penalty: 2973.004883 Iteration 0F: 3 clusters Score -38211.84 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -38766.156250 Penalty: 2973.004883 Iteration 1F: 3 clusters Score -38766.16 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -39369.746094 Penalty: 2973.004883 Iteration 2F: 3 clusters Score -39369.75 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -39739.242188 Penalty: 2973.004883 Iteration 3F: 3 clusters Score -39739.24 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -39959.808594 Penalty: 2973.004883 Iteration 4F: 3 clusters Score -39959.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -40196.234375 Penalty: 2973.004883 Iteration 5Q: 3 clusters Score -40196.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -40324.402344 Penalty: 2973.004883 Iteration 6Q: 3 clusters Score -40324.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -40326.574219 Penalty: 2973.004883 Iteration 7Q: 3 clusters Score -40326.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -40326.574219 Penalty: 2973.004883 Iteration 8F: 3 clusters Score -40326.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107695 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5826 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 143 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Mstep: Class 27 contains 258 members Entering Unmasked Estep Score: -85891192.000000 Penalty: 89680.093750 Splitting cluster 23 changes total score from -85892080.000000 to -85891192.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (4982 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Entering Unmasked Estep Score: -631220.187500 Penalty: 2111.369629 Iteration 0F: 2 clusters Score -631220.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -626745.125000 Penalty: 4222.739258 Iteration 0F: 3 clusters Score -626745.1 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -627847.062500 Penalty: 4222.739258 Iteration 1F: 3 clusters Score -627847.1 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -628059.875000 Penalty: 4222.739258 Iteration 2F: 3 clusters Score -628059.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -628203.250000 Penalty: 4222.739258 Iteration 3Q: 3 clusters Score -628203.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -628320.687500 Penalty: 4222.739258 Iteration 4Q: 3 clusters Score -628320.7 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -628402.312500 Penalty: 4222.739258 Iteration 5Q: 3 clusters Score -628402.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -628483.625000 Penalty: 4222.739258 Iteration 6Q: 3 clusters Score -628483.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -628569.250000 Penalty: 4222.739258 Iteration 7Q: 3 clusters Score -628569.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -628636.812500 Penalty: 4222.739258 Iteration 8Q: 3 clusters Score -628636.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -628687.812500 Penalty: 4222.739258 Iteration 9Q: 3 clusters Score -628687.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -628730.562500 Penalty: 4222.739258 Iteration 10Q: 3 clusters Score -628730.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -628765.250000 Penalty: 4222.739258 Iteration 11Q: 3 clusters Score -628765.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -628792.312500 Penalty: 4222.739258 Iteration 12Q: 3 clusters Score -628792.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -628822.562500 Penalty: 4222.739258 Iteration 13Q: 3 clusters Score -628822.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -628849.125000 Penalty: 4222.739258 Iteration 14Q: 3 clusters Score -628849.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -628873.250000 Penalty: 4222.739258 Iteration 15Q: 3 clusters Score -628873.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -628886.312500 Penalty: 4222.739258 Iteration 16Q: 3 clusters Score -628886.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -628900.250000 Penalty: 4222.739258 Iteration 17Q: 3 clusters Score -628900.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -628916.250000 Penalty: 4222.739258 Iteration 18Q: 3 clusters Score -628916.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -628934.937500 Penalty: 4222.739258 Iteration 19Q: 3 clusters Score -628934.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -628961.625000 Penalty: 4222.739258 Iteration 20F: 3 clusters Score -628961.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -628985.187500 Penalty: 4222.739258 Iteration 21Q: 3 clusters Score -628985.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -629004.000000 Penalty: 4222.739258 Iteration 22Q: 3 clusters Score -629004 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -629017.187500 Penalty: 4222.739258 Iteration 23Q: 3 clusters Score -629017.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -629034.500000 Penalty: 4222.739258 Iteration 24Q: 3 clusters Score -629034.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -629045.687500 Penalty: 4222.739258 Iteration 25Q: 3 clusters Score -629045.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -629056.250000 Penalty: 4222.739258 Iteration 26Q: 3 clusters Score -629056.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -629068.062500 Penalty: 4222.739258 Iteration 27Q: 3 clusters Score -629068.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3671 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -629080.250000 Penalty: 4222.739258 Iteration 28Q: 3 clusters Score -629080.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -629091.250000 Penalty: 4222.739258 Iteration 29Q: 3 clusters Score -629091.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -629101.375000 Penalty: 4222.739258 Iteration 30Q: 3 clusters Score -629101.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -629116.812500 Penalty: 4222.739258 Iteration 31Q: 3 clusters Score -629116.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -629134.375000 Penalty: 4222.739258 Iteration 32Q: 3 clusters Score -629134.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -629149.187500 Penalty: 4222.739258 Iteration 33Q: 3 clusters Score -629149.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -629162.437500 Penalty: 4222.739258 Iteration 34Q: 3 clusters Score -629162.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -629178.000000 Penalty: 4222.739258 Iteration 35Q: 3 clusters Score -629178 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -629194.312500 Penalty: 4222.739258 Iteration 36Q: 3 clusters Score -629194.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -629204.000000 Penalty: 4222.739258 Iteration 37Q: 3 clusters Score -629204 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -629212.875000 Penalty: 4222.739258 Iteration 38Q: 3 clusters Score -629212.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -629226.562500 Penalty: 4222.739258 Iteration 39Q: 3 clusters Score -629226.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -629237.375000 Penalty: 4222.739258 Iteration 40F: 3 clusters Score -629237.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -629245.437500 Penalty: 4222.739258 Iteration 41Q: 3 clusters Score -629245.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -629252.625000 Penalty: 4222.739258 Iteration 42Q: 3 clusters Score -629252.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -629256.312500 Penalty: 4222.739258 Iteration 43Q: 3 clusters Score -629256.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -629259.625000 Penalty: 4222.739258 Iteration 44Q: 3 clusters Score -629259.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -629262.062500 Penalty: 4222.739258 Iteration 45Q: 3 clusters Score -629262.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -629264.312500 Penalty: 4222.739258 Iteration 46Q: 3 clusters Score -629264.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -629266.500000 Penalty: 4222.739258 Iteration 47Q: 3 clusters Score -629266.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -629267.875000 Penalty: 4222.739258 Iteration 48Q: 3 clusters Score -629267.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -629269.687500 Penalty: 4222.739258 Iteration 49Q: 3 clusters Score -629269.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -629272.250000 Penalty: 4222.739258 Iteration 50Q: 3 clusters Score -629272.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -629272.562500 Penalty: 4222.739258 Iteration 51Q: 3 clusters Score -629272.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -629272.750000 Penalty: 4222.739258 Iteration 52Q: 3 clusters Score -629272.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -629274.812500 Penalty: 4222.739258 Iteration 53Q: 3 clusters Score -629274.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -629277.437500 Penalty: 4222.739258 Iteration 54Q: 3 clusters Score -629277.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -629278.375000 Penalty: 4222.739258 Iteration 55Q: 3 clusters Score -629278.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -629279.312500 Penalty: 4222.739258 Iteration 56Q: 3 clusters Score -629279.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -629280.437500 Penalty: 4222.739258 Iteration 57Q: 3 clusters Score -629280.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4053 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -629282.562500 Penalty: 4222.739258 Iteration 58Q: 3 clusters Score -629282.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -629286.062500 Penalty: 4222.739258 Iteration 59Q: 3 clusters Score -629286.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -629290.437500 Penalty: 4222.739258 Iteration 60F: 3 clusters Score -629290.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -629297.750000 Penalty: 4222.739258 Iteration 61Q: 3 clusters Score -629297.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -629306.687500 Penalty: 4222.739258 Iteration 62Q: 3 clusters Score -629306.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -629309.375000 Penalty: 4222.739258 Iteration 63Q: 3 clusters Score -629309.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -629311.875000 Penalty: 4222.739258 Iteration 64Q: 3 clusters Score -629311.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -629319.250000 Penalty: 4222.739258 Iteration 65Q: 3 clusters Score -629319.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -629324.687500 Penalty: 4222.739258 Iteration 66Q: 3 clusters Score -629324.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -629327.062500 Penalty: 4222.739258 Iteration 67Q: 3 clusters Score -629327.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -629329.687500 Penalty: 4222.739258 Iteration 68Q: 3 clusters Score -629329.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -629330.437500 Penalty: 4222.739258 Iteration 69Q: 3 clusters Score -629330.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -629332.250000 Penalty: 4222.739258 Iteration 70Q: 3 clusters Score -629332.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -629331.375000 Penalty: 4222.739258 Iteration 71Q: 3 clusters Score -629331.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -629331.375000 Penalty: 4222.739258 Iteration 72F: 3 clusters Score -629331.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Entering Unmasked Estep Score: -324056.187500 Penalty: 1950.376099 Iteration 0F: 2 clusters Score -324056.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -321052.000000 Penalty: 3900.752197 Iteration 0F: 3 clusters Score -321052 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -321626.843750 Penalty: 3900.752197 Iteration 1F: 3 clusters Score -321626.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -321787.406250 Penalty: 3900.752197 Iteration 2F: 3 clusters Score -321787.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -321873.906250 Penalty: 3900.752197 Iteration 3Q: 3 clusters Score -321873.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -321928.312500 Penalty: 3900.752197 Iteration 4Q: 3 clusters Score -321928.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -321960.500000 Penalty: 3900.752197 Iteration 5Q: 3 clusters Score -321960.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -321985.906250 Penalty: 3900.752197 Iteration 6Q: 3 clusters Score -321985.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -322013.000000 Penalty: 3900.752197 Iteration 7Q: 3 clusters Score -322013 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -322026.000000 Penalty: 3900.752197 Iteration 8Q: 3 clusters Score -322026 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -322035.187500 Penalty: 3900.752197 Iteration 9Q: 3 clusters Score -322035.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -322039.437500 Penalty: 3900.752197 Iteration 10Q: 3 clusters Score -322039.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -322045.468750 Penalty: 3900.752197 Iteration 11Q: 3 clusters Score -322045.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -322052.937500 Penalty: 3900.752197 Iteration 12Q: 3 clusters Score -322052.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -322057.718750 Penalty: 3900.752197 Iteration 13Q: 3 clusters Score -322057.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -322060.187500 Penalty: 3900.752197 Iteration 14Q: 3 clusters Score -322060.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -322061.468750 Penalty: 3900.752197 Iteration 15Q: 3 clusters Score -322061.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -322062.593750 Penalty: 3900.752197 Iteration 16Q: 3 clusters Score -322062.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -322062.593750 Penalty: 3900.752197 Iteration 17F: 3 clusters Score -322062.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Entering Unmasked Estep Score: -139485.453125 Penalty: 1754.590820 Iteration 0F: 2 clusters Score -139485.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -137475.625000 Penalty: 3509.181641 Iteration 0F: 3 clusters Score -137475.6 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -138403.062500 Penalty: 3509.181641 Iteration 1F: 3 clusters Score -138403.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -139220.640625 Penalty: 3509.181641 Iteration 2F: 3 clusters Score -139220.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -139536.812500 Penalty: 3509.181641 Iteration 3F: 3 clusters Score -139536.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -139815.875000 Penalty: 3509.181641 Iteration 4F: 3 clusters Score -139815.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -140210.984375 Penalty: 3509.181641 Iteration 5F: 3 clusters Score -140211 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -140465.343750 Penalty: 3509.181641 Iteration 6Q: 3 clusters Score -140465.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -140581.046875 Penalty: 3509.181641 Iteration 7Q: 3 clusters Score -140581 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -140688.406250 Penalty: 3509.181641 Iteration 8Q: 3 clusters Score -140688.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -140994.343750 Penalty: 3509.181641 Iteration 9Q: 3 clusters Score -140994.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -141080.109375 Penalty: 3509.181641 Iteration 10Q: 3 clusters Score -141080.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -141086.171875 Penalty: 3509.181641 Iteration 11Q: 3 clusters Score -141086.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -141093.406250 Penalty: 3509.181641 Iteration 12F: 3 clusters Score -141093.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -141126.656250 Penalty: 3509.181641 Iteration 13Q: 3 clusters Score -141126.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -141126.656250 Penalty: 3509.181641 Iteration 14F: 3 clusters Score -141126.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107695 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5826 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 473 members Mstep: Class 27 contains 709 members Entering Unmasked Estep Score: -85892040.000000 Penalty: 89680.093750 Splitting cluster 26 changes total score from -85892080.000000 to -85892040.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107695 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5826 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892072.000000 Penalty: 86358.609375 Iteration 119Q: 27 clusters Score -8.589207e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8251 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107694 members Mstep: Class 10 contains 144301 members Mstep: Class 11 contains 4997 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 788 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 401 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1182 members Entering Unmasked Estep ConsiderDeletion Score: -85892208.000000 Penalty: 86358.609375 Iteration 120F: 27 clusters Score -8.589221e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 795 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107694 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4996 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 787 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 404 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1186 members Entering Unmasked Estep ConsiderDeletion Score: -85892312.000000 Penalty: 86358.609375 Iteration 121Q: 27 clusters Score -8.589231e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 796 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107694 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 400 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1191 members Entering Unmasked Estep ConsiderDeletion Score: -85892384.000000 Penalty: 86358.609375 Iteration 122Q: 27 clusters Score -8.589238e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107693 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 399 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -85892432.000000 Penalty: 86358.609375 Iteration 123Q: 27 clusters Score -8.589243e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107693 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 399 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -85892464.000000 Penalty: 86358.609375 Iteration 124F: 27 clusters Score -8.589246e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107693 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 402 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2603 members Mstep: Class 26 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -85892504.000000 Penalty: 86358.609375 Iteration 125Q: 27 clusters Score -8.58925e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107693 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 403 members Mstep: Class 24 contains 4982 members Mstep: Class 25 contains 2602 members Mstep: Class 26 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -85892504.000000 Penalty: 86358.609375 Iteration 126Q: 27 clusters Score -8.58925e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45426 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107697 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40632 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 403 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 2599 members Mstep: Class 26 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -85892488.000000 Penalty: 86358.609375 Iteration 127Q: 27 clusters Score -8.589249e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107696 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40631 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 403 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 2602 members Mstep: Class 26 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -85892512.000000 Penalty: 86358.609375 Iteration 128Q: 27 clusters Score -8.589251e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107696 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40631 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 403 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 2602 members Mstep: Class 26 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -85892512.000000 Penalty: 86358.609375 Iteration 129F: 27 clusters Score -8.589251e+07 nChanged 0 Entering ConstructFrom: Score: -85892512.000000 Penalty: 86358.609375 Entering ConstructFrom: Trying to split cluster 1 (939 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Entering Unmasked Estep Score: -114399.882812 Penalty: 1697.514160 Iteration 0F: 2 clusters Score -114399.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -112478.937500 Penalty: 3395.028320 Iteration 0F: 3 clusters Score -112478.9 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -112861.984375 Penalty: 3395.028320 Iteration 1F: 3 clusters Score -112862 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -113092.906250 Penalty: 3395.028320 Iteration 2F: 3 clusters Score -113092.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -113337.664062 Penalty: 3395.028320 Iteration 3F: 3 clusters Score -113337.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -113553.890625 Penalty: 3395.028320 Iteration 4F: 3 clusters Score -113553.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -113748.187500 Penalty: 3395.028320 Iteration 5F: 3 clusters Score -113748.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -113847.257812 Penalty: 3395.028320 Iteration 6Q: 3 clusters Score -113847.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -113939.828125 Penalty: 3395.028320 Iteration 7Q: 3 clusters Score -113939.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -114078.359375 Penalty: 3395.028320 Iteration 8Q: 3 clusters Score -114078.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -114171.507812 Penalty: 3395.028320 Iteration 9Q: 3 clusters Score -114171.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -114255.796875 Penalty: 3395.028320 Iteration 10Q: 3 clusters Score -114255.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -114422.843750 Penalty: 3395.028320 Iteration 11Q: 3 clusters Score -114422.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -114505.492188 Penalty: 3395.028320 Iteration 12Q: 3 clusters Score -114505.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -114514.632812 Penalty: 3395.028320 Iteration 13Q: 3 clusters Score -114514.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -114524.000000 Penalty: 3395.028320 Iteration 14Q: 3 clusters Score -114524 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -114526.609375 Penalty: 3395.028320 Iteration 15Q: 3 clusters Score -114526.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -114527.664062 Penalty: 3395.028320 Iteration 16Q: 3 clusters Score -114527.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -114528.460938 Penalty: 3395.028320 Iteration 17Q: 3 clusters Score -114528.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -114529.789062 Penalty: 3395.028320 Iteration 18Q: 3 clusters Score -114529.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -114529.789062 Penalty: 3395.028320 Iteration 19F: 3 clusters Score -114529.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107696 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40631 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 403 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 2602 members Mstep: Class 26 contains 1192 members Mstep: Class 27 contains 590 members Entering Unmasked Estep Score: -85891040.000000 Penalty: 89680.093750 Splitting cluster 1 changes total score from -85892512.000000 to -85891040.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (49230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49230 members Entering Unmasked Estep Score: -6596334.000000 Penalty: 2679.456055 Iteration 0F: 2 clusters Score -6596334 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24923 members Mstep: Class 2 contains 24307 members Entering Unmasked Estep Score: -6563321.000000 Penalty: 5358.912109 Iteration 0F: 3 clusters Score -6563321 nChanged 22810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26799 members Mstep: Class 2 contains 22431 members Entering Unmasked Estep Score: -6575826.000000 Penalty: 5358.912109 Iteration 1F: 3 clusters Score -6575826 nChanged 2072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27999 members Mstep: Class 2 contains 21231 members Entering Unmasked Estep Score: -6576582.500000 Penalty: 5358.912109 Iteration 2Q: 3 clusters Score -6576582 nChanged 2226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29727 members Mstep: Class 2 contains 19503 members Entering Unmasked Estep Score: -6577472.000000 Penalty: 5358.912109 Iteration 3Q: 3 clusters Score -6577472 nChanged 2687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32210 members Mstep: Class 2 contains 17020 members Entering Unmasked Estep Score: -6578889.000000 Penalty: 5358.912109 Iteration 4F: 3 clusters Score -6578889 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35586 members Mstep: Class 2 contains 13644 members Entering Unmasked Estep Score: -6581198.500000 Penalty: 5358.912109 Iteration 5F: 3 clusters Score -6581198 nChanged 4192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39752 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -6584799.500000 Penalty: 5358.912109 Iteration 6F: 3 clusters Score -6584800 nChanged 4176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43908 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -6588937.500000 Penalty: 5358.912109 Iteration 7F: 3 clusters Score -6588938 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46857 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -6592063.500000 Penalty: 5358.912109 Iteration 8F: 3 clusters Score -6592064 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48144 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -6593340.000000 Penalty: 5358.912109 Iteration 9Q: 3 clusters Score -6593340 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48570 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -6593735.500000 Penalty: 5358.912109 Iteration 10Q: 3 clusters Score -6593736 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48718 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -6593868.500000 Penalty: 5358.912109 Iteration 11Q: 3 clusters Score -6593868 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48778 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -6593944.500000 Penalty: 5358.912109 Iteration 12Q: 3 clusters Score -6593944 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48796 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -6593976.500000 Penalty: 5358.912109 Iteration 13Q: 3 clusters Score -6593976 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48815 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -6593991.500000 Penalty: 5358.912109 Iteration 14Q: 3 clusters Score -6593992 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48821 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -6594012.000000 Penalty: 5358.912109 Iteration 15Q: 3 clusters Score -6594012 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48829 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -6594038.500000 Penalty: 5358.912109 Iteration 16Q: 3 clusters Score -6594038 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48837 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -6594047.500000 Penalty: 5358.912109 Iteration 17Q: 3 clusters Score -6594048 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48842 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -6594055.500000 Penalty: 5358.912109 Iteration 18Q: 3 clusters Score -6594056 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48849 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -6594063.000000 Penalty: 5358.912109 Iteration 19Q: 3 clusters Score -6594063 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48851 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -6594069.000000 Penalty: 5358.912109 Iteration 20F: 3 clusters Score -6594069 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48853 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -6594068.500000 Penalty: 5358.912109 Iteration 21Q: 3 clusters Score -6594068 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48854 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -6594067.500000 Penalty: 5358.912109 Iteration 22Q: 3 clusters Score -6594068 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48853 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -6594076.000000 Penalty: 5358.912109 Iteration 23Q: 3 clusters Score -6594076 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48856 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -6594075.000000 Penalty: 5358.912109 Iteration 24Q: 3 clusters Score -6594075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48855 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -6594074.500000 Penalty: 5358.912109 Iteration 25Q: 3 clusters Score -6594074 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48856 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -6594070.000000 Penalty: 5358.912109 Iteration 26Q: 3 clusters Score -6594070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48857 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -6594075.000000 Penalty: 5358.912109 Iteration 27Q: 3 clusters Score -6594075 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48856 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -6594073.000000 Penalty: 5358.912109 Iteration 28Q: 3 clusters Score -6594073 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48856 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -6594073.000000 Penalty: 5358.912109 Iteration 29F: 3 clusters Score -6594073 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Entering Unmasked Estep Score: -1022270.125000 Penalty: 2236.516113 Iteration 0F: 2 clusters Score -1022270 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1015760.687500 Penalty: 4473.032227 Iteration 0F: 3 clusters Score -1015761 nChanged 3337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -1017621.812500 Penalty: 4473.032227 Iteration 1F: 3 clusters Score -1017622 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3942 members Mstep: Class 2 contains 4310 members Entering Unmasked Estep Score: -1017955.562500 Penalty: 4473.032227 Iteration 2F: 3 clusters Score -1017956 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1018181.687500 Penalty: 4473.032227 Iteration 3F: 3 clusters Score -1018182 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -1018359.062500 Penalty: 4473.032227 Iteration 4Q: 3 clusters Score -1018359 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -1018509.750000 Penalty: 4473.032227 Iteration 5Q: 3 clusters Score -1018510 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -1018621.437500 Penalty: 4473.032227 Iteration 6Q: 3 clusters Score -1018621 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1018709.000000 Penalty: 4473.032227 Iteration 7Q: 3 clusters Score -1018709 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1018778.937500 Penalty: 4473.032227 Iteration 8Q: 3 clusters Score -1018779 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -1018853.812500 Penalty: 4473.032227 Iteration 9Q: 3 clusters Score -1018854 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -1018912.125000 Penalty: 4473.032227 Iteration 10Q: 3 clusters Score -1018912 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -1018980.812500 Penalty: 4473.032227 Iteration 11Q: 3 clusters Score -1018981 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -1019050.500000 Penalty: 4473.032227 Iteration 12Q: 3 clusters Score -1019050 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -1019129.500000 Penalty: 4473.032227 Iteration 13Q: 3 clusters Score -1019130 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -1019201.187500 Penalty: 4473.032227 Iteration 14Q: 3 clusters Score -1019201 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1019273.625000 Penalty: 4473.032227 Iteration 15Q: 3 clusters Score -1019274 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -1019355.937500 Penalty: 4473.032227 Iteration 16Q: 3 clusters Score -1019356 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1019440.437500 Penalty: 4473.032227 Iteration 17Q: 3 clusters Score -1019440 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1019541.812500 Penalty: 4473.032227 Iteration 18Q: 3 clusters Score -1019542 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -1019669.375000 Penalty: 4473.032227 Iteration 19Q: 3 clusters Score -1019669 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1019795.187500 Penalty: 4473.032227 Iteration 20F: 3 clusters Score -1019795 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -1019903.500000 Penalty: 4473.032227 Iteration 21Q: 3 clusters Score -1019904 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -1019991.750000 Penalty: 4473.032227 Iteration 22Q: 3 clusters Score -1019992 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -1020053.750000 Penalty: 4473.032227 Iteration 23Q: 3 clusters Score -1020054 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1020105.437500 Penalty: 4473.032227 Iteration 24Q: 3 clusters Score -1020105 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1020138.312500 Penalty: 4473.032227 Iteration 25Q: 3 clusters Score -1020138 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -1020162.375000 Penalty: 4473.032227 Iteration 26Q: 3 clusters Score -1020162 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -1020178.500000 Penalty: 4473.032227 Iteration 27Q: 3 clusters Score -1020178 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 5613 members Entering Unmasked Estep Score: -1020197.437500 Penalty: 4473.032227 Iteration 28Q: 3 clusters Score -1020197 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -1020211.187500 Penalty: 4473.032227 Iteration 29Q: 3 clusters Score -1020211 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -1020222.687500 Penalty: 4473.032227 Iteration 30Q: 3 clusters Score -1020223 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 5710 members Entering Unmasked Estep Score: -1020235.062500 Penalty: 4473.032227 Iteration 31Q: 3 clusters Score -1020235 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 5732 members Entering Unmasked Estep Score: -1020249.312500 Penalty: 4473.032227 Iteration 32Q: 3 clusters Score -1020249 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -1020260.812500 Penalty: 4473.032227 Iteration 33Q: 3 clusters Score -1020261 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -1020278.375000 Penalty: 4473.032227 Iteration 34Q: 3 clusters Score -1020278 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2422 members Mstep: Class 2 contains 5830 members Entering Unmasked Estep Score: -1020291.875000 Penalty: 4473.032227 Iteration 35Q: 3 clusters Score -1020292 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -1020304.062500 Penalty: 4473.032227 Iteration 36Q: 3 clusters Score -1020304 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 5889 members Entering Unmasked Estep Score: -1020319.312500 Penalty: 4473.032227 Iteration 37Q: 3 clusters Score -1020319 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 5917 members Entering Unmasked Estep Score: -1020333.687500 Penalty: 4473.032227 Iteration 38Q: 3 clusters Score -1020334 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -1020336.812500 Penalty: 4473.032227 Iteration 39Q: 3 clusters Score -1020337 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -1020345.312500 Penalty: 4473.032227 Iteration 40F: 3 clusters Score -1020345 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1020350.500000 Penalty: 4473.032227 Iteration 41Q: 3 clusters Score -1020350 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -1020354.812500 Penalty: 4473.032227 Iteration 42Q: 3 clusters Score -1020355 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -1020359.437500 Penalty: 4473.032227 Iteration 43Q: 3 clusters Score -1020359 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -1020364.187500 Penalty: 4473.032227 Iteration 44Q: 3 clusters Score -1020364 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -1020371.250000 Penalty: 4473.032227 Iteration 45Q: 3 clusters Score -1020371 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 6036 members Entering Unmasked Estep Score: -1020380.375000 Penalty: 4473.032227 Iteration 46Q: 3 clusters Score -1020380 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 6049 members Entering Unmasked Estep Score: -1020384.687500 Penalty: 4473.032227 Iteration 47Q: 3 clusters Score -1020385 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -1020393.125000 Penalty: 4473.032227 Iteration 48Q: 3 clusters Score -1020393 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -1020398.500000 Penalty: 4473.032227 Iteration 49Q: 3 clusters Score -1020398 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -1020403.875000 Penalty: 4473.032227 Iteration 50Q: 3 clusters Score -1020404 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 6087 members Entering Unmasked Estep Score: -1020408.875000 Penalty: 4473.032227 Iteration 51Q: 3 clusters Score -1020409 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 6092 members Entering Unmasked Estep Score: -1020412.000000 Penalty: 4473.032227 Iteration 52Q: 3 clusters Score -1020412 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 6094 members Entering Unmasked Estep Score: -1020421.937500 Penalty: 4473.032227 Iteration 53Q: 3 clusters Score -1020422 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1020430.375000 Penalty: 4473.032227 Iteration 54Q: 3 clusters Score -1020430 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -1020437.375000 Penalty: 4473.032227 Iteration 55Q: 3 clusters Score -1020437 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -1020446.750000 Penalty: 4473.032227 Iteration 56Q: 3 clusters Score -1020447 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 6160 members Entering Unmasked Estep Score: -1020455.937500 Penalty: 4473.032227 Iteration 57Q: 3 clusters Score -1020456 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -1020458.062500 Penalty: 4473.032227 Iteration 58Q: 3 clusters Score -1020458 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -1020465.812500 Penalty: 4473.032227 Iteration 59Q: 3 clusters Score -1020466 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 6219 members Entering Unmasked Estep Score: -1020472.812500 Penalty: 4473.032227 Iteration 60F: 3 clusters Score -1020473 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 6233 members Entering Unmasked Estep Score: -1020478.062500 Penalty: 4473.032227 Iteration 61Q: 3 clusters Score -1020478 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -1020481.875000 Penalty: 4473.032227 Iteration 62Q: 3 clusters Score -1020482 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -1020487.625000 Penalty: 4473.032227 Iteration 63Q: 3 clusters Score -1020488 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -1020494.562500 Penalty: 4473.032227 Iteration 64Q: 3 clusters Score -1020495 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -1020494.875000 Penalty: 4473.032227 Iteration 65Q: 3 clusters Score -1020495 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1020498.875000 Penalty: 4473.032227 Iteration 66Q: 3 clusters Score -1020499 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 6297 members Entering Unmasked Estep Score: -1020500.750000 Penalty: 4473.032227 Iteration 67Q: 3 clusters Score -1020501 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -1020501.812500 Penalty: 4473.032227 Iteration 68Q: 3 clusters Score -1020502 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -1020502.875000 Penalty: 4473.032227 Iteration 69Q: 3 clusters Score -1020503 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 6308 members Entering Unmasked Estep Score: -1020504.812500 Penalty: 4473.032227 Iteration 70Q: 3 clusters Score -1020505 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -1020507.000000 Penalty: 4473.032227 Iteration 71Q: 3 clusters Score -1020507 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 6313 members Entering Unmasked Estep Score: -1020505.000000 Penalty: 4473.032227 Iteration 72Q: 3 clusters Score -1020505 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -1020507.875000 Penalty: 4473.032227 Iteration 73Q: 3 clusters Score -1020508 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 6322 members Entering Unmasked Estep Score: -1020510.625000 Penalty: 4473.032227 Iteration 74Q: 3 clusters Score -1020511 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -1020509.687500 Penalty: 4473.032227 Iteration 75Q: 3 clusters Score -1020510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 6327 members Entering Unmasked Estep Score: -1020511.250000 Penalty: 4473.032227 Iteration 76Q: 3 clusters Score -1020511 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -1020511.937500 Penalty: 4473.032227 Iteration 77Q: 3 clusters Score -1020512 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1020513.500000 Penalty: 4473.032227 Iteration 78Q: 3 clusters Score -1020514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -1020514.187500 Penalty: 4473.032227 Iteration 79Q: 3 clusters Score -1020514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -1020513.937500 Penalty: 4473.032227 Iteration 80F: 3 clusters Score -1020514 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1020515.312500 Penalty: 4473.032227 Iteration 81Q: 3 clusters Score -1020515 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -1020517.000000 Penalty: 4473.032227 Iteration 82Q: 3 clusters Score -1020517 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -1020515.312500 Penalty: 4473.032227 Iteration 83Q: 3 clusters Score -1020515 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 6350 members Entering Unmasked Estep Score: -1020516.312500 Penalty: 4473.032227 Iteration 84Q: 3 clusters Score -1020516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 6352 members Entering Unmasked Estep Score: -1020516.812500 Penalty: 4473.032227 Iteration 85Q: 3 clusters Score -1020517 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -1020518.250000 Penalty: 4473.032227 Iteration 86Q: 3 clusters Score -1020518 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 6357 members Entering Unmasked Estep Score: -1020519.312500 Penalty: 4473.032227 Iteration 87Q: 3 clusters Score -1020519 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -1020522.500000 Penalty: 4473.032227 Iteration 88Q: 3 clusters Score -1020522 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -1020523.750000 Penalty: 4473.032227 Iteration 89Q: 3 clusters Score -1020524 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 6378 members Entering Unmasked Estep Score: -1020530.000000 Penalty: 4473.032227 Iteration 90Q: 3 clusters Score -1020530 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 6384 members Entering Unmasked Estep Score: -1020530.687500 Penalty: 4473.032227 Iteration 91Q: 3 clusters Score -1020531 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -1020533.687500 Penalty: 4473.032227 Iteration 92Q: 3 clusters Score -1020534 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -1020535.250000 Penalty: 4473.032227 Iteration 93Q: 3 clusters Score -1020535 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 6409 members Entering Unmasked Estep Score: -1020540.187500 Penalty: 4473.032227 Iteration 94Q: 3 clusters Score -1020540 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1020542.812500 Penalty: 4473.032227 Iteration 95Q: 3 clusters Score -1020543 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -1020546.812500 Penalty: 4473.032227 Iteration 96Q: 3 clusters Score -1020547 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -1020546.687500 Penalty: 4473.032227 Iteration 97Q: 3 clusters Score -1020547 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 6446 members Entering Unmasked Estep Score: -1020552.750000 Penalty: 4473.032227 Iteration 98Q: 3 clusters Score -1020553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 6453 members Entering Unmasked Estep Score: -1020553.062500 Penalty: 4473.032227 Iteration 99Q: 3 clusters Score -1020553 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1020554.187500 Penalty: 4473.032227 Iteration 100F: 3 clusters Score -1020554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -1020554.687500 Penalty: 4473.032227 Iteration 101Q: 3 clusters Score -1020555 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1020554.500000 Penalty: 4473.032227 Iteration 102Q: 3 clusters Score -1020554 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1020555.812500 Penalty: 4473.032227 Iteration 103Q: 3 clusters Score -1020556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1020555.812500 Penalty: 4473.032227 Iteration 104F: 3 clusters Score -1020556 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (797 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Entering Unmasked Estep Score: -93654.742188 Penalty: 1656.852051 Iteration 0F: 2 clusters Score -93654.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -91972.960938 Penalty: 3313.704102 Iteration 0F: 3 clusters Score -91972.96 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -92221.585938 Penalty: 3313.704102 Iteration 1F: 3 clusters Score -92221.59 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -92344.039062 Penalty: 3313.704102 Iteration 2F: 3 clusters Score -92344.04 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -92390.546875 Penalty: 3313.704102 Iteration 3Q: 3 clusters Score -92390.55 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -92412.789062 Penalty: 3313.704102 Iteration 4Q: 3 clusters Score -92412.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -92427.257812 Penalty: 3313.704102 Iteration 5Q: 3 clusters Score -92427.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -92427.593750 Penalty: 3313.704102 Iteration 6Q: 3 clusters Score -92427.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -92427.929688 Penalty: 3313.704102 Iteration 7Q: 3 clusters Score -92427.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -92427.929688 Penalty: 3313.704102 Iteration 8F: 3 clusters Score -92427.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Entering Unmasked Estep Score: -152426.515625 Penalty: 1753.539551 Iteration 0F: 2 clusters Score -152426.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -150356.093750 Penalty: 3507.079102 Iteration 0F: 3 clusters Score -150356.1 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -150651.453125 Penalty: 3507.079102 Iteration 1F: 3 clusters Score -150651.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -150732.625000 Penalty: 3507.079102 Iteration 2F: 3 clusters Score -150732.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -150775.546875 Penalty: 3507.079102 Iteration 3Q: 3 clusters Score -150775.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -150808.187500 Penalty: 3507.079102 Iteration 4Q: 3 clusters Score -150808.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -150828.359375 Penalty: 3507.079102 Iteration 5Q: 3 clusters Score -150828.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -150846.656250 Penalty: 3507.079102 Iteration 6Q: 3 clusters Score -150846.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -150864.312500 Penalty: 3507.079102 Iteration 7Q: 3 clusters Score -150864.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -150881.781250 Penalty: 3507.079102 Iteration 8Q: 3 clusters Score -150881.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -150895.828125 Penalty: 3507.079102 Iteration 9Q: 3 clusters Score -150895.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -150907.640625 Penalty: 3507.079102 Iteration 10Q: 3 clusters Score -150907.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -150911.328125 Penalty: 3507.079102 Iteration 11Q: 3 clusters Score -150911.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -150917.093750 Penalty: 3507.079102 Iteration 12Q: 3 clusters Score -150917.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -150923.375000 Penalty: 3507.079102 Iteration 13Q: 3 clusters Score -150923.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -150930.406250 Penalty: 3507.079102 Iteration 14Q: 3 clusters Score -150930.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -150934.484375 Penalty: 3507.079102 Iteration 15Q: 3 clusters Score -150934.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -150934.875000 Penalty: 3507.079102 Iteration 16Q: 3 clusters Score -150934.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -150935.531250 Penalty: 3507.079102 Iteration 17Q: 3 clusters Score -150935.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -150935.531250 Penalty: 3507.079102 Iteration 18F: 3 clusters Score -150935.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (45425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45425 members Entering Unmasked Estep Score: -6130492.500000 Penalty: 2659.506836 Iteration 0F: 2 clusters Score -6130492 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22694 members Mstep: Class 2 contains 22731 members Entering Unmasked Estep Score: -6099801.500000 Penalty: 5319.013672 Iteration 0F: 3 clusters Score -6099802 nChanged 20910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22466 members Mstep: Class 2 contains 22959 members Entering Unmasked Estep Score: -6111384.000000 Penalty: 5319.013672 Iteration 1F: 3 clusters Score -6111384 nChanged 1886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22244 members Mstep: Class 2 contains 23181 members Entering Unmasked Estep Score: -6111976.000000 Penalty: 5319.013672 Iteration 2Q: 3 clusters Score -6111976 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21921 members Mstep: Class 2 contains 23504 members Entering Unmasked Estep Score: -6112500.000000 Penalty: 5319.013672 Iteration 3Q: 3 clusters Score -6112500 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21494 members Mstep: Class 2 contains 23931 members Entering Unmasked Estep Score: -6113001.000000 Penalty: 5319.013672 Iteration 4Q: 3 clusters Score -6113001 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20886 members Mstep: Class 2 contains 24539 members Entering Unmasked Estep Score: -6113540.500000 Penalty: 5319.013672 Iteration 5Q: 3 clusters Score -6113540 nChanged 1692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20048 members Mstep: Class 2 contains 25377 members Entering Unmasked Estep Score: -6114117.500000 Penalty: 5319.013672 Iteration 6Q: 3 clusters Score -6114118 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18991 members Mstep: Class 2 contains 26434 members Entering Unmasked Estep Score: -6114792.500000 Penalty: 5319.013672 Iteration 7Q: 3 clusters Score -6114792 nChanged 1941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17540 members Mstep: Class 2 contains 27885 members Entering Unmasked Estep Score: -6115694.500000 Penalty: 5319.013672 Iteration 8Q: 3 clusters Score -6115694 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15724 members Mstep: Class 2 contains 29701 members Entering Unmasked Estep Score: -6116932.500000 Penalty: 5319.013672 Iteration 9Q: 3 clusters Score -6116932 nChanged 2373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13627 members Mstep: Class 2 contains 31798 members Entering Unmasked Estep Score: -6118447.500000 Penalty: 5319.013672 Iteration 10F: 3 clusters Score -6118448 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11369 members Mstep: Class 2 contains 34056 members Entering Unmasked Estep Score: -6120222.000000 Penalty: 5319.013672 Iteration 11F: 3 clusters Score -6120222 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 36184 members Entering Unmasked Estep Score: -6122059.000000 Penalty: 5319.013672 Iteration 12F: 3 clusters Score -6122059 nChanged 1919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7422 members Mstep: Class 2 contains 38003 members Entering Unmasked Estep Score: -6123564.000000 Penalty: 5319.013672 Iteration 13Q: 3 clusters Score -6123564 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 39410 members Entering Unmasked Estep Score: -6124703.000000 Penalty: 5319.013672 Iteration 14Q: 3 clusters Score -6124703 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 40489 members Entering Unmasked Estep Score: -6125537.500000 Penalty: 5319.013672 Iteration 15Q: 3 clusters Score -6125538 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 41286 members Entering Unmasked Estep Score: -6126140.500000 Penalty: 5319.013672 Iteration 16Q: 3 clusters Score -6126140 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 41945 members Entering Unmasked Estep Score: -6126548.000000 Penalty: 5319.013672 Iteration 17Q: 3 clusters Score -6126548 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 42464 members Entering Unmasked Estep Score: -6126880.500000 Penalty: 5319.013672 Iteration 18Q: 3 clusters Score -6126880 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 42890 members Entering Unmasked Estep Score: -6127124.500000 Penalty: 5319.013672 Iteration 19Q: 3 clusters Score -6127124 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 43259 members Entering Unmasked Estep Score: -6127335.000000 Penalty: 5319.013672 Iteration 20F: 3 clusters Score -6127335 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 43528 members Entering Unmasked Estep Score: -6127487.500000 Penalty: 5319.013672 Iteration 21Q: 3 clusters Score -6127488 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 43753 members Entering Unmasked Estep Score: -6127632.000000 Penalty: 5319.013672 Iteration 22Q: 3 clusters Score -6127632 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 43948 members Entering Unmasked Estep Score: -6127741.500000 Penalty: 5319.013672 Iteration 23Q: 3 clusters Score -6127742 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 44080 members Entering Unmasked Estep Score: -6127811.500000 Penalty: 5319.013672 Iteration 24Q: 3 clusters Score -6127812 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 44193 members Entering Unmasked Estep Score: -6127879.500000 Penalty: 5319.013672 Iteration 25Q: 3 clusters Score -6127880 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 44276 members Entering Unmasked Estep Score: -6127938.000000 Penalty: 5319.013672 Iteration 26Q: 3 clusters Score -6127938 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 44354 members Entering Unmasked Estep Score: -6127977.500000 Penalty: 5319.013672 Iteration 27Q: 3 clusters Score -6127978 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 44417 members Entering Unmasked Estep Score: -6128016.500000 Penalty: 5319.013672 Iteration 28Q: 3 clusters Score -6128016 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 44469 members Entering Unmasked Estep Score: -6128042.000000 Penalty: 5319.013672 Iteration 29Q: 3 clusters Score -6128042 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 44511 members Entering Unmasked Estep Score: -6128067.500000 Penalty: 5319.013672 Iteration 30Q: 3 clusters Score -6128068 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 44543 members Entering Unmasked Estep Score: -6128087.500000 Penalty: 5319.013672 Iteration 31Q: 3 clusters Score -6128088 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 44574 members Entering Unmasked Estep Score: -6128109.500000 Penalty: 5319.013672 Iteration 32Q: 3 clusters Score -6128110 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 44598 members Entering Unmasked Estep Score: -6128111.000000 Penalty: 5319.013672 Iteration 33Q: 3 clusters Score -6128111 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 44624 members Entering Unmasked Estep Score: -6128124.500000 Penalty: 5319.013672 Iteration 34Q: 3 clusters Score -6128124 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 44645 members Entering Unmasked Estep Score: -6128142.500000 Penalty: 5319.013672 Iteration 35Q: 3 clusters Score -6128142 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 44656 members Entering Unmasked Estep Score: -6128156.500000 Penalty: 5319.013672 Iteration 36Q: 3 clusters Score -6128156 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 44660 members Entering Unmasked Estep Score: -6128154.000000 Penalty: 5319.013672 Iteration 37Q: 3 clusters Score -6128154 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 44662 members Entering Unmasked Estep Score: -6128158.500000 Penalty: 5319.013672 Iteration 38Q: 3 clusters Score -6128158 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 44666 members Entering Unmasked Estep Score: -6128162.000000 Penalty: 5319.013672 Iteration 39Q: 3 clusters Score -6128162 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 44672 members Entering Unmasked Estep Score: -6128164.500000 Penalty: 5319.013672 Iteration 40F: 3 clusters Score -6128164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 44678 members Entering Unmasked Estep Score: -6128169.500000 Penalty: 5319.013672 Iteration 41Q: 3 clusters Score -6128170 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 44684 members Entering Unmasked Estep Score: -6128176.000000 Penalty: 5319.013672 Iteration 42Q: 3 clusters Score -6128176 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 44691 members Entering Unmasked Estep Score: -6128179.500000 Penalty: 5319.013672 Iteration 43Q: 3 clusters Score -6128180 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 44698 members Entering Unmasked Estep Score: -6128191.000000 Penalty: 5319.013672 Iteration 44Q: 3 clusters Score -6128191 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 44707 members Entering Unmasked Estep Score: -6128191.500000 Penalty: 5319.013672 Iteration 45Q: 3 clusters Score -6128192 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 44721 members Entering Unmasked Estep Score: -6128200.000000 Penalty: 5319.013672 Iteration 46Q: 3 clusters Score -6128200 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 44724 members Entering Unmasked Estep Score: -6128196.000000 Penalty: 5319.013672 Iteration 47Q: 3 clusters Score -6128196 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 44729 members Entering Unmasked Estep Score: -6128202.500000 Penalty: 5319.013672 Iteration 48Q: 3 clusters Score -6128202 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 44731 members Entering Unmasked Estep Score: -6128203.000000 Penalty: 5319.013672 Iteration 49Q: 3 clusters Score -6128203 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 44733 members Entering Unmasked Estep Score: -6128209.000000 Penalty: 5319.013672 Iteration 50Q: 3 clusters Score -6128209 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 44737 members Entering Unmasked Estep Score: -6128212.000000 Penalty: 5319.013672 Iteration 51Q: 3 clusters Score -6128212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 44741 members Entering Unmasked Estep Score: -6128205.000000 Penalty: 5319.013672 Iteration 52Q: 3 clusters Score -6128205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 44742 members Entering Unmasked Estep Score: -6128205.500000 Penalty: 5319.013672 Iteration 53Q: 3 clusters Score -6128206 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 44743 members Entering Unmasked Estep Score: -6128205.500000 Penalty: 5319.013672 Iteration 54Q: 3 clusters Score -6128206 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 44745 members Entering Unmasked Estep Score: -6128211.000000 Penalty: 5319.013672 Iteration 55Q: 3 clusters Score -6128211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 44747 members Entering Unmasked Estep Score: -6128212.500000 Penalty: 5319.013672 Iteration 56Q: 3 clusters Score -6128212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 44747 members Entering Unmasked Estep Score: -6128212.500000 Penalty: 5319.013672 Iteration 57F: 3 clusters Score -6128212 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (50241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50241 members Entering Unmasked Estep Score: -6723619.000000 Penalty: 2684.497559 Iteration 0F: 2 clusters Score -6723619 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25227 members Mstep: Class 2 contains 25014 members Entering Unmasked Estep Score: -6689776.000000 Penalty: 5368.995117 Iteration 0F: 3 clusters Score -6689776 nChanged 23199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26394 members Mstep: Class 2 contains 23847 members Entering Unmasked Estep Score: -6702798.500000 Penalty: 5368.995117 Iteration 1F: 3 clusters Score -6702798 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27244 members Mstep: Class 2 contains 22997 members Entering Unmasked Estep Score: -6703442.000000 Penalty: 5368.995117 Iteration 2Q: 3 clusters Score -6703442 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28540 members Mstep: Class 2 contains 21701 members Entering Unmasked Estep Score: -6704262.000000 Penalty: 5368.995117 Iteration 3Q: 3 clusters Score -6704262 nChanged 2569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30395 members Mstep: Class 2 contains 19846 members Entering Unmasked Estep Score: -6705568.500000 Penalty: 5368.995117 Iteration 4F: 3 clusters Score -6705568 nChanged 3207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32980 members Mstep: Class 2 contains 17261 members Entering Unmasked Estep Score: -6707540.000000 Penalty: 5368.995117 Iteration 5F: 3 clusters Score -6707540 nChanged 3680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36132 members Mstep: Class 2 contains 14109 members Entering Unmasked Estep Score: -6710177.000000 Penalty: 5368.995117 Iteration 6F: 3 clusters Score -6710177 nChanged 3716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39466 members Mstep: Class 2 contains 10775 members Entering Unmasked Estep Score: -6713085.500000 Penalty: 5368.995117 Iteration 7F: 3 clusters Score -6713086 nChanged 3191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42435 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -6715718.500000 Penalty: 5368.995117 Iteration 8F: 3 clusters Score -6715718 nChanged 2412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44729 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -6717712.000000 Penalty: 5368.995117 Iteration 9Q: 3 clusters Score -6717712 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46318 members Mstep: Class 2 contains 3923 members Entering Unmasked Estep Score: -6719133.000000 Penalty: 5368.995117 Iteration 10Q: 3 clusters Score -6719133 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47299 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -6720060.000000 Penalty: 5368.995117 Iteration 11Q: 3 clusters Score -6720060 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47845 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -6720704.500000 Penalty: 5368.995117 Iteration 12Q: 3 clusters Score -6720704 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48126 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -6721207.500000 Penalty: 5368.995117 Iteration 13Q: 3 clusters Score -6721208 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48216 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -6721544.500000 Penalty: 5368.995117 Iteration 14Q: 3 clusters Score -6721544 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48230 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -6722072.500000 Penalty: 5368.995117 Iteration 19Q: 3 clusters Score -6722072 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48123 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -6722091.000000 Penalty: 5368.995117 Iteration 20F: 3 clusters Score -6722091 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48102 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -6722110.500000 Penalty: 5368.995117 Iteration 21Q: 3 clusters Score -6722110 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48084 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -6722118.500000 Penalty: 5368.995117 Iteration 22Q: 3 clusters Score -6722118 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48071 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -6722122.000000 Penalty: 5368.995117 Iteration 23Q: 3 clusters Score -6722122 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48068 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -6722131.000000 Penalty: 5368.995117 Iteration 24Q: 3 clusters Score -6722131 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48061 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -6722140.000000 Penalty: 5368.995117 Iteration 25Q: 3 clusters Score -6722140 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48052 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -6722146.000000 Penalty: 5368.995117 Iteration 26Q: 3 clusters Score -6722146 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48043 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -6722149.000000 Penalty: 5368.995117 Iteration 27Q: 3 clusters Score -6722149 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48039 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -6722157.000000 Penalty: 5368.995117 Iteration 28Q: 3 clusters Score -6722157 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48031 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -6722152.000000 Penalty: 5368.995117 Iteration 29Q: 3 clusters Score -6722152 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48024 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -6722153.500000 Penalty: 5368.995117 Iteration 30Q: 3 clusters Score -6722154 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48019 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -6722159.500000 Penalty: 5368.995117 Iteration 31Q: 3 clusters Score -6722160 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48009 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -6722160.500000 Penalty: 5368.995117 Iteration 32Q: 3 clusters Score -6722160 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48002 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -6722161.000000 Penalty: 5368.995117 Iteration 33Q: 3 clusters Score -6722161 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47996 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -6722153.000000 Penalty: 5368.995117 Iteration 34Q: 3 clusters Score -6722153 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members 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contains 0 members Mstep: Class 1 contains 47959 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -6722156.500000 Penalty: 5368.995117 Iteration 39Q: 3 clusters Score -6722156 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47951 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -6722162.500000 Penalty: 5368.995117 Iteration 40F: 3 clusters Score -6722162 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47945 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -6722160.000000 Penalty: 5368.995117 Iteration 41Q: 3 clusters Score -6722160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47943 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -6722158.000000 Penalty: 5368.995117 Iteration 42Q: 3 clusters Score -6722158 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47940 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -6722161.000000 Penalty: 5368.995117 Iteration 43Q: 3 clusters Score -6722161 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47934 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -6722162.000000 Penalty: 5368.995117 Iteration 44Q: 3 clusters Score -6722162 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47931 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -6722166.500000 Penalty: 5368.995117 Iteration 45Q: 3 clusters Score -6722166 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47931 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -6722171.500000 Penalty: 5368.995117 Iteration 46Q: 3 clusters Score -6722172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47928 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -6722169.000000 Penalty: 5368.995117 Iteration 47Q: 3 clusters Score -6722169 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47924 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -6722166.500000 Penalty: 5368.995117 Iteration 48Q: 3 clusters Score -6722166 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47920 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -6722160.500000 Penalty: 5368.995117 Iteration 49Q: 3 clusters Score -6722160 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47920 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -6722162.000000 Penalty: 5368.995117 Iteration 50Q: 3 clusters Score -6722162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47917 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -6722164.000000 Penalty: 5368.995117 Iteration 51Q: 3 clusters Score -6722164 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47913 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -6722167.000000 Penalty: 5368.995117 Iteration 52Q: 3 clusters Score -6722167 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47910 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -6722164.000000 Penalty: 5368.995117 Iteration 53Q: 3 clusters Score -6722164 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47905 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -6722166.500000 Penalty: 5368.995117 Iteration 54Q: 3 clusters Score -6722166 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47897 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -6722166.500000 Penalty: 5368.995117 Iteration 55Q: 3 clusters Score -6722166 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47892 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -6722168.000000 Penalty: 5368.995117 Iteration 56Q: 3 clusters Score -6722168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47891 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -6722172.000000 Penalty: 5368.995117 Iteration 57Q: 3 clusters Score -6722172 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47890 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -6722177.000000 Penalty: 5368.995117 Iteration 58Q: 3 clusters Score -6722177 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47886 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -6722179.000000 Penalty: 5368.995117 Iteration 59Q: 3 clusters Score -6722179 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47880 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -6722183.500000 Penalty: 5368.995117 Iteration 60F: 3 clusters Score -6722184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47877 members Mstep: Class 2 contains 2364 members Entering Unmasked Estep Score: -6722184.000000 Penalty: 5368.995117 Iteration 61Q: 3 clusters Score -6722184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47876 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -6722186.000000 Penalty: 5368.995117 Iteration 62Q: 3 clusters Score -6722186 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47876 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -6722186.000000 Penalty: 5368.995117 Iteration 63F: 3 clusters Score -6722186 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (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: -409727.187500 Penalty: 2002.203979 Iteration 0F: 2 clusters Score -409727.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -406285.062500 Penalty: 4004.407959 Iteration 0F: 3 clusters Score -406285.1 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -406982.875000 Penalty: 4004.407959 Iteration 1F: 3 clusters Score -406982.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -407187.937500 Penalty: 4004.407959 Iteration 2F: 3 clusters Score -407187.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -407303.593750 Penalty: 4004.407959 Iteration 3F: 3 clusters Score -407303.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -407364.562500 Penalty: 4004.407959 Iteration 4Q: 3 clusters Score -407364.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -407419.375000 Penalty: 4004.407959 Iteration 5Q: 3 clusters Score -407419.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -407451.218750 Penalty: 4004.407959 Iteration 6Q: 3 clusters Score -407451.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -407476.500000 Penalty: 4004.407959 Iteration 7Q: 3 clusters Score -407476.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -407490.656250 Penalty: 4004.407959 Iteration 8Q: 3 clusters Score -407490.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -407503.375000 Penalty: 4004.407959 Iteration 9Q: 3 clusters Score -407503.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -407517.125000 Penalty: 4004.407959 Iteration 10Q: 3 clusters Score -407517.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -407525.937500 Penalty: 4004.407959 Iteration 11Q: 3 clusters Score -407525.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -407536.156250 Penalty: 4004.407959 Iteration 12Q: 3 clusters Score -407536.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -407546.468750 Penalty: 4004.407959 Iteration 13Q: 3 clusters Score -407546.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -407549.593750 Penalty: 4004.407959 Iteration 14Q: 3 clusters Score -407549.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -407554.562500 Penalty: 4004.407959 Iteration 15Q: 3 clusters Score -407554.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -407560.187500 Penalty: 4004.407959 Iteration 16Q: 3 clusters Score -407560.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -407565.500000 Penalty: 4004.407959 Iteration 17Q: 3 clusters Score -407565.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -407571.218750 Penalty: 4004.407959 Iteration 18Q: 3 clusters Score -407571.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -407575.875000 Penalty: 4004.407959 Iteration 19Q: 3 clusters Score -407575.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -407580.343750 Penalty: 4004.407959 Iteration 20F: 3 clusters Score -407580.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -407584.156250 Penalty: 4004.407959 Iteration 21Q: 3 clusters Score -407584.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -407586.937500 Penalty: 4004.407959 Iteration 22Q: 3 clusters Score -407586.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -407592.750000 Penalty: 4004.407959 Iteration 23Q: 3 clusters Score -407592.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -407597.218750 Penalty: 4004.407959 Iteration 24Q: 3 clusters Score -407597.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -407601.812500 Penalty: 4004.407959 Iteration 25Q: 3 clusters Score -407601.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -407607.781250 Penalty: 4004.407959 Iteration 26Q: 3 clusters Score -407607.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -407610.562500 Penalty: 4004.407959 Iteration 27Q: 3 clusters Score -407610.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -407611.843750 Penalty: 4004.407959 Iteration 28Q: 3 clusters Score -407611.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -407611.843750 Penalty: 4004.407959 Iteration 29F: 3 clusters Score -407611.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (107696 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107696 members Entering Unmasked Estep Score: -14230459.000000 Penalty: 2873.592773 Iteration 0F: 2 clusters Score -1.423046e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53863 members Mstep: Class 2 contains 53833 members Entering Unmasked Estep Score: -14158405.000000 Penalty: 5747.185547 Iteration 0F: 3 clusters Score -1.41584e+07 nChanged 51022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53741 members Mstep: Class 2 contains 53955 members Entering Unmasked Estep Score: -14187425.000000 Penalty: 5747.185547 Iteration 1F: 3 clusters Score -1.418742e+07 nChanged 3002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53645 members Mstep: Class 2 contains 54051 members Entering Unmasked Estep Score: -14187998.000000 Penalty: 5747.185547 Iteration 2Q: 3 clusters Score -1.4188e+07 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53536 members Mstep: Class 2 contains 54160 members Entering Unmasked Estep Score: -14188541.000000 Penalty: 5747.185547 Iteration 3Q: 3 clusters Score -1.418854e+07 nChanged 2835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53381 members Mstep: Class 2 contains 54315 members Entering Unmasked Estep Score: -14189065.000000 Penalty: 5747.185547 Iteration 4Q: 3 clusters Score -1.418906e+07 nChanged 2761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53152 members Mstep: Class 2 contains 54544 members Entering Unmasked Estep Score: -14189631.000000 Penalty: 5747.185547 Iteration 5Q: 3 clusters Score -1.418963e+07 nChanged 2895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52879 members Mstep: Class 2 contains 54817 members Entering Unmasked Estep Score: -14190309.000000 Penalty: 5747.185547 Iteration 6Q: 3 clusters Score -1.419031e+07 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52511 members Mstep: Class 2 contains 55185 members Entering Unmasked Estep Score: -14191182.000000 Penalty: 5747.185547 Iteration 7Q: 3 clusters Score -1.419118e+07 nChanged 3718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51979 members Mstep: Class 2 contains 55717 members Entering Unmasked Estep Score: -14192516.000000 Penalty: 5747.185547 Iteration 8Q: 3 clusters Score -1.419252e+07 nChanged 4386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51111 members Mstep: Class 2 contains 56585 members Entering Unmasked Estep Score: -14194547.000000 Penalty: 5747.185547 Iteration 9Q: 3 clusters Score -1.419455e+07 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50010 members Mstep: Class 2 contains 57686 members Entering Unmasked Estep Score: -14197832.000000 Penalty: 5747.185547 Iteration 10Q: 3 clusters Score -1.419783e+07 nChanged 6186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48868 members Mstep: Class 2 contains 58828 members Entering Unmasked Estep Score: -14202473.000000 Penalty: 5747.185547 Iteration 11F: 3 clusters Score -1.420247e+07 nChanged 6371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47931 members Mstep: Class 2 contains 59765 members Entering Unmasked Estep Score: -14206512.000000 Penalty: 5747.185547 Iteration 12F: 3 clusters Score -1.420651e+07 nChanged 4924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47269 members Mstep: Class 2 contains 60427 members Entering Unmasked Estep Score: -14208470.000000 Penalty: 5747.185547 Iteration 13Q: 3 clusters Score -1.420847e+07 nChanged 3011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46632 members Mstep: Class 2 contains 61064 members Entering Unmasked Estep Score: -14209138.000000 Penalty: 5747.185547 Iteration 14Q: 3 clusters Score -1.420914e+07 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45942 members Mstep: Class 2 contains 61754 members Entering Unmasked Estep Score: -14209414.000000 Penalty: 5747.185547 Iteration 15Q: 3 clusters Score -1.420941e+07 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45220 members Mstep: Class 2 contains 62476 members Entering Unmasked Estep Score: -14209606.000000 Penalty: 5747.185547 Iteration 16Q: 3 clusters Score -1.420961e+07 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44448 members Mstep: Class 2 contains 63248 members Entering Unmasked Estep Score: -14209868.000000 Penalty: 5747.185547 Iteration 17Q: 3 clusters Score -1.420987e+07 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43588 members Mstep: Class 2 contains 64108 members Entering Unmasked Estep Score: -14210052.000000 Penalty: 5747.185547 Iteration 18Q: 3 clusters Score -1.421005e+07 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42669 members Mstep: Class 2 contains 65027 members Entering Unmasked Estep Score: -14210237.000000 Penalty: 5747.185547 Iteration 19Q: 3 clusters Score -1.421024e+07 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41651 members Mstep: Class 2 contains 66045 members Entering Unmasked Estep Score: -14210557.000000 Penalty: 5747.185547 Iteration 20F: 3 clusters Score -1.421056e+07 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40538 members Mstep: Class 2 contains 67158 members Entering Unmasked Estep Score: -14210898.000000 Penalty: 5747.185547 Iteration 21Q: 3 clusters Score -1.42109e+07 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39348 members Mstep: Class 2 contains 68348 members Entering Unmasked Estep Score: -14211187.000000 Penalty: 5747.185547 Iteration 22Q: 3 clusters Score -1.421119e+07 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38125 members Mstep: Class 2 contains 69571 members Entering Unmasked Estep Score: -14211556.000000 Penalty: 5747.185547 Iteration 23Q: 3 clusters Score -1.421156e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36794 members Mstep: Class 2 contains 70902 members Entering Unmasked Estep Score: -14211909.000000 Penalty: 5747.185547 Iteration 24Q: 3 clusters Score -1.421191e+07 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35411 members Mstep: Class 2 contains 72285 members Entering Unmasked Estep Score: -14212340.000000 Penalty: 5747.185547 Iteration 25Q: 3 clusters Score -1.421234e+07 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33944 members Mstep: Class 2 contains 73752 members Entering Unmasked Estep Score: -14212860.000000 Penalty: 5747.185547 Iteration 26Q: 3 clusters Score -1.421286e+07 nChanged 1629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32359 members Mstep: Class 2 contains 75337 members Entering Unmasked Estep Score: -14213367.000000 Penalty: 5747.185547 Iteration 27Q: 3 clusters Score -1.421337e+07 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30695 members Mstep: Class 2 contains 77001 members Entering Unmasked Estep Score: -14213911.000000 Penalty: 5747.185547 Iteration 28Q: 3 clusters Score -1.421391e+07 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29045 members Mstep: Class 2 contains 78651 members Entering Unmasked Estep Score: -14214477.000000 Penalty: 5747.185547 Iteration 29Q: 3 clusters Score -1.421448e+07 nChanged 1726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27355 members Mstep: Class 2 contains 80341 members Entering Unmasked Estep Score: -14215117.000000 Penalty: 5747.185547 Iteration 30Q: 3 clusters Score -1.421512e+07 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25573 members Mstep: Class 2 contains 82123 members Entering Unmasked Estep Score: -14215724.000000 Penalty: 5747.185547 Iteration 31Q: 3 clusters Score -1.421572e+07 nChanged 1808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23783 members Mstep: Class 2 contains 83913 members Entering Unmasked Estep Score: -14216371.000000 Penalty: 5747.185547 Iteration 32Q: 3 clusters Score -1.421637e+07 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22016 members Mstep: Class 2 contains 85680 members Entering Unmasked Estep Score: -14217001.000000 Penalty: 5747.185547 Iteration 33Q: 3 clusters Score -1.4217e+07 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20273 members Mstep: Class 2 contains 87423 members Entering Unmasked Estep Score: -14217750.000000 Penalty: 5747.185547 Iteration 34Q: 3 clusters Score -1.421775e+07 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18545 members Mstep: Class 2 contains 89151 members Entering Unmasked Estep Score: -14218472.000000 Penalty: 5747.185547 Iteration 35Q: 3 clusters Score -1.421847e+07 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16841 members Mstep: Class 2 contains 90855 members Entering Unmasked Estep Score: -14219175.000000 Penalty: 5747.185547 Iteration 36Q: 3 clusters Score -1.421918e+07 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Mstep: Class 2 contains 92554 members Entering Unmasked Estep Score: -14219825.000000 Penalty: 5747.185547 Iteration 37Q: 3 clusters Score -1.421982e+07 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13558 members Mstep: Class 2 contains 94138 members Entering Unmasked Estep Score: -14220481.000000 Penalty: 5747.185547 Iteration 38Q: 3 clusters Score -1.422048e+07 nChanged 1529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12029 members Mstep: Class 2 contains 95667 members Entering Unmasked Estep Score: -14221099.000000 Penalty: 5747.185547 Iteration 39Q: 3 clusters Score -1.42211e+07 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10543 members Mstep: Class 2 contains 97153 members Entering Unmasked Estep Score: -14221803.000000 Penalty: 5747.185547 Iteration 40F: 3 clusters Score -1.42218e+07 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9037 members Mstep: Class 2 contains 98659 members Entering Unmasked Estep Score: -14222589.000000 Penalty: 5747.185547 Iteration 41Q: 3 clusters Score -1.422259e+07 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 100218 members Entering Unmasked Estep Score: -14223472.000000 Penalty: 5747.185547 Iteration 42Q: 3 clusters Score -1.422347e+07 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 101754 members Entering Unmasked Estep Score: -14224405.000000 Penalty: 5747.185547 Iteration 43Q: 3 clusters Score -1.42244e+07 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4543 members Mstep: Class 2 contains 103153 members Entering Unmasked Estep Score: -14225380.000000 Penalty: 5747.185547 Iteration 44Q: 3 clusters Score -1.422538e+07 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 104329 members Entering Unmasked Estep Score: -14226270.000000 Penalty: 5747.185547 Iteration 45Q: 3 clusters Score -1.422627e+07 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 105224 members Entering Unmasked Estep Score: -14226859.000000 Penalty: 5747.185547 Iteration 46Q: 3 clusters Score -1.422686e+07 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 105815 members Entering Unmasked Estep Score: -14227332.000000 Penalty: 5747.185547 Iteration 47Q: 3 clusters Score -1.422733e+07 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 106207 members Entering Unmasked Estep Score: -14227583.000000 Penalty: 5747.185547 Iteration 48Q: 3 clusters Score -1.422758e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 106453 members Entering Unmasked Estep Score: -14227729.000000 Penalty: 5747.185547 Iteration 49Q: 3 clusters Score -1.422773e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 106619 members Entering Unmasked Estep Score: -14227827.000000 Penalty: 5747.185547 Iteration 50Q: 3 clusters Score -1.422783e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 106728 members Entering Unmasked Estep Score: -14227880.000000 Penalty: 5747.185547 Iteration 51Q: 3 clusters Score -1.422788e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 106804 members Entering Unmasked Estep Score: -14227915.000000 Penalty: 5747.185547 Iteration 52Q: 3 clusters Score -1.422792e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 106855 members Entering Unmasked Estep Score: -14227944.000000 Penalty: 5747.185547 Iteration 53Q: 3 clusters Score -1.422794e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 106893 members Entering Unmasked Estep Score: -14227977.000000 Penalty: 5747.185547 Iteration 54Q: 3 clusters Score -1.422798e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 106927 members Entering Unmasked Estep Score: -14228022.000000 Penalty: 5747.185547 Iteration 55Q: 3 clusters Score -1.422802e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 106956 members Entering Unmasked Estep Score: -14228031.000000 Penalty: 5747.185547 Iteration 56Q: 3 clusters Score -1.422803e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 106974 members Entering Unmasked Estep Score: -14228040.000000 Penalty: 5747.185547 Iteration 57Q: 3 clusters Score -1.422804e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 106986 members Entering Unmasked Estep Score: -14228049.000000 Penalty: 5747.185547 Iteration 58Q: 3 clusters Score -1.422805e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 107000 members Entering Unmasked Estep Score: -14228060.000000 Penalty: 5747.185547 Iteration 59Q: 3 clusters Score -1.422806e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 107009 members Entering Unmasked Estep Score: -14228075.000000 Penalty: 5747.185547 Iteration 60F: 3 clusters Score -1.422808e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 107017 members Entering Unmasked Estep Score: -14228077.000000 Penalty: 5747.185547 Iteration 61Q: 3 clusters Score -1.422808e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 107022 members Entering Unmasked Estep Score: -14228083.000000 Penalty: 5747.185547 Iteration 62Q: 3 clusters Score -1.422808e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 107027 members Entering Unmasked Estep Score: -14228082.000000 Penalty: 5747.185547 Iteration 63Q: 3 clusters Score -1.422808e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 107031 members Entering Unmasked Estep Score: -14228086.000000 Penalty: 5747.185547 Iteration 64Q: 3 clusters Score -1.422809e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 107036 members Entering Unmasked Estep Score: -14228089.000000 Penalty: 5747.185547 Iteration 65Q: 3 clusters Score -1.422809e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 107039 members Entering Unmasked Estep Score: -14228086.000000 Penalty: 5747.185547 Iteration 66Q: 3 clusters Score -1.422809e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 107042 members Entering Unmasked Estep Score: -14228098.000000 Penalty: 5747.185547 Iteration 67Q: 3 clusters Score -1.42281e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 107046 members Entering Unmasked Estep Score: -14228090.000000 Penalty: 5747.185547 Iteration 68Q: 3 clusters Score -1.422809e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 107047 members Entering Unmasked Estep Score: -14228104.000000 Penalty: 5747.185547 Iteration 69Q: 3 clusters Score -1.42281e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 107047 members Entering Unmasked Estep Score: -14228104.000000 Penalty: 5747.185547 Iteration 70F: 3 clusters Score -1.42281e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (144300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144300 members Entering Unmasked Estep Score: -19413214.000000 Penalty: 2946.153320 Iteration 0F: 2 clusters Score -1.941321e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71734 members Mstep: Class 2 contains 72566 members Entering Unmasked Estep Score: -19320998.000000 Penalty: 5892.306641 Iteration 0F: 3 clusters Score -1.9321e+07 nChanged 69166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64980 members Mstep: Class 2 contains 79320 members Entering Unmasked Estep Score: -19361756.000000 Penalty: 5892.306641 Iteration 1F: 3 clusters Score -1.936176e+07 nChanged 6241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60409 members Mstep: Class 2 contains 83891 members Entering Unmasked Estep Score: -19364480.000000 Penalty: 5892.306641 Iteration 2Q: 3 clusters Score -1.936448e+07 nChanged 8775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53396 members Mstep: Class 2 contains 90904 members Entering Unmasked Estep Score: -19369508.000000 Penalty: 5892.306641 Iteration 3F: 3 clusters Score -1.936951e+07 nChanged 11463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43851 members Mstep: Class 2 contains 100449 members Entering Unmasked Estep Score: -19377920.000000 Penalty: 5892.306641 Iteration 4F: 3 clusters Score -1.937792e+07 nChanged 12668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32959 members Mstep: Class 2 contains 111341 members Entering Unmasked Estep Score: -19387614.000000 Penalty: 5892.306641 Iteration 5F: 3 clusters Score -1.938761e+07 nChanged 11064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23125 members Mstep: Class 2 contains 121175 members Entering Unmasked Estep Score: -19395732.000000 Penalty: 5892.306641 Iteration 6F: 3 clusters Score -1.939573e+07 nChanged 7845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15770 members Mstep: Class 2 contains 128530 members Entering Unmasked Estep Score: -19401870.000000 Penalty: 5892.306641 Iteration 7F: 3 clusters Score -1.940187e+07 nChanged 5129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10769 members Mstep: Class 2 contains 133531 members Entering Unmasked Estep Score: -19405868.000000 Penalty: 5892.306641 Iteration 8Q: 3 clusters Score -1.940587e+07 nChanged 3163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 136594 members Entering Unmasked Estep Score: -19408974.000000 Penalty: 5892.306641 Iteration 9Q: 3 clusters Score -1.940897e+07 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5942 members Mstep: Class 2 contains 138358 members Entering Unmasked Estep Score: -19411414.000000 Penalty: 5892.306641 Iteration 10Q: 3 clusters Score -1.941141e+07 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 139037 members Entering Unmasked Estep Score: -19412566.000000 Penalty: 5892.306641 Iteration 11Q: 3 clusters Score -1.941257e+07 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5067 members Mstep: Class 2 contains 139233 members Entering Unmasked Estep Score: -19412898.000000 Penalty: 5892.306641 Iteration 12Q: 3 clusters Score -1.94129e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 139396 members Entering Unmasked Estep Score: -19413020.000000 Penalty: 5892.306641 Iteration 13Q: 3 clusters Score -1.941302e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 139519 members Entering Unmasked Estep Score: -19413094.000000 Penalty: 5892.306641 Iteration 14Q: 3 clusters Score -1.941309e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 139652 members Entering Unmasked Estep Score: -19413162.000000 Penalty: 5892.306641 Iteration 15Q: 3 clusters Score -1.941316e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 139782 members Entering Unmasked Estep Score: -19413172.000000 Penalty: 5892.306641 Iteration 16Q: 3 clusters Score -1.941317e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 139888 members Entering Unmasked Estep Score: -19413156.000000 Penalty: 5892.306641 Iteration 17Q: 3 clusters Score -1.941316e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 139963 members Entering Unmasked Estep Score: -19413178.000000 Penalty: 5892.306641 Iteration 18Q: 3 clusters Score -1.941318e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 140040 members Entering Unmasked Estep Score: -19413200.000000 Penalty: 5892.306641 Iteration 19Q: 3 clusters Score -1.94132e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 140099 members Entering Unmasked Estep Score: -19413186.000000 Penalty: 5892.306641 Iteration 20F: 3 clusters Score -1.941319e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 140134 members Entering Unmasked Estep Score: -19413162.000000 Penalty: 5892.306641 Iteration 21Q: 3 clusters Score -1.941316e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 140161 members Entering Unmasked Estep Score: -19413204.000000 Penalty: 5892.306641 Iteration 22Q: 3 clusters Score -1.94132e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 140186 members Entering Unmasked Estep Score: -19413206.000000 Penalty: 5892.306641 Iteration 23Q: 3 clusters Score -1.941321e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 140206 members Entering Unmasked Estep Score: -19413232.000000 Penalty: 5892.306641 Iteration 24Q: 3 clusters Score -1.941323e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 140227 members Entering Unmasked Estep Score: -19413212.000000 Penalty: 5892.306641 Iteration 25Q: 3 clusters Score -1.941321e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 140246 members Entering Unmasked Estep Score: -19413204.000000 Penalty: 5892.306641 Iteration 26Q: 3 clusters Score -1.94132e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 140256 members Entering Unmasked Estep Score: -19413212.000000 Penalty: 5892.306641 Iteration 27Q: 3 clusters Score -1.941321e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 140264 members Entering Unmasked Estep Score: -19413198.000000 Penalty: 5892.306641 Iteration 28Q: 3 clusters Score -1.94132e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 140271 members Entering Unmasked Estep Score: -19413206.000000 Penalty: 5892.306641 Iteration 29Q: 3 clusters Score -1.941321e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 140276 members Entering Unmasked Estep Score: -19413200.000000 Penalty: 5892.306641 Iteration 30Q: 3 clusters Score -1.94132e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 140282 members Entering Unmasked Estep Score: -19413204.000000 Penalty: 5892.306641 Iteration 31Q: 3 clusters Score -1.94132e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 140292 members Entering Unmasked Estep Score: -19413214.000000 Penalty: 5892.306641 Iteration 32Q: 3 clusters Score -1.941321e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 140297 members Entering Unmasked Estep Score: -19413216.000000 Penalty: 5892.306641 Iteration 33Q: 3 clusters Score -1.941322e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 140302 members Entering Unmasked Estep Score: -19413206.000000 Penalty: 5892.306641 Iteration 34Q: 3 clusters Score -1.941321e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 140306 members Entering Unmasked Estep Score: -19413206.000000 Penalty: 5892.306641 Iteration 35Q: 3 clusters Score -1.941321e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 140308 members Entering Unmasked Estep Score: -19413214.000000 Penalty: 5892.306641 Iteration 36Q: 3 clusters Score -1.941321e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 140310 members Entering Unmasked Estep Score: -19413214.000000 Penalty: 5892.306641 Iteration 37Q: 3 clusters Score -1.941321e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 140310 members Entering Unmasked Estep Score: -19413214.000000 Penalty: 5892.306641 Iteration 38F: 3 clusters Score -1.941321e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4995 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Entering Unmasked Estep Score: -662959.250000 Penalty: 2112.015625 Iteration 0F: 2 clusters Score -662959.2 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 2484 members Entering Unmasked Estep Score: -658490.187500 Penalty: 4224.031250 Iteration 0F: 3 clusters Score -658490.2 nChanged 1907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -659594.875000 Penalty: 4224.031250 Iteration 1F: 3 clusters Score -659594.9 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -659806.375000 Penalty: 4224.031250 Iteration 2F: 3 clusters Score -659806.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -659928.125000 Penalty: 4224.031250 Iteration 3Q: 3 clusters Score -659928.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2816 members Entering Unmasked Estep Score: -660023.125000 Penalty: 4224.031250 Iteration 4Q: 3 clusters Score -660023.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -660111.875000 Penalty: 4224.031250 Iteration 5Q: 3 clusters Score -660111.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -660190.375000 Penalty: 4224.031250 Iteration 6Q: 3 clusters Score -660190.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -660286.812500 Penalty: 4224.031250 Iteration 7Q: 3 clusters Score -660286.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -660401.125000 Penalty: 4224.031250 Iteration 8Q: 3 clusters Score -660401.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -660565.187500 Penalty: 4224.031250 Iteration 9Q: 3 clusters Score -660565.2 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -660727.687500 Penalty: 4224.031250 Iteration 10Q: 3 clusters Score -660727.7 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -660899.000000 Penalty: 4224.031250 Iteration 11Q: 3 clusters Score -660899 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -661037.625000 Penalty: 4224.031250 Iteration 12Q: 3 clusters Score -661037.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -661165.500000 Penalty: 4224.031250 Iteration 13Q: 3 clusters Score -661165.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -661275.562500 Penalty: 4224.031250 Iteration 14Q: 3 clusters Score -661275.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -661360.812500 Penalty: 4224.031250 Iteration 15Q: 3 clusters Score -661360.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -661452.750000 Penalty: 4224.031250 Iteration 16Q: 3 clusters Score -661452.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -661528.562500 Penalty: 4224.031250 Iteration 17Q: 3 clusters Score -661528.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -661572.937500 Penalty: 4224.031250 Iteration 18Q: 3 clusters Score -661572.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 4488 members Entering Unmasked Estep Score: -661606.562500 Penalty: 4224.031250 Iteration 19Q: 3 clusters Score -661606.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -661630.750000 Penalty: 4224.031250 Iteration 20F: 3 clusters Score -661630.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -661650.250000 Penalty: 4224.031250 Iteration 21Q: 3 clusters Score -661650.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -661666.250000 Penalty: 4224.031250 Iteration 22Q: 3 clusters Score -661666.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -661675.250000 Penalty: 4224.031250 Iteration 23Q: 3 clusters Score -661675.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -661683.937500 Penalty: 4224.031250 Iteration 24Q: 3 clusters Score -661683.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -661685.250000 Penalty: 4224.031250 Iteration 25Q: 3 clusters Score -661685.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -661688.437500 Penalty: 4224.031250 Iteration 26Q: 3 clusters Score -661688.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -661692.187500 Penalty: 4224.031250 Iteration 27Q: 3 clusters Score -661692.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -661698.437500 Penalty: 4224.031250 Iteration 28Q: 3 clusters Score -661698.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -661703.875000 Penalty: 4224.031250 Iteration 29Q: 3 clusters Score -661703.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -661709.437500 Penalty: 4224.031250 Iteration 30Q: 3 clusters Score -661709.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -661709.125000 Penalty: 4224.031250 Iteration 31Q: 3 clusters Score -661709.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -661711.250000 Penalty: 4224.031250 Iteration 32Q: 3 clusters Score -661711.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -661714.187500 Penalty: 4224.031250 Iteration 33Q: 3 clusters Score -661714.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -661716.125000 Penalty: 4224.031250 Iteration 34Q: 3 clusters Score -661716.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -661716.562500 Penalty: 4224.031250 Iteration 35Q: 3 clusters Score -661716.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 4603 members Entering Unmasked Estep Score: -661716.562500 Penalty: 4224.031250 Iteration 36F: 3 clusters Score -661716.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Entering Unmasked Estep Score: -736756.687500 Penalty: 2150.223877 Iteration 0F: 2 clusters Score -736756.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -731762.000000 Penalty: 4300.447754 Iteration 0F: 3 clusters Score -731762 nChanged 2226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -732995.375000 Penalty: 4300.447754 Iteration 1F: 3 clusters Score -732995.4 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -733245.875000 Penalty: 4300.447754 Iteration 2F: 3 clusters Score -733245.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -733418.937500 Penalty: 4300.447754 Iteration 3F: 3 clusters Score -733418.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -733561.875000 Penalty: 4300.447754 Iteration 4Q: 3 clusters Score -733561.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -733688.250000 Penalty: 4300.447754 Iteration 5Q: 3 clusters Score -733688.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -733797.625000 Penalty: 4300.447754 Iteration 6Q: 3 clusters Score -733797.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -733912.250000 Penalty: 4300.447754 Iteration 7Q: 3 clusters Score -733912.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -734030.125000 Penalty: 4300.447754 Iteration 8Q: 3 clusters Score -734030.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -734158.375000 Penalty: 4300.447754 Iteration 9Q: 3 clusters Score -734158.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -734300.625000 Penalty: 4300.447754 Iteration 10Q: 3 clusters Score -734300.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -734452.875000 Penalty: 4300.447754 Iteration 11Q: 3 clusters Score -734452.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -734573.375000 Penalty: 4300.447754 Iteration 12Q: 3 clusters Score -734573.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -734673.562500 Penalty: 4300.447754 Iteration 13Q: 3 clusters Score -734673.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -734756.875000 Penalty: 4300.447754 Iteration 14Q: 3 clusters Score -734756.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -734813.250000 Penalty: 4300.447754 Iteration 15Q: 3 clusters Score -734813.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4715 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -734857.937500 Penalty: 4300.447754 Iteration 16Q: 3 clusters Score -734857.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -734888.125000 Penalty: 4300.447754 Iteration 17Q: 3 clusters Score -734888.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4783 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -734916.812500 Penalty: 4300.447754 Iteration 18Q: 3 clusters Score -734916.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -734942.062500 Penalty: 4300.447754 Iteration 19Q: 3 clusters Score -734942.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -734964.562500 Penalty: 4300.447754 Iteration 20F: 3 clusters Score -734964.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -734978.812500 Penalty: 4300.447754 Iteration 21Q: 3 clusters Score -734978.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -734988.562500 Penalty: 4300.447754 Iteration 22Q: 3 clusters Score -734988.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -734997.937500 Penalty: 4300.447754 Iteration 23Q: 3 clusters Score -734997.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -735008.625000 Penalty: 4300.447754 Iteration 24Q: 3 clusters Score -735008.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4892 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -735019.437500 Penalty: 4300.447754 Iteration 25Q: 3 clusters Score -735019.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4907 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -735028.000000 Penalty: 4300.447754 Iteration 26Q: 3 clusters Score -735028 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -735035.812500 Penalty: 4300.447754 Iteration 27Q: 3 clusters Score -735035.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -735042.000000 Penalty: 4300.447754 Iteration 28Q: 3 clusters Score -735042 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -735044.000000 Penalty: 4300.447754 Iteration 29Q: 3 clusters Score -735044 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -735047.625000 Penalty: 4300.447754 Iteration 30Q: 3 clusters Score -735047.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -735051.375000 Penalty: 4300.447754 Iteration 31Q: 3 clusters Score -735051.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -735053.062500 Penalty: 4300.447754 Iteration 32Q: 3 clusters Score -735053.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -735055.312500 Penalty: 4300.447754 Iteration 33Q: 3 clusters Score -735055.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -735058.187500 Penalty: 4300.447754 Iteration 34Q: 3 clusters Score -735058.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -735060.375000 Penalty: 4300.447754 Iteration 35Q: 3 clusters Score -735060.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4955 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -735062.875000 Penalty: 4300.447754 Iteration 36Q: 3 clusters Score -735062.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4958 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -735063.625000 Penalty: 4300.447754 Iteration 37Q: 3 clusters Score -735063.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -735066.312500 Penalty: 4300.447754 Iteration 38Q: 3 clusters Score -735066.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -735068.875000 Penalty: 4300.447754 Iteration 39Q: 3 clusters Score -735068.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -735070.250000 Penalty: 4300.447754 Iteration 40F: 3 clusters Score -735070.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -735070.750000 Penalty: 4300.447754 Iteration 41Q: 3 clusters Score -735070.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4968 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -735072.750000 Penalty: 4300.447754 Iteration 42Q: 3 clusters Score -735072.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -735072.812500 Penalty: 4300.447754 Iteration 43Q: 3 clusters Score -735072.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -735072.875000 Penalty: 4300.447754 Iteration 44Q: 3 clusters Score -735072.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -735075.187500 Penalty: 4300.447754 Iteration 45Q: 3 clusters Score -735075.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -735075.875000 Penalty: 4300.447754 Iteration 46Q: 3 clusters Score -735075.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4974 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -735075.875000 Penalty: 4300.447754 Iteration 47F: 3 clusters Score -735075.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Entering Unmasked Estep Score: -189540.546875 Penalty: 1804.928711 Iteration 0F: 2 clusters Score -189540.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -187275.171875 Penalty: 3609.857422 Iteration 0F: 3 clusters Score -187275.2 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -187629.140625 Penalty: 3609.857422 Iteration 1F: 3 clusters Score -187629.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -187758.921875 Penalty: 3609.857422 Iteration 2F: 3 clusters Score -187758.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -187821.468750 Penalty: 3609.857422 Iteration 3Q: 3 clusters Score -187821.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -187866.546875 Penalty: 3609.857422 Iteration 4Q: 3 clusters Score -187866.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -187912.765625 Penalty: 3609.857422 Iteration 5Q: 3 clusters Score -187912.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -187938.984375 Penalty: 3609.857422 Iteration 6Q: 3 clusters Score -187939 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -187953.718750 Penalty: 3609.857422 Iteration 7Q: 3 clusters Score -187953.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -187961.875000 Penalty: 3609.857422 Iteration 8Q: 3 clusters Score -187961.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -187967.906250 Penalty: 3609.857422 Iteration 9Q: 3 clusters Score -187967.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -187971.421875 Penalty: 3609.857422 Iteration 10Q: 3 clusters Score -187971.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -187976.859375 Penalty: 3609.857422 Iteration 11Q: 3 clusters Score -187976.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -187979.671875 Penalty: 3609.857422 Iteration 12Q: 3 clusters Score -187979.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -187981.984375 Penalty: 3609.857422 Iteration 13Q: 3 clusters Score -187982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -187982.843750 Penalty: 3609.857422 Iteration 14Q: 3 clusters Score -187982.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -187982.843750 Penalty: 3609.857422 Iteration 15F: 3 clusters Score -187982.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (40631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40631 members Entering Unmasked Estep Score: -5453461.500000 Penalty: 2631.847168 Iteration 0F: 2 clusters Score -5453462 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20272 members Mstep: Class 2 contains 20359 members Entering Unmasked Estep Score: -5426041.500000 Penalty: 5263.694336 Iteration 0F: 3 clusters Score -5426042 nChanged 18490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20240 members Mstep: Class 2 contains 20391 members Entering Unmasked Estep Score: -5436655.500000 Penalty: 5263.694336 Iteration 1F: 3 clusters Score -5436656 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20508 members Mstep: Class 2 contains 20123 members Entering Unmasked Estep Score: -5437444.000000 Penalty: 5263.694336 Iteration 2Q: 3 clusters Score -5437444 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21025 members Mstep: Class 2 contains 19606 members Entering Unmasked Estep Score: -5438402.000000 Penalty: 5263.694336 Iteration 3F: 3 clusters Score -5438402 nChanged 2319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21770 members Mstep: Class 2 contains 18861 members Entering Unmasked Estep Score: -5439661.500000 Penalty: 5263.694336 Iteration 4F: 3 clusters Score -5439662 nChanged 2564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22640 members Mstep: Class 2 contains 17991 members Entering Unmasked Estep Score: -5441063.000000 Penalty: 5263.694336 Iteration 5F: 3 clusters Score -5441063 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23560 members Mstep: Class 2 contains 17071 members Entering Unmasked Estep Score: -5442429.000000 Penalty: 5263.694336 Iteration 6F: 3 clusters Score -5442429 nChanged 2332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24464 members Mstep: Class 2 contains 16167 members Entering Unmasked Estep Score: -5443563.500000 Penalty: 5263.694336 Iteration 7F: 3 clusters Score -5443564 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25312 members Mstep: Class 2 contains 15319 members Entering Unmasked Estep Score: -5444398.000000 Penalty: 5263.694336 Iteration 8Q: 3 clusters Score -5444398 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26190 members Mstep: Class 2 contains 14441 members Entering Unmasked Estep Score: -5445011.000000 Penalty: 5263.694336 Iteration 9Q: 3 clusters Score -5445011 nChanged 1305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27041 members Mstep: Class 2 contains 13590 members Entering Unmasked Estep Score: -5445467.500000 Penalty: 5263.694336 Iteration 10Q: 3 clusters Score -5445468 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27897 members Mstep: Class 2 contains 12734 members Entering Unmasked Estep Score: -5445854.000000 Penalty: 5263.694336 Iteration 11Q: 3 clusters Score -5445854 nChanged 1018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28771 members Mstep: Class 2 contains 11860 members Entering Unmasked Estep Score: -5446142.500000 Penalty: 5263.694336 Iteration 12Q: 3 clusters Score -5446142 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29727 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -5446470.000000 Penalty: 5263.694336 Iteration 13Q: 3 clusters Score -5446470 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30706 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -5446841.000000 Penalty: 5263.694336 Iteration 14Q: 3 clusters Score -5446841 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31721 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -5447244.500000 Penalty: 5263.694336 Iteration 15Q: 3 clusters Score -5447244 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32734 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -5447631.000000 Penalty: 5263.694336 Iteration 16Q: 3 clusters Score -5447631 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33746 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -5448036.500000 Penalty: 5263.694336 Iteration 17Q: 3 clusters Score -5448036 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34760 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -5448536.500000 Penalty: 5263.694336 Iteration 18Q: 3 clusters Score -5448536 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35771 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -5449070.500000 Penalty: 5263.694336 Iteration 19Q: 3 clusters Score -5449070 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36692 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -5449511.500000 Penalty: 5263.694336 Iteration 20F: 3 clusters Score -5449512 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37481 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -5449983.000000 Penalty: 5263.694336 Iteration 21Q: 3 clusters Score -5449983 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38146 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -5450366.500000 Penalty: 5263.694336 Iteration 22Q: 3 clusters Score -5450366 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38643 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -5450647.000000 Penalty: 5263.694336 Iteration 23Q: 3 clusters Score -5450647 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39001 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -5450864.500000 Penalty: 5263.694336 Iteration 24Q: 3 clusters Score -5450864 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39279 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -5451035.500000 Penalty: 5263.694336 Iteration 25Q: 3 clusters Score -5451036 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39481 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -5451160.500000 Penalty: 5263.694336 Iteration 26Q: 3 clusters Score -5451160 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39612 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -5451222.500000 Penalty: 5263.694336 Iteration 27Q: 3 clusters Score -5451222 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39706 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -5451295.500000 Penalty: 5263.694336 Iteration 28Q: 3 clusters Score -5451296 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39778 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -5451333.500000 Penalty: 5263.694336 Iteration 29Q: 3 clusters Score -5451334 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39826 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -5451365.000000 Penalty: 5263.694336 Iteration 30Q: 3 clusters Score -5451365 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39857 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -5451392.500000 Penalty: 5263.694336 Iteration 31Q: 3 clusters Score -5451392 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39882 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -5451400.000000 Penalty: 5263.694336 Iteration 32Q: 3 clusters Score -5451400 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39908 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -5451423.500000 Penalty: 5263.694336 Iteration 33Q: 3 clusters Score -5451424 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39927 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -5451433.500000 Penalty: 5263.694336 Iteration 34Q: 3 clusters Score -5451434 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39943 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -5451449.000000 Penalty: 5263.694336 Iteration 35Q: 3 clusters Score -5451449 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39956 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -5451453.500000 Penalty: 5263.694336 Iteration 36Q: 3 clusters Score -5451454 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39966 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -5451462.000000 Penalty: 5263.694336 Iteration 37Q: 3 clusters Score -5451462 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39970 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -5451466.000000 Penalty: 5263.694336 Iteration 38Q: 3 clusters Score -5451466 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39974 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -5451471.000000 Penalty: 5263.694336 Iteration 39Q: 3 clusters Score -5451471 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39975 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -5451474.500000 Penalty: 5263.694336 Iteration 40F: 3 clusters Score -5451474 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39976 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -5451472.000000 Penalty: 5263.694336 Iteration 41Q: 3 clusters Score -5451472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39978 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -5451466.000000 Penalty: 5263.694336 Iteration 42Q: 3 clusters Score -5451466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39980 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -5451464.000000 Penalty: 5263.694336 Iteration 43Q: 3 clusters Score -5451464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39980 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -5451464.000000 Penalty: 5263.694336 Iteration 44F: 3 clusters Score -5451464 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (15060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15060 members Entering Unmasked Estep Score: -1998126.375000 Penalty: 2385.709717 Iteration 0F: 2 clusters Score -1998126 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7531 members Mstep: Class 2 contains 7529 members Entering Unmasked Estep Score: -1987261.125000 Penalty: 4771.419434 Iteration 0F: 3 clusters Score -1987261 nChanged 6567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -1990703.375000 Penalty: 4771.419434 Iteration 1F: 3 clusters Score -1990703 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -1991009.125000 Penalty: 4771.419434 Iteration 2F: 3 clusters Score -1991009 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1991258.625000 Penalty: 4771.419434 Iteration 3Q: 3 clusters Score -1991259 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -1991455.500000 Penalty: 4771.419434 Iteration 4Q: 3 clusters Score -1991456 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8503 members Mstep: Class 2 contains 6557 members Entering Unmasked Estep Score: -1991648.375000 Penalty: 4771.419434 Iteration 5Q: 3 clusters Score -1991648 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8830 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -1991850.750000 Penalty: 4771.419434 Iteration 6Q: 3 clusters Score -1991851 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -1992119.375000 Penalty: 4771.419434 Iteration 7Q: 3 clusters Score -1992119 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 5308 members Entering Unmasked Estep Score: -1992411.625000 Penalty: 4771.419434 Iteration 8Q: 3 clusters Score -1992412 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10315 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -1992753.875000 Penalty: 4771.419434 Iteration 9Q: 3 clusters Score -1992754 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10974 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -1993174.625000 Penalty: 4771.419434 Iteration 10Q: 3 clusters Score -1993175 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11662 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -1993648.750000 Penalty: 4771.419434 Iteration 11Q: 3 clusters Score -1993649 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -1994143.000000 Penalty: 4771.419434 Iteration 12Q: 3 clusters Score -1994143 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12939 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -1994585.000000 Penalty: 4771.419434 Iteration 13Q: 3 clusters Score -1994585 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13455 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -1994966.875000 Penalty: 4771.419434 Iteration 14Q: 3 clusters Score -1994967 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13847 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -1995302.750000 Penalty: 4771.419434 Iteration 15Q: 3 clusters Score -1995303 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14135 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -1995555.625000 Penalty: 4771.419434 Iteration 16Q: 3 clusters Score -1995556 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14327 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1995712.000000 Penalty: 4771.419434 Iteration 17Q: 3 clusters Score -1995712 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14447 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -1995838.250000 Penalty: 4771.419434 Iteration 18Q: 3 clusters Score -1995838 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14537 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1995942.000000 Penalty: 4771.419434 Iteration 19Q: 3 clusters Score -1995942 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14592 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1996015.000000 Penalty: 4771.419434 Iteration 20F: 3 clusters Score -1996015 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14630 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1996063.250000 Penalty: 4771.419434 Iteration 21Q: 3 clusters Score -1996063 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14650 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -1996098.625000 Penalty: 4771.419434 Iteration 22Q: 3 clusters Score -1996099 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14660 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -1996116.625000 Penalty: 4771.419434 Iteration 23Q: 3 clusters Score -1996117 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14671 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1996126.750000 Penalty: 4771.419434 Iteration 24Q: 3 clusters Score -1996127 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14678 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -1996134.125000 Penalty: 4771.419434 Iteration 25Q: 3 clusters Score -1996134 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1996141.375000 Penalty: 4771.419434 Iteration 26Q: 3 clusters Score -1996141 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14683 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1996141.500000 Penalty: 4771.419434 Iteration 27Q: 3 clusters Score -1996142 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14687 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1996145.500000 Penalty: 4771.419434 Iteration 28Q: 3 clusters Score -1996146 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14690 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1996148.125000 Penalty: 4771.419434 Iteration 29Q: 3 clusters Score -1996148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14692 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1996155.250000 Penalty: 4771.419434 Iteration 30Q: 3 clusters Score -1996155 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14699 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -1996161.875000 Penalty: 4771.419434 Iteration 31Q: 3 clusters Score -1996162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14702 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -1996164.375000 Penalty: 4771.419434 Iteration 32Q: 3 clusters Score -1996164 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14704 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1996166.875000 Penalty: 4771.419434 Iteration 33Q: 3 clusters Score -1996167 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14707 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -1996168.125000 Penalty: 4771.419434 Iteration 34Q: 3 clusters Score -1996168 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1996171.625000 Penalty: 4771.419434 Iteration 35Q: 3 clusters Score -1996172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1996173.500000 Penalty: 4771.419434 Iteration 36Q: 3 clusters Score -1996174 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14709 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1996173.500000 Penalty: 4771.419434 Iteration 37F: 3 clusters Score -1996174 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (6095 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6095 members Entering Unmasked Estep Score: -810969.562500 Penalty: 2161.375732 Iteration 0F: 2 clusters Score -810969.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -805723.750000 Penalty: 4322.751465 Iteration 0F: 3 clusters Score -805723.8 nChanged 2421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -807007.000000 Penalty: 4322.751465 Iteration 1F: 3 clusters Score -807007 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -807240.312500 Penalty: 4322.751465 Iteration 2F: 3 clusters Score -807240.3 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -807382.937500 Penalty: 4322.751465 Iteration 3F: 3 clusters Score -807382.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -807507.375000 Penalty: 4322.751465 Iteration 4Q: 3 clusters Score -807507.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -807614.937500 Penalty: 4322.751465 Iteration 5Q: 3 clusters Score -807614.9 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -807696.875000 Penalty: 4322.751465 Iteration 6Q: 3 clusters Score -807696.9 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -807770.875000 Penalty: 4322.751465 Iteration 7Q: 3 clusters Score -807770.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -807837.375000 Penalty: 4322.751465 Iteration 8Q: 3 clusters Score -807837.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -807895.875000 Penalty: 4322.751465 Iteration 9Q: 3 clusters Score -807895.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -807958.062500 Penalty: 4322.751465 Iteration 10Q: 3 clusters Score -807958.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -808019.750000 Penalty: 4322.751465 Iteration 11Q: 3 clusters Score -808019.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -808079.312500 Penalty: 4322.751465 Iteration 12Q: 3 clusters Score -808079.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -808152.375000 Penalty: 4322.751465 Iteration 13Q: 3 clusters Score -808152.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -808227.312500 Penalty: 4322.751465 Iteration 14Q: 3 clusters Score -808227.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -808308.812500 Penalty: 4322.751465 Iteration 15Q: 3 clusters Score -808308.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -808386.187500 Penalty: 4322.751465 Iteration 16Q: 3 clusters Score -808386.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4150 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -808476.125000 Penalty: 4322.751465 Iteration 17Q: 3 clusters Score -808476.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -808584.062500 Penalty: 4322.751465 Iteration 18Q: 3 clusters Score -808584.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -808719.062500 Penalty: 4322.751465 Iteration 19Q: 3 clusters Score -808719.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -808924.250000 Penalty: 4322.751465 Iteration 20F: 3 clusters Score -808924.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -809208.812500 Penalty: 4322.751465 Iteration 21Q: 3 clusters Score -809208.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -809610.500000 Penalty: 4322.751465 Iteration 22Q: 3 clusters Score -809610.5 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -809939.750000 Penalty: 4322.751465 Iteration 23Q: 3 clusters Score -809939.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -810122.375000 Penalty: 4322.751465 Iteration 24Q: 3 clusters Score -810122.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3971 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -810226.562500 Penalty: 4322.751465 Iteration 25Q: 3 clusters Score -810226.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -810297.187500 Penalty: 4322.751465 Iteration 26Q: 3 clusters Score -810297.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -810333.875000 Penalty: 4322.751465 Iteration 27Q: 3 clusters Score -810333.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -810354.937500 Penalty: 4322.751465 Iteration 28Q: 3 clusters Score -810354.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -810368.187500 Penalty: 4322.751465 Iteration 29Q: 3 clusters Score -810368.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -810375.250000 Penalty: 4322.751465 Iteration 30Q: 3 clusters Score -810375.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -810378.812500 Penalty: 4322.751465 Iteration 31Q: 3 clusters Score -810378.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -810383.625000 Penalty: 4322.751465 Iteration 32Q: 3 clusters Score -810383.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -810387.437500 Penalty: 4322.751465 Iteration 33Q: 3 clusters Score -810387.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -810388.750000 Penalty: 4322.751465 Iteration 34Q: 3 clusters Score -810388.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -810392.125000 Penalty: 4322.751465 Iteration 35Q: 3 clusters Score -810392.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -810394.000000 Penalty: 4322.751465 Iteration 36Q: 3 clusters Score -810394 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -810394.750000 Penalty: 4322.751465 Iteration 37Q: 3 clusters Score -810394.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -810394.750000 Penalty: 4322.751465 Iteration 38F: 3 clusters Score -810394.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (65170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65170 members Entering Unmasked Estep Score: -8825042.000000 Penalty: 2749.019287 Iteration 0F: 2 clusters Score -8825042 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32304 members Mstep: Class 2 contains 32866 members Entering Unmasked Estep Score: -8781377.000000 Penalty: 5498.038574 Iteration 0F: 3 clusters Score -8781377 nChanged 30545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30397 members Mstep: Class 2 contains 34773 members Entering Unmasked Estep Score: -8798744.000000 Penalty: 5498.038574 Iteration 1F: 3 clusters Score -8798744 nChanged 2751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29362 members Mstep: Class 2 contains 35808 members Entering Unmasked Estep Score: -8799656.000000 Penalty: 5498.038574 Iteration 2Q: 3 clusters Score -8799656 nChanged 2834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27946 members Mstep: Class 2 contains 37224 members Entering Unmasked Estep Score: -8800936.000000 Penalty: 5498.038574 Iteration 3Q: 3 clusters Score -8800936 nChanged 3045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26165 members Mstep: Class 2 contains 39005 members Entering Unmasked Estep Score: -8802488.000000 Penalty: 5498.038574 Iteration 4Q: 3 clusters Score -8802488 nChanged 3409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23876 members Mstep: Class 2 contains 41294 members Entering Unmasked Estep Score: -8804566.000000 Penalty: 5498.038574 Iteration 5F: 3 clusters Score -8804566 nChanged 3679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21145 members Mstep: Class 2 contains 44025 members Entering Unmasked Estep Score: -8807315.000000 Penalty: 5498.038574 Iteration 6F: 3 clusters Score -8807315 nChanged 3899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17964 members Mstep: Class 2 contains 47206 members Entering Unmasked Estep Score: -8810529.000000 Penalty: 5498.038574 Iteration 7F: 3 clusters Score -8810529 nChanged 3895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14713 members Mstep: Class 2 contains 50457 members Entering Unmasked Estep Score: -8813909.000000 Penalty: 5498.038574 Iteration 8F: 3 clusters Score -8813909 nChanged 3520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11673 members Mstep: Class 2 contains 53497 members Entering Unmasked Estep Score: -8816772.000000 Penalty: 5498.038574 Iteration 9F: 3 clusters Score -8816772 nChanged 2865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 55988 members Entering Unmasked Estep Score: -8818953.000000 Penalty: 5498.038574 Iteration 10Q: 3 clusters Score -8818953 nChanged 2211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7285 members Mstep: Class 2 contains 57885 members Entering Unmasked Estep Score: -8820560.000000 Penalty: 5498.038574 Iteration 11Q: 3 clusters Score -8820560 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 59190 members Entering Unmasked Estep Score: -8821711.000000 Penalty: 5498.038574 Iteration 12Q: 3 clusters Score -8821711 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 60068 members Entering Unmasked Estep Score: -8822472.000000 Penalty: 5498.038574 Iteration 13Q: 3 clusters Score -8822472 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 60583 members Entering Unmasked Estep Score: -8822846.000000 Penalty: 5498.038574 Iteration 14Q: 3 clusters Score -8822846 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4271 members Mstep: Class 2 contains 60899 members Entering Unmasked Estep Score: -8823004.000000 Penalty: 5498.038574 Iteration 15Q: 3 clusters Score -8823004 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 61121 members Entering Unmasked Estep Score: -8823132.000000 Penalty: 5498.038574 Iteration 16Q: 3 clusters Score -8823132 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 61290 members Entering Unmasked Estep Score: -8823207.000000 Penalty: 5498.038574 Iteration 17Q: 3 clusters Score -8823207 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 61404 members Entering Unmasked Estep Score: -8823269.000000 Penalty: 5498.038574 Iteration 18Q: 3 clusters Score -8823269 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 61507 members Entering Unmasked Estep Score: -8823316.000000 Penalty: 5498.038574 Iteration 19Q: 3 clusters Score -8823316 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 61569 members Entering Unmasked Estep Score: -8823355.000000 Penalty: 5498.038574 Iteration 20F: 3 clusters Score -8823355 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 61608 members Entering Unmasked Estep Score: -8823363.000000 Penalty: 5498.038574 Iteration 21Q: 3 clusters Score -8823363 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 61652 members Entering Unmasked Estep Score: -8823373.000000 Penalty: 5498.038574 Iteration 22Q: 3 clusters Score -8823373 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 61674 members Entering Unmasked Estep Score: -8823387.000000 Penalty: 5498.038574 Iteration 23Q: 3 clusters Score -8823387 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3465 members Mstep: Class 2 contains 61705 members Entering Unmasked Estep Score: -8823402.000000 Penalty: 5498.038574 Iteration 24Q: 3 clusters Score -8823402 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 61738 members Entering Unmasked Estep Score: -8823424.000000 Penalty: 5498.038574 Iteration 25Q: 3 clusters Score -8823424 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 61760 members Entering Unmasked Estep Score: -8823425.000000 Penalty: 5498.038574 Iteration 26Q: 3 clusters Score -8823425 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 61773 members Entering Unmasked Estep Score: -8823426.000000 Penalty: 5498.038574 Iteration 27Q: 3 clusters Score -8823426 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 61791 members Entering Unmasked Estep Score: -8823430.000000 Penalty: 5498.038574 Iteration 28Q: 3 clusters Score -8823430 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 61808 members Entering Unmasked Estep Score: -8823433.000000 Penalty: 5498.038574 Iteration 29Q: 3 clusters Score -8823433 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 61819 members Entering Unmasked Estep Score: -8823455.000000 Penalty: 5498.038574 Iteration 30Q: 3 clusters Score -8823455 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 61830 members Entering Unmasked Estep Score: -8823459.000000 Penalty: 5498.038574 Iteration 31Q: 3 clusters Score -8823459 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 61844 members Entering Unmasked Estep Score: -8823455.000000 Penalty: 5498.038574 Iteration 32Q: 3 clusters Score -8823455 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 61854 members Entering Unmasked Estep Score: -8823462.000000 Penalty: 5498.038574 Iteration 33Q: 3 clusters Score -8823462 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 61866 members Entering Unmasked Estep Score: -8823462.000000 Penalty: 5498.038574 Iteration 34Q: 3 clusters Score -8823462 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 61874 members Entering Unmasked Estep Score: -8823463.000000 Penalty: 5498.038574 Iteration 35Q: 3 clusters Score -8823463 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 61879 members Entering Unmasked Estep Score: -8823466.000000 Penalty: 5498.038574 Iteration 36Q: 3 clusters Score -8823466 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 61882 members Entering Unmasked Estep Score: -8823469.000000 Penalty: 5498.038574 Iteration 37Q: 3 clusters Score -8823469 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 61887 members Entering Unmasked Estep Score: -8823479.000000 Penalty: 5498.038574 Iteration 38Q: 3 clusters Score -8823479 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 61893 members Entering Unmasked Estep Score: -8823480.000000 Penalty: 5498.038574 Iteration 39Q: 3 clusters Score -8823480 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 61894 members Entering Unmasked Estep Score: -8823481.000000 Penalty: 5498.038574 Iteration 40F: 3 clusters Score -8823481 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3271 members Mstep: Class 2 contains 61899 members Entering Unmasked Estep Score: -8823483.000000 Penalty: 5498.038574 Iteration 41Q: 3 clusters Score -8823483 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 61900 members Entering Unmasked Estep Score: -8823478.000000 Penalty: 5498.038574 Iteration 42Q: 3 clusters Score -8823478 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 61901 members Entering Unmasked Estep Score: -8823477.000000 Penalty: 5498.038574 Iteration 43Q: 3 clusters Score -8823477 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 61903 members Entering Unmasked Estep Score: -8823477.000000 Penalty: 5498.038574 Iteration 44Q: 3 clusters Score -8823477 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 61907 members Entering Unmasked Estep Score: -8823483.000000 Penalty: 5498.038574 Iteration 45Q: 3 clusters Score -8823483 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 61906 members Entering Unmasked Estep Score: -8823477.000000 Penalty: 5498.038574 Iteration 46Q: 3 clusters Score -8823477 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 61911 members Entering Unmasked Estep Score: -8823483.000000 Penalty: 5498.038574 Iteration 47Q: 3 clusters Score -8823483 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 61921 members Entering Unmasked Estep Score: -8823482.000000 Penalty: 5498.038574 Iteration 48Q: 3 clusters Score -8823482 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 61928 members Entering Unmasked Estep Score: -8823485.000000 Penalty: 5498.038574 Iteration 49Q: 3 clusters Score -8823485 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 61932 members Entering Unmasked Estep Score: -8823483.000000 Penalty: 5498.038574 Iteration 50Q: 3 clusters Score -8823483 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 61934 members Entering Unmasked Estep Score: -8823480.000000 Penalty: 5498.038574 Iteration 51Q: 3 clusters Score -8823480 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 61936 members Entering Unmasked Estep Score: -8823483.000000 Penalty: 5498.038574 Iteration 52Q: 3 clusters Score -8823483 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 61938 members Entering Unmasked Estep Score: -8823485.000000 Penalty: 5498.038574 Iteration 53Q: 3 clusters Score -8823485 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 61940 members Entering Unmasked Estep Score: -8823481.000000 Penalty: 5498.038574 Iteration 54Q: 3 clusters Score -8823481 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 61939 members Entering Unmasked Estep Score: -8823479.000000 Penalty: 5498.038574 Iteration 55Q: 3 clusters Score -8823479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 61938 members Entering Unmasked Estep Score: -8823483.000000 Penalty: 5498.038574 Iteration 56Q: 3 clusters Score -8823483 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 61940 members Entering Unmasked Estep Score: -8823483.000000 Penalty: 5498.038574 Iteration 57Q: 3 clusters Score -8823483 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 61941 members Entering Unmasked Estep Score: -8823479.000000 Penalty: 5498.038574 Iteration 58Q: 3 clusters Score -8823479 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 61942 members Entering Unmasked Estep Score: -8823479.000000 Penalty: 5498.038574 Iteration 59Q: 3 clusters Score -8823479 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 61942 members Entering Unmasked Estep Score: -8823479.000000 Penalty: 5498.038574 Iteration 60F: 3 clusters Score -8823479 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Entering Unmasked Estep Score: -41459.328125 Penalty: 1453.475098 Iteration 0F: 2 clusters Score -41459.33 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 175 members Entering Unmasked Estep Score: -40232.675781 Penalty: 2906.950195 Iteration 0F: 3 clusters Score -40232.68 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -40417.410156 Penalty: 2906.950195 Iteration 1F: 3 clusters Score -40417.41 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -40501.050781 Penalty: 2906.950195 Iteration 2F: 3 clusters Score -40501.05 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -40617.933594 Penalty: 2906.950195 Iteration 3Q: 3 clusters Score -40617.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -40750.078125 Penalty: 2906.950195 Iteration 4Q: 3 clusters Score -40750.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -41187.207031 Penalty: 2906.950195 Iteration 5Q: 3 clusters Score -41187.21 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -41264.375000 Penalty: 2906.950195 Iteration 6Q: 3 clusters Score -41264.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -41297.242188 Penalty: 2906.950195 Iteration 7Q: 3 clusters Score -41297.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -41310.195312 Penalty: 2906.950195 Iteration 8Q: 3 clusters Score -41310.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -41331.679688 Penalty: 2906.950195 Iteration 9Q: 3 clusters Score -41331.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -41332.500000 Penalty: 2906.950195 Iteration 10F: 3 clusters Score -41332.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -41346.218750 Penalty: 2906.950195 Iteration 11Q: 3 clusters Score -41346.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -41346.218750 Penalty: 2906.950195 Iteration 12F: 3 clusters Score -41346.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11490 members Entering Unmasked Estep Score: -1510686.875000 Penalty: 2318.609619 Iteration 0F: 2 clusters Score -1510687 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1502107.000000 Penalty: 4637.219238 Iteration 0F: 3 clusters Score -1502107 nChanged 4880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -1504786.750000 Penalty: 4637.219238 Iteration 1F: 3 clusters Score -1504787 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5072 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -1505133.500000 Penalty: 4637.219238 Iteration 2F: 3 clusters Score -1505134 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -1505395.000000 Penalty: 4637.219238 Iteration 3F: 3 clusters Score -1505395 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -1505599.625000 Penalty: 4637.219238 Iteration 4Q: 3 clusters Score -1505600 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -1505778.250000 Penalty: 4637.219238 Iteration 5Q: 3 clusters Score -1505778 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -1505976.375000 Penalty: 4637.219238 Iteration 6Q: 3 clusters Score -1505976 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -1506233.875000 Penalty: 4637.219238 Iteration 7Q: 3 clusters Score -1506234 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -1506572.000000 Penalty: 4637.219238 Iteration 8Q: 3 clusters Score -1506572 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 8939 members Entering Unmasked Estep Score: -1506932.000000 Penalty: 4637.219238 Iteration 9Q: 3 clusters Score -1506932 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -1507288.875000 Penalty: 4637.219238 Iteration 10Q: 3 clusters Score -1507289 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -1507649.375000 Penalty: 4637.219238 Iteration 11Q: 3 clusters Score -1507649 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 10296 members Entering Unmasked Estep Score: -1507978.500000 Penalty: 4637.219238 Iteration 12Q: 3 clusters Score -1507978 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -1508223.250000 Penalty: 4637.219238 Iteration 13Q: 3 clusters Score -1508223 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 10783 members Entering Unmasked Estep Score: -1508396.500000 Penalty: 4637.219238 Iteration 14Q: 3 clusters Score -1508396 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 10927 members Entering Unmasked Estep Score: -1508525.125000 Penalty: 4637.219238 Iteration 15Q: 3 clusters Score -1508525 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 11008 members Entering Unmasked Estep Score: -1508595.375000 Penalty: 4637.219238 Iteration 16Q: 3 clusters Score -1508595 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 11058 members Entering Unmasked Estep Score: -1508637.625000 Penalty: 4637.219238 Iteration 17Q: 3 clusters Score -1508638 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -1508663.000000 Penalty: 4637.219238 Iteration 18Q: 3 clusters Score -1508663 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 11106 members Entering Unmasked Estep Score: -1508684.875000 Penalty: 4637.219238 Iteration 19Q: 3 clusters Score -1508685 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -1508708.000000 Penalty: 4637.219238 Iteration 20F: 3 clusters Score -1508708 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 11135 members Entering Unmasked Estep Score: -1508717.875000 Penalty: 4637.219238 Iteration 21Q: 3 clusters Score -1508718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -1508722.500000 Penalty: 4637.219238 Iteration 22Q: 3 clusters Score -1508722 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 11140 members Entering Unmasked Estep Score: -1508724.875000 Penalty: 4637.219238 Iteration 23Q: 3 clusters Score -1508725 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -1508724.625000 Penalty: 4637.219238 Iteration 24Q: 3 clusters Score -1508725 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 11144 members Entering Unmasked Estep Score: -1508724.625000 Penalty: 4637.219238 Iteration 25F: 3 clusters Score -1508725 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Entering Unmasked Estep Score: -89099.375000 Penalty: 1653.405273 Iteration 0F: 2 clusters Score -89099.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -87412.726562 Penalty: 3306.810547 Iteration 0F: 3 clusters Score -87412.73 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -87763.976562 Penalty: 3306.810547 Iteration 1F: 3 clusters Score -87763.98 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -87899.718750 Penalty: 3306.810547 Iteration 2F: 3 clusters Score -87899.72 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -87987.539062 Penalty: 3306.810547 Iteration 3Q: 3 clusters Score -87987.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -88043.875000 Penalty: 3306.810547 Iteration 4Q: 3 clusters Score -88043.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -88086.328125 Penalty: 3306.810547 Iteration 5Q: 3 clusters Score -88086.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -88128.093750 Penalty: 3306.810547 Iteration 6Q: 3 clusters Score -88128.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -88194.835938 Penalty: 3306.810547 Iteration 7Q: 3 clusters Score -88194.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -88259.968750 Penalty: 3306.810547 Iteration 8Q: 3 clusters Score -88259.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -88349.414062 Penalty: 3306.810547 Iteration 9Q: 3 clusters Score -88349.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -88389.312500 Penalty: 3306.810547 Iteration 10Q: 3 clusters Score -88389.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -88401.109375 Penalty: 3306.810547 Iteration 11Q: 3 clusters Score -88401.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -88435.226562 Penalty: 3306.810547 Iteration 12Q: 3 clusters Score -88435.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -88504.250000 Penalty: 3306.810547 Iteration 13Q: 3 clusters Score -88504.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -88666.492188 Penalty: 3306.810547 Iteration 14Q: 3 clusters Score -88666.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -88701.015625 Penalty: 3306.810547 Iteration 15Q: 3 clusters Score -88701.02 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -88727.085938 Penalty: 3306.810547 Iteration 16Q: 3 clusters Score -88727.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -88752.578125 Penalty: 3306.810547 Iteration 17Q: 3 clusters Score -88752.58 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -88777.156250 Penalty: 3306.810547 Iteration 18Q: 3 clusters Score -88777.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -88802.851562 Penalty: 3306.810547 Iteration 19Q: 3 clusters Score -88802.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -88829.468750 Penalty: 3306.810547 Iteration 20F: 3 clusters Score -88829.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -88896.945312 Penalty: 3306.810547 Iteration 21Q: 3 clusters Score -88896.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -88935.984375 Penalty: 3306.810547 Iteration 22Q: 3 clusters Score -88935.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -88972.140625 Penalty: 3306.810547 Iteration 23Q: 3 clusters Score -88972.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -89012.250000 Penalty: 3306.810547 Iteration 24Q: 3 clusters Score -89012.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -89031.273438 Penalty: 3306.810547 Iteration 25Q: 3 clusters Score -89031.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -89040.226562 Penalty: 3306.810547 Iteration 26Q: 3 clusters Score -89040.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -89044.507812 Penalty: 3306.810547 Iteration 27Q: 3 clusters Score -89044.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -89048.070312 Penalty: 3306.810547 Iteration 28Q: 3 clusters Score -89048.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -89050.382812 Penalty: 3306.810547 Iteration 29Q: 3 clusters Score -89050.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -89054.859375 Penalty: 3306.810547 Iteration 30Q: 3 clusters Score -89054.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -89064.210938 Penalty: 3306.810547 Iteration 31Q: 3 clusters Score -89064.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -89094.960938 Penalty: 3306.810547 Iteration 32Q: 3 clusters Score -89094.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -89117.664062 Penalty: 3306.810547 Iteration 33Q: 3 clusters Score -89117.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -89146.945312 Penalty: 3306.810547 Iteration 34Q: 3 clusters Score -89146.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -89170.843750 Penalty: 3306.810547 Iteration 35Q: 3 clusters Score -89170.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -89208.648438 Penalty: 3306.810547 Iteration 36Q: 3 clusters Score -89208.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -89269.718750 Penalty: 3306.810547 Iteration 37Q: 3 clusters Score -89269.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -89332.968750 Penalty: 3306.810547 Iteration 38Q: 3 clusters Score -89332.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -89382.812500 Penalty: 3306.810547 Iteration 39Q: 3 clusters Score -89382.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -89395.273438 Penalty: 3306.810547 Iteration 40F: 3 clusters Score -89395.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -89404.093750 Penalty: 3306.810547 Iteration 41Q: 3 clusters Score -89404.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -89406.835938 Penalty: 3306.810547 Iteration 42Q: 3 clusters Score -89406.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -89406.835938 Penalty: 3306.810547 Iteration 43F: 3 clusters Score -89406.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107696 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40631 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 607 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 403 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 2602 members Mstep: Class 26 contains 1192 members Mstep: Class 27 contains 179 members Entering Unmasked Estep Score: -85891224.000000 Penalty: 89680.093750 Splitting cluster 20 changes total score from -85892512.000000 to -85891224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (8438 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8438 members Entering Unmasked Estep Score: -1128984.125000 Penalty: 2242.044189 Iteration 0F: 2 clusters Score -1128984 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -1122289.125000 Penalty: 4484.088379 Iteration 0F: 3 clusters Score -1122289 nChanged 3487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -1124151.625000 Penalty: 4484.088379 Iteration 1F: 3 clusters Score -1124152 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -1124431.375000 Penalty: 4484.088379 Iteration 2F: 3 clusters Score -1124431 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1124644.375000 Penalty: 4484.088379 Iteration 3F: 3 clusters Score -1124644 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -1124831.875000 Penalty: 4484.088379 Iteration 4Q: 3 clusters Score -1124832 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -1124972.000000 Penalty: 4484.088379 Iteration 5Q: 3 clusters Score -1124972 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -1125076.250000 Penalty: 4484.088379 Iteration 6Q: 3 clusters Score -1125076 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1125174.625000 Penalty: 4484.088379 Iteration 7Q: 3 clusters Score -1125175 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -1125251.125000 Penalty: 4484.088379 Iteration 8Q: 3 clusters Score -1125251 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -1125315.375000 Penalty: 4484.088379 Iteration 9Q: 3 clusters Score -1125315 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -1125384.125000 Penalty: 4484.088379 Iteration 10Q: 3 clusters Score -1125384 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -1125440.875000 Penalty: 4484.088379 Iteration 11Q: 3 clusters Score -1125441 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -1125501.000000 Penalty: 4484.088379 Iteration 12Q: 3 clusters Score -1125501 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -1125561.250000 Penalty: 4484.088379 Iteration 13Q: 3 clusters Score -1125561 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 5531 members Entering Unmasked Estep Score: -1125617.625000 Penalty: 4484.088379 Iteration 14Q: 3 clusters Score -1125618 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 5641 members Entering Unmasked Estep Score: -1125671.875000 Penalty: 4484.088379 Iteration 15Q: 3 clusters Score -1125672 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 5756 members Entering Unmasked Estep Score: -1125722.500000 Penalty: 4484.088379 Iteration 16Q: 3 clusters Score -1125722 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -1125781.125000 Penalty: 4484.088379 Iteration 17Q: 3 clusters Score -1125781 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -1125843.625000 Penalty: 4484.088379 Iteration 18Q: 3 clusters Score -1125844 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -1125903.250000 Penalty: 4484.088379 Iteration 19Q: 3 clusters Score -1125903 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1125975.625000 Penalty: 4484.088379 Iteration 20F: 3 clusters Score -1125976 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1126052.625000 Penalty: 4484.088379 Iteration 21Q: 3 clusters Score -1126053 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 6616 members Entering Unmasked Estep Score: -1126147.125000 Penalty: 4484.088379 Iteration 22Q: 3 clusters Score -1126147 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -1126267.875000 Penalty: 4484.088379 Iteration 23Q: 3 clusters Score -1126268 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 6962 members Entering Unmasked Estep Score: -1126373.625000 Penalty: 4484.088379 Iteration 24Q: 3 clusters Score -1126374 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -1126480.125000 Penalty: 4484.088379 Iteration 25Q: 3 clusters Score -1126480 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -1126583.625000 Penalty: 4484.088379 Iteration 26Q: 3 clusters Score -1126584 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -1126698.625000 Penalty: 4484.088379 Iteration 27Q: 3 clusters Score -1126699 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -1126784.000000 Penalty: 4484.088379 Iteration 28Q: 3 clusters Score -1126784 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -1126843.750000 Penalty: 4484.088379 Iteration 29Q: 3 clusters Score -1126844 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 7712 members Entering Unmasked Estep Score: -1126903.500000 Penalty: 4484.088379 Iteration 30Q: 3 clusters Score -1126904 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 7776 members Entering Unmasked Estep Score: -1126953.125000 Penalty: 4484.088379 Iteration 31Q: 3 clusters Score -1126953 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -1127007.250000 Penalty: 4484.088379 Iteration 32Q: 3 clusters Score -1127007 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -1127039.875000 Penalty: 4484.088379 Iteration 33Q: 3 clusters Score -1127040 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 7901 members Entering Unmasked Estep Score: -1127058.375000 Penalty: 4484.088379 Iteration 34Q: 3 clusters Score -1127058 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -1127079.125000 Penalty: 4484.088379 Iteration 35Q: 3 clusters Score -1127079 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 7939 members Entering Unmasked Estep Score: -1127094.125000 Penalty: 4484.088379 Iteration 36Q: 3 clusters Score -1127094 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -1127110.375000 Penalty: 4484.088379 Iteration 37Q: 3 clusters Score -1127110 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 7972 members Entering Unmasked Estep Score: -1127124.875000 Penalty: 4484.088379 Iteration 38Q: 3 clusters Score -1127125 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 7984 members Entering Unmasked Estep Score: -1127135.875000 Penalty: 4484.088379 Iteration 39Q: 3 clusters Score -1127136 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -1127142.750000 Penalty: 4484.088379 Iteration 40F: 3 clusters Score -1127143 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 7994 members Entering Unmasked Estep Score: -1127148.625000 Penalty: 4484.088379 Iteration 41Q: 3 clusters Score -1127149 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -1127152.375000 Penalty: 4484.088379 Iteration 42Q: 3 clusters Score -1127152 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 7998 members Entering Unmasked Estep Score: -1127153.875000 Penalty: 4484.088379 Iteration 43Q: 3 clusters Score -1127154 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 8003 members Entering Unmasked Estep Score: -1127160.875000 Penalty: 4484.088379 Iteration 44Q: 3 clusters Score -1127161 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -1127167.625000 Penalty: 4484.088379 Iteration 45Q: 3 clusters Score -1127168 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -1127169.375000 Penalty: 4484.088379 Iteration 46Q: 3 clusters Score -1127169 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1127171.500000 Penalty: 4484.088379 Iteration 47Q: 3 clusters Score -1127172 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1127172.875000 Penalty: 4484.088379 Iteration 48Q: 3 clusters Score -1127173 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -1127175.500000 Penalty: 4484.088379 Iteration 49Q: 3 clusters Score -1127176 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 8012 members Entering Unmasked Estep Score: -1127175.500000 Penalty: 4484.088379 Iteration 50F: 3 clusters Score -1127176 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (74693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74693 members Entering Unmasked Estep Score: -10025015.000000 Penalty: 2782.843262 Iteration 0F: 2 clusters Score -1.002502e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37472 members Mstep: Class 2 contains 37221 members Entering Unmasked Estep Score: -9974972.000000 Penalty: 5565.686523 Iteration 0F: 3 clusters Score -9974972 nChanged 35005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38299 members Mstep: Class 2 contains 36394 members Entering Unmasked Estep Score: -9995326.000000 Penalty: 5565.686523 Iteration 1F: 3 clusters Score -9995326 nChanged 2924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38753 members Mstep: Class 2 contains 35940 members Entering Unmasked Estep Score: -9996180.000000 Penalty: 5565.686523 Iteration 2Q: 3 clusters Score -9996180 nChanged 2988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39331 members Mstep: Class 2 contains 35362 members Entering Unmasked Estep Score: -9997191.000000 Penalty: 5565.686523 Iteration 3Q: 3 clusters Score -9997191 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40058 members Mstep: Class 2 contains 34635 members Entering Unmasked Estep Score: -9998348.000000 Penalty: 5565.686523 Iteration 4Q: 3 clusters Score -9998348 nChanged 3068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40982 members Mstep: Class 2 contains 33711 members Entering Unmasked Estep Score: -9999540.000000 Penalty: 5565.686523 Iteration 5Q: 3 clusters Score -9999540 nChanged 3261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42189 members Mstep: Class 2 contains 32504 members Entering Unmasked Estep Score: -10000985.000000 Penalty: 5565.686523 Iteration 6Q: 3 clusters Score -1.000098e+07 nChanged 3341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43730 members Mstep: Class 2 contains 30963 members Entering Unmasked Estep Score: -10002635.000000 Penalty: 5565.686523 Iteration 7Q: 3 clusters Score -1.000264e+07 nChanged 3535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45617 members Mstep: Class 2 contains 29076 members Entering Unmasked Estep Score: -10004622.000000 Penalty: 5565.686523 Iteration 8Q: 3 clusters Score -1.000462e+07 nChanged 3607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47816 members Mstep: Class 2 contains 26877 members Entering Unmasked Estep Score: -10006683.000000 Penalty: 5565.686523 Iteration 9Q: 3 clusters Score -1.000668e+07 nChanged 3513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50137 members Mstep: Class 2 contains 24556 members Entering Unmasked Estep Score: -10008739.000000 Penalty: 5565.686523 Iteration 10Q: 3 clusters Score -1.000874e+07 nChanged 3249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52482 members Mstep: Class 2 contains 22211 members Entering Unmasked Estep Score: -10010594.000000 Penalty: 5565.686523 Iteration 11Q: 3 clusters Score -1.001059e+07 nChanged 2751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54663 members Mstep: Class 2 contains 20030 members Entering Unmasked Estep Score: -10011885.000000 Penalty: 5565.686523 Iteration 12Q: 3 clusters Score -1.001188e+07 nChanged 2409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56714 members Mstep: Class 2 contains 17979 members Entering Unmasked Estep Score: -10012964.000000 Penalty: 5565.686523 Iteration 13Q: 3 clusters Score -1.001296e+07 nChanged 2221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58721 members Mstep: Class 2 contains 15972 members Entering Unmasked Estep Score: -10014106.000000 Penalty: 5565.686523 Iteration 14Q: 3 clusters Score -1.001411e+07 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60659 members Mstep: Class 2 contains 14034 members Entering Unmasked Estep Score: -10015104.000000 Penalty: 5565.686523 Iteration 15Q: 3 clusters Score -1.00151e+07 nChanged 1889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62522 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -10016127.000000 Penalty: 5565.686523 Iteration 16Q: 3 clusters Score -1.001613e+07 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64280 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -10017045.000000 Penalty: 5565.686523 Iteration 17Q: 3 clusters Score -1.001704e+07 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65848 members Mstep: Class 2 contains 8845 members Entering Unmasked Estep Score: -10017934.000000 Penalty: 5565.686523 Iteration 18Q: 3 clusters Score -1.001793e+07 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67334 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -10018848.000000 Penalty: 5565.686523 Iteration 19Q: 3 clusters Score -1.001885e+07 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68681 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -10019650.000000 Penalty: 5565.686523 Iteration 20F: 3 clusters Score -1.001965e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69795 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -10020345.000000 Penalty: 5565.686523 Iteration 21Q: 3 clusters Score -1.002034e+07 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70771 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -10020965.000000 Penalty: 5565.686523 Iteration 22Q: 3 clusters Score -1.002096e+07 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71547 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -10021452.000000 Penalty: 5565.686523 Iteration 23Q: 3 clusters Score -1.002145e+07 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72166 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -10021915.000000 Penalty: 5565.686523 Iteration 24Q: 3 clusters Score -1.002192e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72606 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -10022244.000000 Penalty: 5565.686523 Iteration 25Q: 3 clusters Score -1.002224e+07 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72908 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -10022489.000000 Penalty: 5565.686523 Iteration 26Q: 3 clusters Score -1.002249e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73139 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -10022670.000000 Penalty: 5565.686523 Iteration 27Q: 3 clusters Score -1.002267e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73289 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -10022794.000000 Penalty: 5565.686523 Iteration 28Q: 3 clusters Score -1.002279e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73397 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -10022880.000000 Penalty: 5565.686523 Iteration 29Q: 3 clusters Score -1.002288e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73477 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -10022937.000000 Penalty: 5565.686523 Iteration 30Q: 3 clusters Score -1.002294e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73553 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -10022996.000000 Penalty: 5565.686523 Iteration 31Q: 3 clusters Score -1.0023e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73605 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -10023044.000000 Penalty: 5565.686523 Iteration 32Q: 3 clusters Score -1.002304e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73636 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -10023062.000000 Penalty: 5565.686523 Iteration 33Q: 3 clusters Score -1.002306e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73661 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -10023078.000000 Penalty: 5565.686523 Iteration 34Q: 3 clusters Score -1.002308e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73681 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -10023090.000000 Penalty: 5565.686523 Iteration 35Q: 3 clusters Score -1.002309e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73691 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -10023097.000000 Penalty: 5565.686523 Iteration 36Q: 3 clusters Score -1.00231e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73696 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -10023094.000000 Penalty: 5565.686523 Iteration 37Q: 3 clusters Score -1.002309e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73700 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -10023101.000000 Penalty: 5565.686523 Iteration 38Q: 3 clusters Score -1.00231e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73706 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -10023104.000000 Penalty: 5565.686523 Iteration 39Q: 3 clusters Score -1.00231e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73709 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -10023093.000000 Penalty: 5565.686523 Iteration 40F: 3 clusters Score -1.002309e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73716 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -10023115.000000 Penalty: 5565.686523 Iteration 41Q: 3 clusters Score -1.002312e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73722 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -10023122.000000 Penalty: 5565.686523 Iteration 42Q: 3 clusters Score -1.002312e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73727 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -10023117.000000 Penalty: 5565.686523 Iteration 43Q: 3 clusters Score -1.002312e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73730 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -10023125.000000 Penalty: 5565.686523 Iteration 44Q: 3 clusters Score -1.002312e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73733 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -10023120.000000 Penalty: 5565.686523 Iteration 45Q: 3 clusters Score -1.002312e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73735 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -10023117.000000 Penalty: 5565.686523 Iteration 46Q: 3 clusters Score -1.002312e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73737 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -10023112.000000 Penalty: 5565.686523 Iteration 47Q: 3 clusters Score -1.002311e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73739 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -10023117.000000 Penalty: 5565.686523 Iteration 48Q: 3 clusters Score -1.002312e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73741 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -10023117.000000 Penalty: 5565.686523 Iteration 49Q: 3 clusters Score -1.002312e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73742 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -10023125.000000 Penalty: 5565.686523 Iteration 50Q: 3 clusters Score -1.002312e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73742 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -10023125.000000 Penalty: 5565.686523 Iteration 51F: 3 clusters Score -1.002312e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Entering Unmasked Estep Score: -39123.558594 Penalty: 1487.736328 Iteration 0F: 2 clusters Score -39123.56 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 208 members Entering Unmasked Estep Score: -38008.414062 Penalty: 2975.472656 Iteration 0F: 3 clusters Score -38008.41 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -38506.753906 Penalty: 2975.472656 Iteration 1F: 3 clusters Score -38506.75 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -38749.363281 Penalty: 2975.472656 Iteration 2F: 3 clusters Score -38749.36 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -38881.257812 Penalty: 2975.472656 Iteration 3F: 3 clusters Score -38881.26 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -38991.308594 Penalty: 2975.472656 Iteration 4Q: 3 clusters Score -38991.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -39042.640625 Penalty: 2975.472656 Iteration 5Q: 3 clusters Score -39042.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -39158.550781 Penalty: 2975.472656 Iteration 6Q: 3 clusters Score -39158.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -39191.910156 Penalty: 2975.472656 Iteration 7Q: 3 clusters Score -39191.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -39217.179688 Penalty: 2975.472656 Iteration 8Q: 3 clusters Score -39217.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -39264.140625 Penalty: 2975.472656 Iteration 9Q: 3 clusters Score -39264.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -39298.574219 Penalty: 2975.472656 Iteration 10Q: 3 clusters Score -39298.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -39359.519531 Penalty: 2975.472656 Iteration 11Q: 3 clusters Score -39359.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -39367.902344 Penalty: 2975.472656 Iteration 12F: 3 clusters Score -39367.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -39515.316406 Penalty: 2975.472656 Iteration 13Q: 3 clusters Score -39515.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -39533.585938 Penalty: 2975.472656 Iteration 14Q: 3 clusters Score -39533.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -39548.621094 Penalty: 2975.472656 Iteration 15Q: 3 clusters Score -39548.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -39548.621094 Penalty: 2975.472656 Iteration 16F: 3 clusters Score -39548.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107696 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40631 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 117 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 2602 members Mstep: Class 26 contains 1192 members Mstep: Class 27 contains 286 members Entering Unmasked Estep Score: -85891168.000000 Penalty: 89680.093750 Splitting cluster 23 changes total score from -85892512.000000 to -85891168.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (4983 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Entering Unmasked Estep Score: -631340.625000 Penalty: 2111.419189 Iteration 0F: 2 clusters Score -631340.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -626820.750000 Penalty: 4222.838379 Iteration 0F: 3 clusters Score -626820.8 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -627929.750000 Penalty: 4222.838379 Iteration 1F: 3 clusters Score -627929.8 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -628157.312500 Penalty: 4222.838379 Iteration 2F: 3 clusters Score -628157.3 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -628306.875000 Penalty: 4222.838379 Iteration 3F: 3 clusters Score -628306.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -628405.500000 Penalty: 4222.838379 Iteration 4Q: 3 clusters Score -628405.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -628490.937500 Penalty: 4222.838379 Iteration 5Q: 3 clusters Score -628490.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -628574.937500 Penalty: 4222.838379 Iteration 6Q: 3 clusters Score -628574.9 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -628648.812500 Penalty: 4222.838379 Iteration 7Q: 3 clusters Score -628648.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -628719.750000 Penalty: 4222.838379 Iteration 8Q: 3 clusters Score -628719.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -628787.875000 Penalty: 4222.838379 Iteration 9Q: 3 clusters Score -628787.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -628850.812500 Penalty: 4222.838379 Iteration 10Q: 3 clusters Score -628850.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -628917.375000 Penalty: 4222.838379 Iteration 11Q: 3 clusters Score -628917.4 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -628990.312500 Penalty: 4222.838379 Iteration 12Q: 3 clusters Score -628990.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -629061.062500 Penalty: 4222.838379 Iteration 13Q: 3 clusters Score -629061.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -629132.812500 Penalty: 4222.838379 Iteration 14Q: 3 clusters Score -629132.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -629209.562500 Penalty: 4222.838379 Iteration 15Q: 3 clusters Score -629209.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -629271.562500 Penalty: 4222.838379 Iteration 16Q: 3 clusters Score -629271.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -629322.937500 Penalty: 4222.838379 Iteration 17Q: 3 clusters Score -629322.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -629369.625000 Penalty: 4222.838379 Iteration 18Q: 3 clusters Score -629369.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -629415.437500 Penalty: 4222.838379 Iteration 19Q: 3 clusters Score -629415.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -629448.562500 Penalty: 4222.838379 Iteration 20F: 3 clusters Score -629448.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -629472.500000 Penalty: 4222.838379 Iteration 21Q: 3 clusters Score -629472.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -629492.812500 Penalty: 4222.838379 Iteration 22Q: 3 clusters Score -629492.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -629514.625000 Penalty: 4222.838379 Iteration 23Q: 3 clusters Score -629514.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -629534.000000 Penalty: 4222.838379 Iteration 24Q: 3 clusters Score -629534 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -629549.250000 Penalty: 4222.838379 Iteration 25Q: 3 clusters Score -629549.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -629556.812500 Penalty: 4222.838379 Iteration 26Q: 3 clusters Score -629556.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -629561.375000 Penalty: 4222.838379 Iteration 27Q: 3 clusters Score -629561.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -629564.000000 Penalty: 4222.838379 Iteration 28Q: 3 clusters Score -629564 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -629566.812500 Penalty: 4222.838379 Iteration 29Q: 3 clusters Score -629566.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -629566.625000 Penalty: 4222.838379 Iteration 30Q: 3 clusters Score -629566.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -629568.375000 Penalty: 4222.838379 Iteration 31Q: 3 clusters Score -629568.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -629569.187500 Penalty: 4222.838379 Iteration 32Q: 3 clusters Score -629569.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -629571.187500 Penalty: 4222.838379 Iteration 33Q: 3 clusters Score -629571.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -629575.062500 Penalty: 4222.838379 Iteration 34Q: 3 clusters Score -629575.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -629576.812500 Penalty: 4222.838379 Iteration 35Q: 3 clusters Score -629576.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -629580.125000 Penalty: 4222.838379 Iteration 36Q: 3 clusters Score -629580.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -629582.062500 Penalty: 4222.838379 Iteration 37Q: 3 clusters Score -629582.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -629584.187500 Penalty: 4222.838379 Iteration 38Q: 3 clusters Score -629584.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 3913 members Entering Unmasked Estep Score: -629587.250000 Penalty: 4222.838379 Iteration 39Q: 3 clusters Score -629587.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -629591.437500 Penalty: 4222.838379 Iteration 40F: 3 clusters Score -629591.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -629596.250000 Penalty: 4222.838379 Iteration 41Q: 3 clusters Score -629596.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -629597.750000 Penalty: 4222.838379 Iteration 42Q: 3 clusters Score -629597.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -629599.187500 Penalty: 4222.838379 Iteration 43Q: 3 clusters Score -629599.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -629603.125000 Penalty: 4222.838379 Iteration 44Q: 3 clusters Score -629603.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -629604.062500 Penalty: 4222.838379 Iteration 45Q: 3 clusters Score -629604.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -629607.687500 Penalty: 4222.838379 Iteration 46Q: 3 clusters Score -629607.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -629609.687500 Penalty: 4222.838379 Iteration 47Q: 3 clusters Score -629609.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -629614.500000 Penalty: 4222.838379 Iteration 48Q: 3 clusters Score -629614.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -629622.187500 Penalty: 4222.838379 Iteration 49Q: 3 clusters Score -629622.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -629628.937500 Penalty: 4222.838379 Iteration 50Q: 3 clusters Score -629628.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -629635.625000 Penalty: 4222.838379 Iteration 51Q: 3 clusters Score -629635.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -629642.437500 Penalty: 4222.838379 Iteration 52Q: 3 clusters Score -629642.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -629646.250000 Penalty: 4222.838379 Iteration 53Q: 3 clusters Score -629646.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -629650.875000 Penalty: 4222.838379 Iteration 54Q: 3 clusters Score -629650.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -629653.937500 Penalty: 4222.838379 Iteration 55Q: 3 clusters Score -629653.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -629656.125000 Penalty: 4222.838379 Iteration 56Q: 3 clusters Score -629656.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -629659.500000 Penalty: 4222.838379 Iteration 57Q: 3 clusters Score -629659.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -629660.687500 Penalty: 4222.838379 Iteration 58Q: 3 clusters Score -629660.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -629661.562500 Penalty: 4222.838379 Iteration 59Q: 3 clusters Score -629661.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -629663.687500 Penalty: 4222.838379 Iteration 60F: 3 clusters Score -629663.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -629664.062500 Penalty: 4222.838379 Iteration 61Q: 3 clusters Score -629664.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -629664.312500 Penalty: 4222.838379 Iteration 62Q: 3 clusters Score -629664.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -629664.312500 Penalty: 4222.838379 Iteration 63F: 3 clusters Score -629664.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (2602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Entering Unmasked Estep Score: -323967.187500 Penalty: 1950.280884 Iteration 0F: 2 clusters Score -323967.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -321027.781250 Penalty: 3900.561768 Iteration 0F: 3 clusters Score -321027.8 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -321581.718750 Penalty: 3900.561768 Iteration 1F: 3 clusters Score -321581.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -321725.937500 Penalty: 3900.561768 Iteration 2F: 3 clusters Score -321725.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -321791.375000 Penalty: 3900.561768 Iteration 3Q: 3 clusters Score -321791.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -321840.062500 Penalty: 3900.561768 Iteration 4Q: 3 clusters Score -321840.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -321874.031250 Penalty: 3900.561768 Iteration 5Q: 3 clusters Score -321874 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -321897.468750 Penalty: 3900.561768 Iteration 6Q: 3 clusters Score -321897.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -321913.281250 Penalty: 3900.561768 Iteration 7Q: 3 clusters Score -321913.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -321925.843750 Penalty: 3900.561768 Iteration 8Q: 3 clusters Score -321925.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -321938.375000 Penalty: 3900.561768 Iteration 9Q: 3 clusters Score -321938.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -321947.562500 Penalty: 3900.561768 Iteration 10Q: 3 clusters Score -321947.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -321953.218750 Penalty: 3900.561768 Iteration 11Q: 3 clusters Score -321953.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -321960.687500 Penalty: 3900.561768 Iteration 12Q: 3 clusters Score -321960.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -321964.375000 Penalty: 3900.561768 Iteration 13Q: 3 clusters Score -321964.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -321969.281250 Penalty: 3900.561768 Iteration 14Q: 3 clusters Score -321969.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -321973.156250 Penalty: 3900.561768 Iteration 15Q: 3 clusters Score -321973.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -321977.593750 Penalty: 3900.561768 Iteration 16Q: 3 clusters Score -321977.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -321979.750000 Penalty: 3900.561768 Iteration 17Q: 3 clusters Score -321979.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -321983.187500 Penalty: 3900.561768 Iteration 18Q: 3 clusters Score -321983.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -321985.656250 Penalty: 3900.561768 Iteration 19Q: 3 clusters Score -321985.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -321990.781250 Penalty: 3900.561768 Iteration 20F: 3 clusters Score -321990.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -321993.656250 Penalty: 3900.561768 Iteration 21Q: 3 clusters Score -321993.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -321996.000000 Penalty: 3900.561768 Iteration 22Q: 3 clusters Score -321996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -321996.656250 Penalty: 3900.561768 Iteration 23Q: 3 clusters Score -321996.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -321996.843750 Penalty: 3900.561768 Iteration 24Q: 3 clusters Score -321996.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -321997.500000 Penalty: 3900.561768 Iteration 25Q: 3 clusters Score -321997.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -321998.750000 Penalty: 3900.561768 Iteration 26Q: 3 clusters Score -321998.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -321999.906250 Penalty: 3900.561768 Iteration 27Q: 3 clusters Score -321999.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -322002.031250 Penalty: 3900.561768 Iteration 28Q: 3 clusters Score -322002 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -322001.718750 Penalty: 3900.561768 Iteration 29Q: 3 clusters Score -322001.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -322002.843750 Penalty: 3900.561768 Iteration 30Q: 3 clusters Score -322002.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -322002.750000 Penalty: 3900.561768 Iteration 31Q: 3 clusters Score -322002.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -322002.750000 Penalty: 3900.561768 Iteration 32F: 3 clusters Score -322002.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Entering Unmasked Estep Score: -140495.750000 Penalty: 1756.680176 Iteration 0F: 2 clusters Score -140495.8 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 559 members Entering Unmasked Estep Score: -138562.203125 Penalty: 3513.360352 Iteration 0F: 3 clusters Score -138562.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -139358.046875 Penalty: 3513.360352 Iteration 1F: 3 clusters Score -139358 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -140142.625000 Penalty: 3513.360352 Iteration 2F: 3 clusters Score -140142.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -140553.500000 Penalty: 3513.360352 Iteration 3F: 3 clusters Score -140553.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -140808.265625 Penalty: 3513.360352 Iteration 4F: 3 clusters Score -140808.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -140958.109375 Penalty: 3513.360352 Iteration 5Q: 3 clusters Score -140958.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -141050.125000 Penalty: 3513.360352 Iteration 6Q: 3 clusters Score -141050.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -141114.921875 Penalty: 3513.360352 Iteration 7Q: 3 clusters Score -141114.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -141165.750000 Penalty: 3513.360352 Iteration 8Q: 3 clusters Score -141165.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -141213.937500 Penalty: 3513.360352 Iteration 9Q: 3 clusters Score -141213.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -141216.531250 Penalty: 3513.360352 Iteration 10Q: 3 clusters Score -141216.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -141217.203125 Penalty: 3513.360352 Iteration 11Q: 3 clusters Score -141217.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -141217.203125 Penalty: 3513.360352 Iteration 12F: 3 clusters Score -141217.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 49230 members Mstep: Class 3 contains 8252 members Mstep: Class 4 contains 797 members Mstep: Class 5 contains 1177 members Mstep: Class 6 contains 45425 members Mstep: Class 7 contains 50241 members Mstep: Class 8 contains 3208 members Mstep: Class 9 contains 107696 members Mstep: Class 10 contains 144300 members Mstep: Class 11 contains 4995 members Mstep: Class 12 contains 5827 members Mstep: Class 13 contains 1448 members Mstep: Class 14 contains 40631 members Mstep: Class 15 contains 15060 members Mstep: Class 16 contains 6095 members Mstep: Class 17 contains 65170 members Mstep: Class 18 contains 351 members Mstep: Class 19 contains 11490 members Mstep: Class 20 contains 786 members Mstep: Class 21 contains 8438 members Mstep: Class 22 contains 74693 members Mstep: Class 23 contains 403 members Mstep: Class 24 contains 4983 members Mstep: Class 25 contains 2602 members Mstep: Class 26 contains 901 members Mstep: Class 27 contains 291 members Entering Unmasked Estep Score: -85891600.000000 Penalty: 89680.093750 Splitting cluster 26 changes total score from -85892512.000000 to -85891600.000000 So it's not getting split. --- Evaluating fit on full set of 1966367 points --- Entering Unmasked Estep Score: -256847488.000000 Penalty: 93442.468750 21->27 Clusters: Score -256847488.000000, best is -256853856.000000 Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 655455 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31126 members Mstep: Class 2 contains 31317 members Mstep: Class 3 contains 31273 members Mstep: Class 4 contains 31264 members Mstep: Class 5 contains 31144 members Mstep: Class 6 contains 31226 members Mstep: Class 7 contains 30997 members Mstep: Class 8 contains 31133 members Mstep: Class 9 contains 31260 members Mstep: Class 10 contains 31269 members Mstep: Class 11 contains 31015 members Mstep: Class 12 contains 30925 members Mstep: Class 13 contains 31322 members Mstep: Class 14 contains 31176 members Mstep: Class 15 contains 31197 members Mstep: Class 16 contains 31128 members Mstep: Class 17 contains 31251 members Mstep: Class 18 contains 31414 members Mstep: Class 19 contains 31494 members Mstep: Class 20 contains 31046 members Mstep: Class 21 contains 31478 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 325.817627 but Gain 3321.484375 Score: -81980544.000000 Penalty: 66429.703125 Iteration 0F: 21 clusters Score -8.198054e+07 nChanged 621563 Entering Unmasked Mstep Mstep: Class 0 contains 2359 members Mstep: Class 1 contains 62934 members Mstep: Class 2 contains 6970 members Mstep: Class 3 contains 56168 members Mstep: Class 4 contains 1478 members Mstep: Class 5 contains 6523 members Mstep: Class 6 contains 13959 members Mstep: Class 7 contains 28954 members Mstep: Class 8 contains 25239 members Mstep: Class 9 contains 14042 members Mstep: Class 10 contains 26715 members Mstep: Class 11 contains 37640 members Mstep: Class 12 contains 38519 members Mstep: Class 13 contains 8877 members Mstep: Class 15 contains 70630 members Mstep: Class 16 contains 47897 members Mstep: Class 17 contains 33492 members Mstep: Class 18 contains 106499 members Mstep: Class 19 contains 22724 members Mstep: Class 20 contains 35036 members Mstep: Class 21 contains 8800 members Entering Unmasked Estep ConsiderDeletion Score: -84039632.000000 Penalty: 66429.703125 Iteration 1F: 21 clusters Score -8.403963e+07 nChanged 253784 Entering Unmasked Mstep Mstep: Class 0 contains 1854 members Mstep: Class 1 contains 61889 members Mstep: Class 2 contains 2759 members Mstep: Class 3 contains 59464 members Mstep: Class 4 contains 2287 members Mstep: Class 5 contains 5842 members Mstep: Class 6 contains 8685 members Mstep: Class 7 contains 20104 members Mstep: Class 8 contains 24110 members Mstep: Class 9 contains 14995 members Mstep: Class 10 contains 18522 members Mstep: Class 11 contains 42556 members Mstep: Class 12 contains 33901 members Mstep: Class 13 contains 4910 members Mstep: Class 15 contains 60825 members Mstep: Class 16 contains 50359 members Mstep: Class 17 contains 33009 members Mstep: Class 18 contains 149200 members Mstep: Class 19 contains 16296 members Mstep: Class 20 contains 37517 members Mstep: Class 21 contains 6371 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 2478.840820 but Gain 3321.488281 Score: -84698320.000000 Penalty: 63108.214844 Iteration 2F: 20 clusters Score -8.469832e+07 nChanged 201968 Entering Unmasked Mstep Mstep: Class 0 contains 766 members Mstep: Class 1 contains 71541 members Mstep: Class 2 contains 1671 members Mstep: Class 3 contains 50133 members Mstep: Class 4 contains 2151 members Mstep: Class 5 contains 4736 members Mstep: Class 6 contains 6090 members Mstep: Class 7 contains 19802 members Mstep: Class 8 contains 24863 members Mstep: Class 9 contains 18589 members Mstep: Class 10 contains 14848 members Mstep: Class 11 contains 42636 members Mstep: Class 12 contains 30894 members Mstep: Class 15 contains 50516 members Mstep: Class 16 contains 46511 members Mstep: Class 17 contains 32939 members Mstep: Class 18 contains 179781 members Mstep: Class 19 contains 13634 members Mstep: Class 20 contains 38141 members Mstep: Class 21 contains 5213 members Entering Unmasked Estep ConsiderDeletion Score: -85139488.000000 Penalty: 63108.214844 Iteration 3F: 20 clusters Score -8.513949e+07 nChanged 149707 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 86830 members Mstep: Class 2 contains 1129 members Mstep: Class 3 contains 42358 members Mstep: Class 4 contains 2254 members Mstep: Class 5 contains 3423 members Mstep: Class 6 contains 4049 members Mstep: Class 7 contains 26245 members Mstep: Class 8 contains 23071 members Mstep: Class 9 contains 16778 members Mstep: Class 10 contains 14702 members Mstep: Class 11 contains 40765 members Mstep: Class 12 contains 29308 members Mstep: Class 15 contains 39600 members Mstep: Class 16 contains 48890 members Mstep: Class 17 contains 34143 members Mstep: Class 18 contains 183766 members Mstep: Class 19 contains 13286 members Mstep: Class 20 contains 39730 members Mstep: Class 21 contains 4956 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 3308.070068 but Gain 3321.484375 Score: -85378024.000000 Penalty: 59786.730469 Iteration 4F: 19 clusters Score -8.537802e+07 nChanged 116165 Entering Unmasked Mstep Mstep: Class 0 contains 125 members Mstep: Class 1 contains 98345 members Mstep: Class 2 contains 1058 members Mstep: Class 3 contains 38025 members Mstep: Class 4 contains 2233 members Mstep: Class 6 contains 3051 members Mstep: Class 7 contains 34810 members Mstep: Class 8 contains 19348 members Mstep: Class 9 contains 12992 members Mstep: Class 10 contains 14888 members Mstep: Class 11 contains 40414 members Mstep: Class 12 contains 28279 members Mstep: Class 15 contains 31665 members Mstep: Class 16 contains 58800 members Mstep: Class 17 contains 34093 members Mstep: Class 18 contains 175176 members Mstep: Class 19 contains 13485 members Mstep: Class 20 contains 43620 members Mstep: Class 21 contains 5048 members Entering Unmasked Estep ConsiderDeletion Score: -85556824.000000 Penalty: 59786.730469 Iteration 5F: 19 clusters Score -8.555682e+07 nChanged 86630 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 103262 members Mstep: Class 2 contains 1063 members Mstep: Class 3 contains 36961 members Mstep: Class 4 contains 2228 members Mstep: Class 6 contains 2741 members Mstep: Class 7 contains 40100 members Mstep: Class 8 contains 15268 members Mstep: Class 9 contains 10522 members Mstep: Class 10 contains 13634 members Mstep: Class 11 contains 39692 members Mstep: Class 12 contains 27622 members Mstep: Class 15 contains 24237 members Mstep: Class 16 contains 70332 members Mstep: Class 17 contains 32397 members Mstep: Class 18 contains 168926 members Mstep: Class 19 contains 13109 members Mstep: Class 20 contains 48191 members Mstep: Class 21 contains 5084 members Entering Unmasked Estep ConsiderDeletion Score: -85673784.000000 Penalty: 59786.730469 Iteration 6F: 19 clusters Score -8.567378e+07 nChanged 63457 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 105538 members Mstep: Class 2 contains 1046 members Mstep: Class 3 contains 37371 members Mstep: Class 4 contains 2209 members Mstep: Class 6 contains 2687 members Mstep: Class 7 contains 41719 members Mstep: Class 8 contains 11981 members Mstep: Class 9 contains 9397 members Mstep: Class 10 contains 12148 members Mstep: Class 11 contains 40590 members Mstep: Class 12 contains 28268 members Mstep: Class 15 contains 17669 members Mstep: Class 16 contains 79343 members Mstep: Class 17 contains 30499 members Mstep: Class 18 contains 163877 members Mstep: Class 19 contains 12416 members Mstep: Class 20 contains 53527 members Mstep: Class 21 contains 5088 members Entering Unmasked Estep ConsiderDeletion Score: -85747368.000000 Penalty: 59786.730469 Iteration 7F: 19 clusters Score -8.574737e+07 nChanged 46416 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 107211 members Mstep: Class 2 contains 1036 members Mstep: Class 3 contains 38509 members Mstep: Class 4 contains 2180 members Mstep: Class 6 contains 2750 members Mstep: Class 7 contains 42088 members Mstep: Class 8 contains 9421 members Mstep: Class 9 contains 9050 members Mstep: Class 10 contains 10998 members Mstep: Class 11 contains 43219 members Mstep: Class 12 contains 29571 members Mstep: Class 15 contains 11918 members Mstep: Class 16 contains 85024 members Mstep: Class 17 contains 28638 members Mstep: Class 18 contains 158826 members Mstep: Class 19 contains 11199 members Mstep: Class 20 contains 58672 members Mstep: Class 21 contains 5064 members Entering Unmasked Estep ConsiderDeletion Score: -85795960.000000 Penalty: 59786.730469 Iteration 8F: 19 clusters Score -8.579596e+07 nChanged 32182 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 108325 members Mstep: Class 2 contains 1027 members Mstep: Class 3 contains 39415 members Mstep: Class 4 contains 2155 members Mstep: Class 6 contains 2926 members Mstep: Class 7 contains 42272 members Mstep: Class 8 contains 7632 members Mstep: Class 9 contains 9078 members Mstep: Class 10 contains 10121 members Mstep: Class 11 contains 45719 members Mstep: Class 12 contains 31107 members Mstep: Class 15 contains 8374 members Mstep: Class 16 contains 88680 members Mstep: Class 17 contains 26932 members Mstep: Class 18 contains 153880 members Mstep: Class 19 contains 9408 members Mstep: Class 20 contains 63282 members Mstep: Class 21 contains 5042 members Entering Unmasked Estep ConsiderDeletion Score: -85824976.000000 Penalty: 59786.730469 Iteration 9Q: 19 clusters Score -8.582498e+07 nChanged 20963 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 108823 members Mstep: Class 2 contains 1016 members Mstep: Class 3 contains 39973 members Mstep: Class 4 contains 2138 members Mstep: Class 6 contains 3099 members Mstep: Class 7 contains 42226 members Mstep: Class 8 contains 6419 members Mstep: Class 9 contains 9257 members Mstep: Class 10 contains 9508 members Mstep: Class 11 contains 46925 members Mstep: Class 12 contains 32619 members Mstep: Class 15 contains 6931 members Mstep: Class 16 contains 91007 members Mstep: Class 17 contains 25377 members Mstep: Class 18 contains 150117 members Mstep: Class 19 contains 7880 members Mstep: Class 20 contains 67063 members Mstep: Class 21 contains 4997 members Entering Unmasked Estep ConsiderDeletion Score: -85839224.000000 Penalty: 59786.730469 Iteration 10Q: 19 clusters Score -8.583922e+07 nChanged 14045 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 108687 members Mstep: Class 2 contains 1010 members Mstep: Class 3 contains 40432 members Mstep: Class 4 contains 2126 members Mstep: Class 6 contains 3262 members Mstep: Class 7 contains 41982 members Mstep: Class 8 contains 5518 members Mstep: Class 9 contains 9465 members Mstep: Class 10 contains 9057 members Mstep: Class 11 contains 47507 members Mstep: Class 12 contains 34050 members Mstep: Class 15 contains 6362 members Mstep: Class 16 contains 92638 members Mstep: Class 17 contains 24006 members Mstep: Class 18 contains 147670 members Mstep: Class 19 contains 6737 members Mstep: Class 20 contains 69901 members Mstep: Class 21 contains 4967 members Entering Unmasked Estep ConsiderDeletion Score: -85846704.000000 Penalty: 59786.730469 Iteration 11Q: 19 clusters Score -8.58467e+07 nChanged 9813 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 108276 members Mstep: Class 2 contains 1000 members Mstep: Class 3 contains 40809 members Mstep: Class 4 contains 2121 members Mstep: Class 6 contains 3300 members Mstep: Class 7 contains 41618 members Mstep: Class 8 contains 4913 members Mstep: Class 9 contains 9663 members Mstep: Class 10 contains 8757 members Mstep: Class 11 contains 47923 members Mstep: Class 12 contains 35403 members Mstep: Class 15 contains 5979 members Mstep: Class 16 contains 93808 members Mstep: Class 17 contains 22807 members Mstep: Class 18 contains 146206 members Mstep: Class 19 contains 5956 members Mstep: Class 20 contains 71843 members Mstep: Class 21 contains 4995 members Entering Unmasked Estep ConsiderDeletion Score: -85850920.000000 Penalty: 59786.730469 Iteration 12Q: 19 clusters Score -8.585092e+07 nChanged 7377 Entering Unmasked Mstep Mstep: Class 0 contains 78 members Mstep: Class 1 contains 107817 members Mstep: Class 2 contains 995 members Mstep: Class 3 contains 41157 members Mstep: Class 4 contains 2118 members Mstep: Class 6 contains 3312 members Mstep: Class 7 contains 41168 members Mstep: Class 8 contains 4480 members Mstep: Class 9 contains 9806 members Mstep: Class 10 contains 8592 members Mstep: Class 11 contains 48244 members Mstep: Class 12 contains 36623 members Mstep: Class 15 contains 5701 members Mstep: Class 16 contains 94658 members Mstep: Class 17 contains 21799 members Mstep: Class 18 contains 145318 members Mstep: Class 19 contains 5403 members Mstep: Class 20 contains 73153 members Mstep: Class 21 contains 5033 members Entering Unmasked Estep ConsiderDeletion Score: -85853928.000000 Penalty: 59786.730469 Iteration 13Q: 19 clusters Score -8.585393e+07 nChanged 5801 Entering Unmasked Mstep Mstep: Class 0 contains 79 members Mstep: Class 1 contains 107363 members Mstep: Class 2 contains 986 members Mstep: Class 3 contains 41493 members Mstep: Class 4 contains 2117 members Mstep: Class 6 contains 3258 members Mstep: Class 7 contains 40702 members Mstep: Class 8 contains 4193 members Mstep: Class 9 contains 9920 members Mstep: Class 10 contains 8475 members Mstep: Class 11 contains 48458 members Mstep: Class 12 contains 37660 members Mstep: Class 15 contains 5496 members Mstep: Class 16 contains 95295 members Mstep: Class 17 contains 21047 members Mstep: Class 18 contains 144753 members Mstep: Class 19 contains 5004 members Mstep: Class 20 contains 74061 members Mstep: Class 21 contains 5095 members Entering Unmasked Estep ConsiderDeletion Score: -85856648.000000 Penalty: 59786.730469 Iteration 14Q: 19 clusters Score -8.585665e+07 nChanged 4592 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 106943 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 41782 members Mstep: Class 4 contains 2115 members Mstep: Class 6 contains 3224 members Mstep: Class 7 contains 40220 members Mstep: Class 8 contains 3968 members Mstep: Class 9 contains 10000 members Mstep: Class 10 contains 8389 members Mstep: Class 11 contains 48617 members Mstep: Class 12 contains 38515 members Mstep: Class 15 contains 5401 members Mstep: Class 16 contains 95782 members Mstep: Class 17 contains 20479 members Mstep: Class 18 contains 144380 members Mstep: Class 19 contains 4694 members Mstep: Class 20 contains 74739 members Mstep: Class 21 contains 5140 members Entering Unmasked Estep ConsiderDeletion Score: -85858552.000000 Penalty: 59786.730469 Iteration 15Q: 19 clusters Score -8.585855e+07 nChanged 3795 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 106537 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 42064 members Mstep: Class 4 contains 2116 members Mstep: Class 6 contains 3169 members Mstep: Class 7 contains 39734 members Mstep: Class 8 contains 3822 members Mstep: Class 9 contains 10051 members Mstep: Class 10 contains 8336 members Mstep: Class 11 contains 48760 members Mstep: Class 12 contains 39169 members Mstep: Class 15 contains 5364 members Mstep: Class 16 contains 96164 members Mstep: Class 17 contains 20112 members Mstep: Class 18 contains 144118 members Mstep: Class 19 contains 4442 members Mstep: Class 20 contains 75232 members Mstep: Class 21 contains 5196 members Entering Unmasked Estep ConsiderDeletion Score: -85860384.000000 Penalty: 59786.730469 Iteration 16Q: 19 clusters Score -8.586038e+07 nChanged 3055 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 106177 members Mstep: Class 2 contains 991 members Mstep: Class 3 contains 42311 members Mstep: Class 4 contains 2116 members Mstep: Class 6 contains 3103 members Mstep: Class 7 contains 39279 members Mstep: Class 8 contains 3717 members Mstep: Class 9 contains 10085 members Mstep: Class 10 contains 8306 members Mstep: Class 11 contains 48912 members Mstep: Class 12 contains 39603 members Mstep: Class 15 contains 5335 members Mstep: Class 16 contains 96475 members Mstep: Class 17 contains 19943 members Mstep: Class 18 contains 143941 members Mstep: Class 19 contains 4237 members Mstep: Class 20 contains 75577 members Mstep: Class 21 contains 5267 members Entering Unmasked Estep ConsiderDeletion Score: -85861008.000000 Penalty: 59786.730469 Iteration 17Q: 19 clusters Score -8.586101e+07 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 105823 members Mstep: Class 2 contains 992 members Mstep: Class 3 contains 42556 members Mstep: Class 4 contains 2113 members Mstep: Class 6 contains 3030 members Mstep: Class 7 contains 38828 members Mstep: Class 8 contains 3662 members Mstep: Class 9 contains 10106 members Mstep: Class 10 contains 8290 members Mstep: Class 11 contains 49017 members Mstep: Class 12 contains 39865 members Mstep: Class 15 contains 5316 members Mstep: Class 16 contains 96708 members Mstep: Class 17 contains 19924 members Mstep: Class 18 contains 143832 members Mstep: Class 19 contains 4102 members Mstep: Class 20 contains 75860 members Mstep: Class 21 contains 5351 members Entering Unmasked Estep ConsiderDeletion Score: -85861632.000000 Penalty: 59786.730469 Iteration 18Q: 19 clusters Score -8.586163e+07 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 105488 members Mstep: Class 2 contains 988 members Mstep: Class 3 contains 42798 members Mstep: Class 4 contains 2113 members Mstep: Class 6 contains 2949 members Mstep: Class 7 contains 38430 members Mstep: Class 8 contains 3601 members Mstep: Class 9 contains 10112 members Mstep: Class 10 contains 8287 members Mstep: Class 11 contains 49119 members Mstep: Class 12 contains 40041 members Mstep: Class 15 contains 5306 members Mstep: Class 16 contains 96926 members Mstep: Class 17 contains 19971 members Mstep: Class 18 contains 143757 members Mstep: Class 19 contains 3991 members Mstep: Class 20 contains 76063 members Mstep: Class 21 contains 5435 members Entering Unmasked Estep ConsiderDeletion Score: -85862072.000000 Penalty: 59786.730469 Iteration 19Q: 19 clusters Score -8.586207e+07 nChanged 1647 Entering Unmasked Mstep Mstep: Class 0 contains 80 members Mstep: Class 1 contains 105236 members Mstep: Class 2 contains 987 members Mstep: Class 3 contains 43044 members Mstep: Class 4 contains 2113 members Mstep: Class 6 contains 2877 members Mstep: Class 7 contains 38051 members Mstep: Class 8 contains 3546 members Mstep: Class 9 contains 10113 members Mstep: Class 10 contains 8283 members Mstep: Class 11 contains 49192 members Mstep: Class 12 contains 40151 members Mstep: Class 15 contains 5297 members Mstep: Class 16 contains 97115 members Mstep: Class 17 contains 20049 members Mstep: Class 18 contains 143707 members Mstep: Class 19 contains 3909 members Mstep: Class 20 contains 76206 members Mstep: Class 21 contains 5499 members Entering Unmasked Estep ConsiderDeletion Score: -85863160.000000 Penalty: 59786.730469 Iteration 20F: 19 clusters Score -8.586316e+07 nChanged 1648 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 104998 members Mstep: Class 2 contains 989 members Mstep: Class 3 contains 43325 members Mstep: Class 4 contains 2103 members Mstep: Class 6 contains 2804 members Mstep: Class 7 contains 37625 members Mstep: Class 8 contains 3540 members Mstep: Class 9 contains 10075 members Mstep: Class 10 contains 8272 members Mstep: Class 11 contains 49221 members Mstep: Class 12 contains 40136 members Mstep: Class 15 contains 5294 members Mstep: Class 16 contains 97269 members Mstep: Class 17 contains 20155 members Mstep: Class 18 contains 143666 members Mstep: Class 19 contains 4032 members Mstep: Class 20 contains 76325 members Mstep: Class 21 contains 5557 members Entering Unmasked Estep ConsiderDeletion Score: -85864000.000000 Penalty: 59786.730469 Iteration 21Q: 19 clusters Score -8.5864e+07 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 104797 members Mstep: Class 2 contains 995 members Mstep: Class 3 contains 43606 members Mstep: Class 4 contains 2101 members Mstep: Class 6 contains 2734 members Mstep: Class 7 contains 37187 members Mstep: Class 8 contains 3518 members Mstep: Class 9 contains 10037 members Mstep: Class 10 contains 8269 members Mstep: Class 11 contains 49311 members Mstep: Class 12 contains 40090 members Mstep: Class 15 contains 5290 members Mstep: Class 16 contains 97421 members Mstep: Class 17 contains 20282 members Mstep: Class 18 contains 143636 members Mstep: Class 19 contains 4089 members Mstep: Class 20 contains 76414 members Mstep: Class 21 contains 5610 members Entering Unmasked Estep ConsiderDeletion Score: -85864376.000000 Penalty: 59786.730469 Iteration 22Q: 19 clusters Score -8.586438e+07 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 104611 members Mstep: Class 2 contains 1000 members Mstep: Class 3 contains 43891 members Mstep: Class 4 contains 2097 members Mstep: Class 6 contains 2653 members Mstep: Class 7 contains 36735 members Mstep: Class 8 contains 3477 members Mstep: Class 9 contains 10038 members Mstep: Class 10 contains 8272 members Mstep: Class 11 contains 49408 members Mstep: Class 12 contains 40029 members Mstep: Class 15 contains 5288 members Mstep: Class 16 contains 97586 members Mstep: Class 17 contains 20415 members Mstep: Class 18 contains 143619 members Mstep: Class 19 contains 4104 members Mstep: Class 20 contains 76484 members Mstep: Class 21 contains 5679 members Entering Unmasked Estep ConsiderDeletion Score: -85864688.000000 Penalty: 59786.730469 Iteration 23Q: 19 clusters Score -8.586469e+07 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 104449 members Mstep: Class 2 contains 1005 members Mstep: Class 3 contains 44169 members Mstep: Class 4 contains 2095 members Mstep: Class 6 contains 2602 members Mstep: Class 7 contains 36315 members Mstep: Class 8 contains 3469 members Mstep: Class 9 contains 10031 members Mstep: Class 10 contains 8277 members Mstep: Class 11 contains 49489 members Mstep: Class 12 contains 40000 members Mstep: Class 15 contains 5281 members Mstep: Class 16 contains 97706 members Mstep: Class 17 contains 20532 members Mstep: Class 18 contains 143594 members Mstep: Class 19 contains 4094 members Mstep: Class 20 contains 76547 members Mstep: Class 21 contains 5732 members Entering Unmasked Estep ConsiderDeletion Score: -85864664.000000 Penalty: 59786.730469 Iteration 24Q: 19 clusters Score -8.586466e+07 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 104279 members Mstep: Class 2 contains 1004 members Mstep: Class 3 contains 44482 members Mstep: Class 4 contains 2094 members Mstep: Class 6 contains 2596 members Mstep: Class 7 contains 35877 members Mstep: Class 8 contains 3459 members Mstep: Class 9 contains 10040 members Mstep: Class 10 contains 8277 members Mstep: Class 11 contains 49554 members Mstep: Class 12 contains 39977 members Mstep: Class 15 contains 5272 members Mstep: Class 16 contains 97818 members Mstep: Class 17 contains 20659 members Mstep: Class 18 contains 143574 members Mstep: Class 19 contains 4049 members Mstep: Class 20 contains 76619 members Mstep: Class 21 contains 5756 members Entering Unmasked Estep ConsiderDeletion Score: -85865416.000000 Penalty: 59786.730469 Iteration 25Q: 19 clusters Score -8.586542e+07 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 104120 members Mstep: Class 2 contains 1009 members Mstep: Class 3 contains 44825 members Mstep: Class 4 contains 2092 members Mstep: Class 6 contains 2602 members Mstep: Class 7 contains 35417 members Mstep: Class 8 contains 3458 members Mstep: Class 9 contains 10047 members Mstep: Class 10 contains 8269 members Mstep: Class 11 contains 49623 members Mstep: Class 12 contains 39967 members Mstep: Class 15 contains 5270 members Mstep: Class 16 contains 97903 members Mstep: Class 17 contains 20759 members Mstep: Class 18 contains 143556 members Mstep: Class 19 contains 4001 members Mstep: Class 20 contains 76697 members Mstep: Class 21 contains 5772 members Entering Unmasked Estep ConsiderDeletion Score: -85865688.000000 Penalty: 59786.730469 Iteration 26Q: 19 clusters Score -8.586569e+07 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 104024 members Mstep: Class 2 contains 1011 members Mstep: Class 3 contains 45174 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2607 members Mstep: Class 7 contains 34965 members Mstep: Class 8 contains 3449 members Mstep: Class 9 contains 10053 members Mstep: Class 10 contains 8271 members Mstep: Class 11 contains 49671 members Mstep: Class 12 contains 39966 members Mstep: Class 15 contains 5269 members Mstep: Class 16 contains 97976 members Mstep: Class 17 contains 20836 members Mstep: Class 18 contains 143525 members Mstep: Class 19 contains 3960 members Mstep: Class 20 contains 76751 members Mstep: Class 21 contains 5788 members Entering Unmasked Estep ConsiderDeletion Score: -85865888.000000 Penalty: 59786.730469 Iteration 27Q: 19 clusters Score -8.586589e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103967 members Mstep: Class 2 contains 1011 members Mstep: Class 3 contains 45530 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2604 members Mstep: Class 7 contains 34486 members Mstep: Class 8 contains 3442 members Mstep: Class 9 contains 10051 members Mstep: Class 10 contains 8275 members Mstep: Class 11 contains 49710 members Mstep: Class 12 contains 39969 members Mstep: Class 15 contains 5270 members Mstep: Class 16 contains 98058 members Mstep: Class 17 contains 20906 members Mstep: Class 18 contains 143507 members Mstep: Class 19 contains 3925 members Mstep: Class 20 contains 76790 members Mstep: Class 21 contains 5795 members Entering Unmasked Estep ConsiderDeletion Score: -85866088.000000 Penalty: 59786.730469 Iteration 28Q: 19 clusters Score -8.586609e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103912 members Mstep: Class 2 contains 1012 members Mstep: Class 3 contains 45883 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2614 members Mstep: Class 7 contains 34017 members Mstep: Class 8 contains 3432 members Mstep: Class 9 contains 10055 members Mstep: Class 10 contains 8293 members Mstep: Class 11 contains 49742 members Mstep: Class 12 contains 39971 members Mstep: Class 15 contains 5270 members Mstep: Class 16 contains 98090 members Mstep: Class 17 contains 20982 members Mstep: Class 18 contains 143496 members Mstep: Class 19 contains 3899 members Mstep: Class 20 contains 76828 members Mstep: Class 21 contains 5800 members Entering Unmasked Estep ConsiderDeletion Score: -85866032.000000 Penalty: 59786.730469 Iteration 29Q: 19 clusters Score -8.586603e+07 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103890 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 46243 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2623 members Mstep: Class 7 contains 33544 members Mstep: Class 8 contains 3427 members Mstep: Class 9 contains 10058 members Mstep: Class 10 contains 8298 members Mstep: Class 11 contains 49766 members Mstep: Class 12 contains 39973 members Mstep: Class 15 contains 5267 members Mstep: Class 16 contains 98129 members Mstep: Class 17 contains 21051 members Mstep: Class 18 contains 143494 members Mstep: Class 19 contains 3868 members Mstep: Class 20 contains 76849 members Mstep: Class 21 contains 5802 members Entering Unmasked Estep ConsiderDeletion Score: -85866000.000000 Penalty: 59786.730469 Iteration 30Q: 19 clusters Score -8.5866e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103866 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 46628 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2635 members Mstep: Class 7 contains 33056 members Mstep: Class 8 contains 3415 members Mstep: Class 9 contains 10059 members Mstep: Class 10 contains 8300 members Mstep: Class 11 contains 49775 members Mstep: Class 12 contains 39976 members Mstep: Class 15 contains 5265 members Mstep: Class 16 contains 98158 members Mstep: Class 17 contains 21126 members Mstep: Class 18 contains 143494 members Mstep: Class 19 contains 3843 members Mstep: Class 20 contains 76881 members Mstep: Class 21 contains 5805 members Entering Unmasked Estep ConsiderDeletion Score: -85866240.000000 Penalty: 59786.730469 Iteration 31Q: 19 clusters Score -8.586624e+07 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103850 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 47030 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2642 members Mstep: Class 7 contains 32561 members Mstep: Class 8 contains 3416 members Mstep: Class 9 contains 10056 members Mstep: Class 10 contains 8307 members Mstep: Class 11 contains 49785 members Mstep: Class 12 contains 39974 members Mstep: Class 15 contains 5266 members Mstep: Class 16 contains 98182 members Mstep: Class 17 contains 21190 members Mstep: Class 18 contains 143493 members Mstep: Class 19 contains 3828 members Mstep: Class 20 contains 76895 members Mstep: Class 21 contains 5807 members Entering Unmasked Estep ConsiderDeletion Score: -85866264.000000 Penalty: 59786.730469 Iteration 32Q: 19 clusters Score -8.586626e+07 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103820 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 47455 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2644 members Mstep: Class 7 contains 32060 members Mstep: Class 8 contains 3413 members Mstep: Class 9 contains 10058 members Mstep: Class 10 contains 8318 members Mstep: Class 11 contains 49799 members Mstep: Class 12 contains 39981 members Mstep: Class 15 contains 5266 members Mstep: Class 16 contains 98205 members Mstep: Class 17 contains 21244 members Mstep: Class 18 contains 143482 members Mstep: Class 19 contains 3811 members Mstep: Class 20 contains 76922 members Mstep: Class 21 contains 5804 members Entering Unmasked Estep ConsiderDeletion Score: -85866448.000000 Penalty: 59786.730469 Iteration 33Q: 19 clusters Score -8.586645e+07 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103817 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 47909 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2653 members Mstep: Class 7 contains 31511 members Mstep: Class 8 contains 3418 members Mstep: Class 9 contains 10059 members Mstep: Class 10 contains 8311 members Mstep: Class 11 contains 49807 members Mstep: Class 12 contains 39982 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 98233 members Mstep: Class 17 contains 21301 members Mstep: Class 18 contains 143476 members Mstep: Class 19 contains 3797 members Mstep: Class 20 contains 76935 members Mstep: Class 21 contains 5805 members Entering Unmasked Estep ConsiderDeletion Score: -85866464.000000 Penalty: 59786.730469 Iteration 34Q: 19 clusters Score -8.586646e+07 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103857 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 48334 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2658 members Mstep: Class 7 contains 30969 members Mstep: Class 8 contains 3421 members Mstep: Class 9 contains 10060 members Mstep: Class 10 contains 8314 members Mstep: Class 11 contains 49823 members Mstep: Class 12 contains 39982 members Mstep: Class 15 contains 5266 members Mstep: Class 16 contains 98246 members Mstep: Class 17 contains 21356 members Mstep: Class 18 contains 143466 members Mstep: Class 19 contains 3776 members Mstep: Class 20 contains 76950 members Mstep: Class 21 contains 5804 members Entering Unmasked Estep ConsiderDeletion Score: -85866640.000000 Penalty: 59786.730469 Iteration 35Q: 19 clusters Score -8.586664e+07 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103873 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 48770 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2661 members Mstep: Class 7 contains 30427 members Mstep: Class 8 contains 3426 members Mstep: Class 9 contains 10060 members Mstep: Class 10 contains 8310 members Mstep: Class 11 contains 49836 members Mstep: Class 12 contains 39985 members Mstep: Class 15 contains 5267 members Mstep: Class 16 contains 98262 members Mstep: Class 17 contains 21401 members Mstep: Class 18 contains 143461 members Mstep: Class 19 contains 3767 members Mstep: Class 20 contains 76970 members Mstep: Class 21 contains 5806 members Entering Unmasked Estep ConsiderDeletion Score: -85866544.000000 Penalty: 59786.730469 Iteration 36Q: 19 clusters Score -8.586654e+07 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103891 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 49206 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 29884 members Mstep: Class 8 contains 3425 members Mstep: Class 9 contains 10056 members Mstep: Class 10 contains 8314 members Mstep: Class 11 contains 49845 members Mstep: Class 12 contains 39992 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 98273 members Mstep: Class 17 contains 21465 members Mstep: Class 18 contains 143457 members Mstep: Class 19 contains 3751 members Mstep: Class 20 contains 76981 members Mstep: Class 21 contains 5807 members Entering Unmasked Estep ConsiderDeletion Score: -85866648.000000 Penalty: 59786.730469 Iteration 37Q: 19 clusters Score -8.586665e+07 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103896 members Mstep: Class 2 contains 1014 members Mstep: Class 3 contains 49654 members Mstep: Class 4 contains 2091 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 29359 members Mstep: Class 8 contains 3421 members Mstep: Class 9 contains 10054 members Mstep: Class 10 contains 8315 members Mstep: Class 11 contains 49850 members Mstep: Class 12 contains 39985 members Mstep: Class 15 contains 5267 members Mstep: Class 16 contains 98302 members Mstep: Class 17 contains 21517 members Mstep: Class 18 contains 143452 members Mstep: Class 19 contains 3743 members Mstep: Class 20 contains 76991 members Mstep: Class 21 contains 5808 members Entering Unmasked Estep ConsiderDeletion Score: -85866880.000000 Penalty: 59786.730469 Iteration 38Q: 19 clusters Score -8.586688e+07 nChanged 713 Entering ConstructFrom: Score: -85866880.000000 Penalty: 59786.730469 Entering ConstructFrom: Trying to split cluster 1 (103895 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103895 members Entering Unmasked Estep Score: -13730005.000000 Penalty: 2864.681641 Iteration 0F: 2 clusters Score -1.373e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51690 members Mstep: Class 2 contains 52205 members Entering Unmasked Estep Score: -13660314.000000 Penalty: 5729.363281 Iteration 0F: 3 clusters Score -1.366031e+07 nChanged 49279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49053 members Mstep: Class 2 contains 54842 members Entering Unmasked Estep Score: -13688735.000000 Penalty: 5729.363281 Iteration 1F: 3 clusters Score -1.368874e+07 nChanged 3496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47331 members Mstep: Class 2 contains 56564 members Entering Unmasked Estep Score: -13689739.000000 Penalty: 5729.363281 Iteration 2Q: 3 clusters Score -1.368974e+07 nChanged 3777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44792 members Mstep: Class 2 contains 59103 members Entering Unmasked Estep Score: -13690955.000000 Penalty: 5729.363281 Iteration 3Q: 3 clusters Score -1.369096e+07 nChanged 4570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41040 members Mstep: Class 2 contains 62855 members Entering Unmasked Estep Score: -13692846.000000 Penalty: 5729.363281 Iteration 4Q: 3 clusters Score -1.369285e+07 nChanged 5768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35664 members Mstep: Class 2 contains 68231 members Entering Unmasked Estep Score: -13696067.000000 Penalty: 5729.363281 Iteration 5F: 3 clusters Score -1.369607e+07 nChanged 7384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28406 members Mstep: Class 2 contains 75489 members Entering Unmasked Estep Score: -13701270.000000 Penalty: 5729.363281 Iteration 6F: 3 clusters Score -1.370127e+07 nChanged 8788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19658 members Mstep: Class 2 contains 84237 members Entering Unmasked Estep Score: -13708871.000000 Penalty: 5729.363281 Iteration 7F: 3 clusters Score -1.370887e+07 nChanged 8628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11046 members Mstep: Class 2 contains 92849 members Entering Unmasked Estep Score: -13717020.000000 Penalty: 5729.363281 Iteration 8F: 3 clusters Score -1.371702e+07 nChanged 6105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 98952 members Entering Unmasked Estep Score: -13722990.000000 Penalty: 5729.363281 Iteration 9F: 3 clusters Score -1.372299e+07 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 101985 members Entering Unmasked Estep Score: -13725821.000000 Penalty: 5729.363281 Iteration 10Q: 3 clusters Score -1.372582e+07 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 103098 members Entering Unmasked Estep Score: -13726820.000000 Penalty: 5729.363281 Iteration 11Q: 3 clusters Score -1.372682e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 103447 members Entering Unmasked Estep Score: -13727209.000000 Penalty: 5729.363281 Iteration 12Q: 3 clusters Score -1.372721e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 103567 members Entering Unmasked Estep Score: -13727372.000000 Penalty: 5729.363281 Iteration 13Q: 3 clusters Score -1.372737e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 103614 members Entering Unmasked Estep Score: -13727450.000000 Penalty: 5729.363281 Iteration 14Q: 3 clusters Score -1.372745e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 103639 members Entering Unmasked Estep Score: -13727474.000000 Penalty: 5729.363281 Iteration 15Q: 3 clusters Score -1.372747e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 103642 members Entering Unmasked Estep Score: -13727510.000000 Penalty: 5729.363281 Iteration 16Q: 3 clusters Score -1.372751e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 103647 members Entering Unmasked Estep Score: -13727530.000000 Penalty: 5729.363281 Iteration 17Q: 3 clusters Score -1.372753e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 103650 members Entering Unmasked Estep Score: -13727540.000000 Penalty: 5729.363281 Iteration 18Q: 3 clusters Score -1.372754e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 103651 members Entering Unmasked Estep Score: -13727539.000000 Penalty: 5729.363281 Iteration 19Q: 3 clusters Score -1.372754e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 103654 members Entering Unmasked Estep Score: -13727543.000000 Penalty: 5729.363281 Iteration 20F: 3 clusters Score -1.372754e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (1014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Entering Unmasked Estep Score: -107960.656250 Penalty: 1716.571167 Iteration 0F: 2 clusters Score -107960.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -106322.687500 Penalty: 3433.142334 Iteration 0F: 3 clusters Score -106322.7 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -107805.718750 Penalty: 3433.142334 Iteration 1F: 3 clusters Score -107805.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -109388.632812 Penalty: 3433.142334 Iteration 2F: 3 clusters Score -109388.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -110580.781250 Penalty: 3433.142334 Iteration 3F: 3 clusters Score -110580.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -110962.453125 Penalty: 3433.142334 Iteration 4Q: 3 clusters Score -110962.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -111095.070312 Penalty: 3433.142334 Iteration 5Q: 3 clusters Score -111095.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -111198.156250 Penalty: 3433.142334 Iteration 6Q: 3 clusters Score -111198.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -111310.664062 Penalty: 3433.142334 Iteration 7Q: 3 clusters Score -111310.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -111457.718750 Penalty: 3433.142334 Iteration 8Q: 3 clusters Score -111457.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -111614.734375 Penalty: 3433.142334 Iteration 9Q: 3 clusters Score -111614.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -111706.273438 Penalty: 3433.142334 Iteration 10Q: 3 clusters Score -111706.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -111721.359375 Penalty: 3433.142334 Iteration 11Q: 3 clusters Score -111721.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -111723.000000 Penalty: 3433.142334 Iteration 12Q: 3 clusters Score -111723 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -111723.000000 Penalty: 3433.142334 Iteration 13F: 3 clusters Score -111723 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103895 members Mstep: Class 2 contains 449 members Mstep: Class 3 contains 50110 members Mstep: Class 4 contains 2091 members Mstep: Class 5 contains 565 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 28822 members Mstep: Class 8 contains 3412 members Mstep: Class 9 contains 10053 members Mstep: Class 10 contains 8311 members Mstep: Class 11 contains 49854 members Mstep: Class 12 contains 39986 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 98327 members Mstep: Class 17 contains 21575 members Mstep: Class 18 contains 143451 members Mstep: Class 19 contains 3741 members Mstep: Class 20 contains 77001 members Mstep: Class 21 contains 5808 members Entering Unmasked Estep Score: -85868960.000000 Penalty: 63108.214844 Splitting cluster 2 changes total score from -85866880.000000 to -85868960.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 3 (50110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50110 members Entering Unmasked Estep Score: -6864599.000000 Penalty: 2683.850098 Iteration 0F: 2 clusters Score -6864599 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24993 members Mstep: Class 2 contains 25117 members Entering Unmasked Estep Score: -6830829.500000 Penalty: 5367.700195 Iteration 0F: 3 clusters Score -6830830 nChanged 23102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24739 members Mstep: Class 2 contains 25371 members Entering Unmasked Estep Score: -6843583.000000 Penalty: 5367.700195 Iteration 1F: 3 clusters Score -6843583 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24596 members Mstep: Class 2 contains 25514 members Entering Unmasked Estep Score: -6844025.000000 Penalty: 5367.700195 Iteration 2Q: 3 clusters Score -6844025 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24391 members Mstep: Class 2 contains 25719 members Entering Unmasked Estep Score: -6844452.500000 Penalty: 5367.700195 Iteration 3Q: 3 clusters Score -6844452 nChanged 1526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24059 members Mstep: Class 2 contains 26051 members Entering Unmasked Estep Score: -6844780.000000 Penalty: 5367.700195 Iteration 4Q: 3 clusters Score -6844780 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23515 members Mstep: Class 2 contains 26595 members Entering Unmasked Estep Score: -6845176.000000 Penalty: 5367.700195 Iteration 5Q: 3 clusters Score -6845176 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22761 members Mstep: Class 2 contains 27349 members Entering Unmasked Estep Score: -6845537.500000 Penalty: 5367.700195 Iteration 6Q: 3 clusters Score -6845538 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21732 members Mstep: Class 2 contains 28378 members Entering Unmasked Estep Score: -6845972.000000 Penalty: 5367.700195 Iteration 7Q: 3 clusters Score -6845972 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20333 members Mstep: Class 2 contains 29777 members Entering Unmasked Estep Score: -6846576.500000 Penalty: 5367.700195 Iteration 8Q: 3 clusters Score -6846576 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 31699 members Entering Unmasked Estep Score: -6847448.500000 Penalty: 5367.700195 Iteration 9Q: 3 clusters Score -6847448 nChanged 2548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15935 members Mstep: Class 2 contains 34175 members Entering Unmasked Estep Score: -6848875.000000 Penalty: 5367.700195 Iteration 10F: 3 clusters Score -6848875 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12782 members Mstep: Class 2 contains 37328 members Entering Unmasked Estep Score: -6851074.500000 Penalty: 5367.700195 Iteration 11F: 3 clusters Score -6851074 nChanged 3577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9221 members Mstep: Class 2 contains 40889 members Entering Unmasked Estep Score: -6853990.000000 Penalty: 5367.700195 Iteration 12F: 3 clusters Score -6853990 nChanged 3405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 44290 members Entering Unmasked Estep Score: -6857082.500000 Penalty: 5367.700195 Iteration 13F: 3 clusters Score -6857082 nChanged 2539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 46825 members Entering Unmasked Estep Score: -6859401.000000 Penalty: 5367.700195 Iteration 14F: 3 clusters Score -6859401 nChanged 1558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 48381 members Entering Unmasked Estep Score: -6860804.500000 Penalty: 5367.700195 Iteration 15Q: 3 clusters Score -6860804 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 49178 members Entering Unmasked Estep Score: -6861553.000000 Penalty: 5367.700195 Iteration 16Q: 3 clusters Score -6861553 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 49523 members Entering Unmasked Estep Score: -6861907.500000 Penalty: 5367.700195 Iteration 17Q: 3 clusters Score -6861908 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 49655 members Entering Unmasked Estep Score: -6862062.000000 Penalty: 5367.700195 Iteration 18Q: 3 clusters Score -6862062 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 49720 members Entering Unmasked Estep Score: -6862170.500000 Penalty: 5367.700195 Iteration 19Q: 3 clusters Score -6862170 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 49749 members Entering Unmasked Estep Score: -6862234.500000 Penalty: 5367.700195 Iteration 20F: 3 clusters Score -6862234 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 49763 members Entering Unmasked Estep Score: -6862270.000000 Penalty: 5367.700195 Iteration 21Q: 3 clusters Score -6862270 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 49775 members Entering Unmasked Estep Score: -6862287.500000 Penalty: 5367.700195 Iteration 22Q: 3 clusters Score -6862288 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 49784 members Entering Unmasked Estep Score: -6862317.000000 Penalty: 5367.700195 Iteration 23Q: 3 clusters Score -6862317 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 49791 members Entering Unmasked Estep Score: -6862329.000000 Penalty: 5367.700195 Iteration 24Q: 3 clusters Score -6862329 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 49793 members Entering Unmasked Estep Score: -6862329.500000 Penalty: 5367.700195 Iteration 25Q: 3 clusters Score -6862330 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 49794 members Entering Unmasked Estep Score: -6862343.000000 Penalty: 5367.700195 Iteration 26Q: 3 clusters Score -6862343 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 49797 members Entering Unmasked Estep Score: -6862348.000000 Penalty: 5367.700195 Iteration 27Q: 3 clusters Score -6862348 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 49798 members Entering Unmasked Estep Score: -6862347.000000 Penalty: 5367.700195 Iteration 28Q: 3 clusters Score -6862347 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 49798 members Entering Unmasked Estep Score: -6862347.000000 Penalty: 5367.700195 Iteration 29F: 3 clusters Score -6862347 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (2091 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Entering Unmasked Estep Score: -235517.703125 Penalty: 1896.058594 Iteration 0F: 2 clusters Score -235517.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -233029.171875 Penalty: 3792.117188 Iteration 0F: 3 clusters Score -233029.2 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -234955.125000 Penalty: 3792.117188 Iteration 1F: 3 clusters Score -234955.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -236153.593750 Penalty: 3792.117188 Iteration 2F: 3 clusters Score -236153.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -237649.218750 Penalty: 3792.117188 Iteration 3F: 3 clusters Score -237649.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -238518.203125 Penalty: 3792.117188 Iteration 4F: 3 clusters Score -238518.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -238696.984375 Penalty: 3792.117188 Iteration 5Q: 3 clusters Score -238697 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -238774.593750 Penalty: 3792.117188 Iteration 6Q: 3 clusters Score -238774.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -238822.578125 Penalty: 3792.117188 Iteration 7Q: 3 clusters Score -238822.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -238852.156250 Penalty: 3792.117188 Iteration 8Q: 3 clusters Score -238852.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -238868.406250 Penalty: 3792.117188 Iteration 9Q: 3 clusters Score -238868.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -238882.703125 Penalty: 3792.117188 Iteration 10Q: 3 clusters Score -238882.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -238895.296875 Penalty: 3792.117188 Iteration 11Q: 3 clusters Score -238895.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -238913.156250 Penalty: 3792.117188 Iteration 12Q: 3 clusters Score -238913.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -238925.359375 Penalty: 3792.117188 Iteration 13Q: 3 clusters Score -238925.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -238928.046875 Penalty: 3792.117188 Iteration 14Q: 3 clusters Score -238928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -238929.750000 Penalty: 3792.117188 Iteration 15Q: 3 clusters Score -238929.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -238930.140625 Penalty: 3792.117188 Iteration 16Q: 3 clusters Score -238930.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -238930.500000 Penalty: 3792.117188 Iteration 17Q: 3 clusters Score -238930.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -238931.093750 Penalty: 3792.117188 Iteration 18F: 3 clusters Score -238931.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -238932.093750 Penalty: 3792.117188 Iteration 19Q: 3 clusters Score -238932.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -238933.000000 Penalty: 3792.117188 Iteration 20F: 3 clusters Score -238933 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -238937.421875 Penalty: 3792.117188 Iteration 21Q: 3 clusters Score -238937.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -238959.687500 Penalty: 3792.117188 Iteration 22Q: 3 clusters Score -238959.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -238996.671875 Penalty: 3792.117188 Iteration 23Q: 3 clusters Score -238996.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -239047.828125 Penalty: 3792.117188 Iteration 24Q: 3 clusters Score -239047.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -239063.515625 Penalty: 3792.117188 Iteration 25Q: 3 clusters Score -239063.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -239071.015625 Penalty: 3792.117188 Iteration 26Q: 3 clusters Score -239071 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -239072.625000 Penalty: 3792.117188 Iteration 27Q: 3 clusters Score -239072.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -239073.171875 Penalty: 3792.117188 Iteration 28Q: 3 clusters Score -239073.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -239075.281250 Penalty: 3792.117188 Iteration 29Q: 3 clusters Score -239075.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -239075.734375 Penalty: 3792.117188 Iteration 30Q: 3 clusters Score -239075.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -239077.640625 Penalty: 3792.117188 Iteration 31Q: 3 clusters Score -239077.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -239080.578125 Penalty: 3792.117188 Iteration 32Q: 3 clusters Score -239080.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -239082.250000 Penalty: 3792.117188 Iteration 33Q: 3 clusters Score -239082.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -239083.734375 Penalty: 3792.117188 Iteration 34Q: 3 clusters Score -239083.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -239085.046875 Penalty: 3792.117188 Iteration 35Q: 3 clusters Score -239085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -239088.546875 Penalty: 3792.117188 Iteration 36Q: 3 clusters Score -239088.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -239089.890625 Penalty: 3792.117188 Iteration 37Q: 3 clusters Score -239089.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -239096.078125 Penalty: 3792.117188 Iteration 38Q: 3 clusters Score -239096.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -239100.062500 Penalty: 3792.117188 Iteration 39Q: 3 clusters Score -239100.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -239126.046875 Penalty: 3792.117188 Iteration 40F: 3 clusters Score -239126 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -239242.046875 Penalty: 3792.117188 Iteration 41Q: 3 clusters Score -239242 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -239525.125000 Penalty: 3792.117188 Iteration 42Q: 3 clusters Score -239525.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -239968.359375 Penalty: 3792.117188 Iteration 43Q: 3 clusters Score -239968.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -240092.687500 Penalty: 3792.117188 Iteration 44Q: 3 clusters Score -240092.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -240234.156250 Penalty: 3792.117188 Iteration 45Q: 3 clusters Score -240234.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -240357.171875 Penalty: 3792.117188 Iteration 46Q: 3 clusters Score -240357.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -240457.781250 Penalty: 3792.117188 Iteration 47Q: 3 clusters Score -240457.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -240544.187500 Penalty: 3792.117188 Iteration 48Q: 3 clusters Score -240544.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -240707.406250 Penalty: 3792.117188 Iteration 49Q: 3 clusters Score -240707.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -240844.312500 Penalty: 3792.117188 Iteration 50Q: 3 clusters Score -240844.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -240894.609375 Penalty: 3792.117188 Iteration 51Q: 3 clusters Score -240894.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -240948.968750 Penalty: 3792.117188 Iteration 52Q: 3 clusters Score -240949 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -240998.015625 Penalty: 3792.117188 Iteration 53Q: 3 clusters Score -240998 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -241078.437500 Penalty: 3792.117188 Iteration 54Q: 3 clusters Score -241078.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -241205.687500 Penalty: 3792.117188 Iteration 55Q: 3 clusters Score -241205.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -241442.968750 Penalty: 3792.117188 Iteration 56Q: 3 clusters Score -241443 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -241961.015625 Penalty: 3792.117188 Iteration 57Q: 3 clusters Score -241961 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -242895.046875 Penalty: 3792.117188 Iteration 58Q: 3 clusters Score -242895 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -242909.093750 Penalty: 3792.117188 Iteration 59Q: 3 clusters Score -242909.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -242909.093750 Penalty: 3792.117188 Iteration 60F: 3 clusters Score -242909.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103895 members Mstep: Class 2 contains 449 members Mstep: Class 3 contains 50110 members Mstep: Class 4 contains 1051 members Mstep: Class 5 contains 565 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 28822 members Mstep: Class 8 contains 3412 members Mstep: Class 9 contains 10053 members Mstep: Class 10 contains 8311 members Mstep: Class 11 contains 49854 members Mstep: Class 12 contains 39986 members Mstep: Class 13 contains 1040 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 98327 members Mstep: Class 17 contains 21575 members Mstep: Class 18 contains 143451 members Mstep: Class 19 contains 3741 members Mstep: Class 20 contains 77001 members Mstep: Class 21 contains 5808 members Entering Unmasked Estep Score: -85874936.000000 Penalty: 66429.703125 Splitting cluster 4 changes total score from -85866880.000000 to -85874936.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 6 (2668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Entering Unmasked Estep Score: -345734.625000 Penalty: 1956.492920 Iteration 0F: 2 clusters Score -345734.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -342701.781250 Penalty: 3912.985840 Iteration 0F: 3 clusters Score -342701.8 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -343323.906250 Penalty: 3912.985840 Iteration 1F: 3 clusters Score -343323.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -343505.843750 Penalty: 3912.985840 Iteration 2F: 3 clusters Score -343505.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -343670.156250 Penalty: 3912.985840 Iteration 3Q: 3 clusters Score -343670.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -343812.343750 Penalty: 3912.985840 Iteration 4Q: 3 clusters Score -343812.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -343961.687500 Penalty: 3912.985840 Iteration 5Q: 3 clusters Score -343961.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -344126.218750 Penalty: 3912.985840 Iteration 6Q: 3 clusters Score -344126.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -344322.125000 Penalty: 3912.985840 Iteration 7F: 3 clusters Score -344322.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -344511.843750 Penalty: 3912.985840 Iteration 8F: 3 clusters Score -344511.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -344674.125000 Penalty: 3912.985840 Iteration 9Q: 3 clusters Score -344674.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -344841.968750 Penalty: 3912.985840 Iteration 10Q: 3 clusters Score -344842 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -345023.468750 Penalty: 3912.985840 Iteration 11Q: 3 clusters Score -345023.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -345210.468750 Penalty: 3912.985840 Iteration 12Q: 3 clusters Score -345210.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -345370.843750 Penalty: 3912.985840 Iteration 13Q: 3 clusters Score -345370.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -345450.500000 Penalty: 3912.985840 Iteration 14Q: 3 clusters Score -345450.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -345491.531250 Penalty: 3912.985840 Iteration 15Q: 3 clusters Score -345491.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -345506.562500 Penalty: 3912.985840 Iteration 16Q: 3 clusters Score -345506.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -345514.000000 Penalty: 3912.985840 Iteration 17Q: 3 clusters Score -345514 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -345515.406250 Penalty: 3912.985840 Iteration 18Q: 3 clusters Score -345515.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -345517.312500 Penalty: 3912.985840 Iteration 19Q: 3 clusters Score -345517.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -345517.656250 Penalty: 3912.985840 Iteration 20F: 3 clusters Score -345517.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (28822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28822 members Entering Unmasked Estep Score: -3746124.500000 Penalty: 2546.685791 Iteration 0F: 2 clusters Score -3746124 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14575 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -3726324.500000 Penalty: 5093.371582 Iteration 0F: 3 clusters Score -3726324 nChanged 13019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15648 members Mstep: Class 2 contains 13174 members Entering Unmasked Estep Score: -3733503.000000 Penalty: 5093.371582 Iteration 1F: 3 clusters Score -3733503 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16237 members Mstep: Class 2 contains 12585 members Entering Unmasked Estep Score: -3734156.750000 Penalty: 5093.371582 Iteration 2F: 3 clusters Score -3734157 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16995 members Mstep: Class 2 contains 11827 members Entering Unmasked Estep Score: -3734991.000000 Penalty: 5093.371582 Iteration 3F: 3 clusters Score -3734991 nChanged 1603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17958 members Mstep: Class 2 contains 10864 members Entering Unmasked Estep Score: -3736091.000000 Penalty: 5093.371582 Iteration 4F: 3 clusters Score -3736091 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19015 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -3737489.750000 Penalty: 5093.371582 Iteration 5F: 3 clusters Score -3737490 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20021 members Mstep: Class 2 contains 8801 members Entering Unmasked Estep Score: -3738941.500000 Penalty: 5093.371582 Iteration 6F: 3 clusters Score -3738942 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20817 members Mstep: Class 2 contains 8005 members Entering Unmasked Estep Score: -3740268.500000 Penalty: 5093.371582 Iteration 7F: 3 clusters Score -3740268 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21389 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -3741356.500000 Penalty: 5093.371582 Iteration 8Q: 3 clusters Score -3741356 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21787 members Mstep: Class 2 contains 7035 members Entering Unmasked Estep Score: -3742207.750000 Penalty: 5093.371582 Iteration 9Q: 3 clusters Score -3742208 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22065 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -3742828.000000 Penalty: 5093.371582 Iteration 10Q: 3 clusters Score -3742828 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22254 members Mstep: Class 2 contains 6568 members Entering Unmasked Estep Score: -3743222.500000 Penalty: 5093.371582 Iteration 11Q: 3 clusters Score -3743222 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22484 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -3743532.000000 Penalty: 5093.371582 Iteration 12Q: 3 clusters Score -3743532 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22708 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -3743751.750000 Penalty: 5093.371582 Iteration 13Q: 3 clusters Score -3743752 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22935 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -3743911.000000 Penalty: 5093.371582 Iteration 14Q: 3 clusters Score -3743911 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23145 members Mstep: Class 2 contains 5677 members Entering Unmasked Estep Score: -3744028.250000 Penalty: 5093.371582 Iteration 15Q: 3 clusters Score -3744028 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23342 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -3744134.000000 Penalty: 5093.371582 Iteration 16Q: 3 clusters Score -3744134 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23527 members Mstep: Class 2 contains 5295 members Entering Unmasked Estep Score: -3744233.000000 Penalty: 5093.371582 Iteration 17Q: 3 clusters Score -3744233 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23692 members Mstep: Class 2 contains 5130 members Entering Unmasked Estep Score: -3744304.250000 Penalty: 5093.371582 Iteration 18Q: 3 clusters Score -3744304 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23858 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -3744349.000000 Penalty: 5093.371582 Iteration 19Q: 3 clusters Score -3744349 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24019 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -3744415.000000 Penalty: 5093.371582 Iteration 20F: 3 clusters Score -3744415 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24136 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -3744437.250000 Penalty: 5093.371582 Iteration 21Q: 3 clusters Score -3744437 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24241 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -3744467.750000 Penalty: 5093.371582 Iteration 22Q: 3 clusters Score -3744468 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24335 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -3744487.750000 Penalty: 5093.371582 Iteration 23Q: 3 clusters Score -3744488 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24413 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -3744502.000000 Penalty: 5093.371582 Iteration 24Q: 3 clusters Score -3744502 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24485 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -3744521.500000 Penalty: 5093.371582 Iteration 25Q: 3 clusters Score -3744522 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24554 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -3744543.250000 Penalty: 5093.371582 Iteration 26Q: 3 clusters Score -3744543 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24620 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -3744549.250000 Penalty: 5093.371582 Iteration 27Q: 3 clusters Score -3744549 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24675 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -3744554.750000 Penalty: 5093.371582 Iteration 28Q: 3 clusters Score -3744555 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24722 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -3744562.750000 Penalty: 5093.371582 Iteration 29Q: 3 clusters Score -3744563 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24770 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -3744571.000000 Penalty: 5093.371582 Iteration 30Q: 3 clusters Score -3744571 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24822 members Mstep: Class 2 contains 4000 members Entering Unmasked Estep Score: -3744580.500000 Penalty: 5093.371582 Iteration 31Q: 3 clusters Score -3744580 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24866 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -3744594.250000 Penalty: 5093.371582 Iteration 32Q: 3 clusters Score -3744594 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24902 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -3744596.000000 Penalty: 5093.371582 Iteration 33Q: 3 clusters Score -3744596 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24936 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -3744602.000000 Penalty: 5093.371582 Iteration 34Q: 3 clusters Score -3744602 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24956 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -3744600.000000 Penalty: 5093.371582 Iteration 35Q: 3 clusters Score -3744600 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24975 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -3744605.000000 Penalty: 5093.371582 Iteration 36Q: 3 clusters Score -3744605 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24994 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -3744603.000000 Penalty: 5093.371582 Iteration 37Q: 3 clusters Score -3744603 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25012 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -3744599.750000 Penalty: 5093.371582 Iteration 38Q: 3 clusters Score -3744600 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25027 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -3744598.250000 Penalty: 5093.371582 Iteration 39Q: 3 clusters Score -3744598 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25049 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -3744606.250000 Penalty: 5093.371582 Iteration 40F: 3 clusters Score -3744606 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25066 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -3744610.000000 Penalty: 5093.371582 Iteration 41Q: 3 clusters Score -3744610 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25086 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -3744611.500000 Penalty: 5093.371582 Iteration 42Q: 3 clusters Score -3744612 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25100 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -3744611.250000 Penalty: 5093.371582 Iteration 43Q: 3 clusters Score -3744611 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25112 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -3744609.500000 Penalty: 5093.371582 Iteration 44Q: 3 clusters Score -3744610 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25122 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -3744612.750000 Penalty: 5093.371582 Iteration 45Q: 3 clusters Score -3744613 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25137 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -3744620.000000 Penalty: 5093.371582 Iteration 46Q: 3 clusters Score -3744620 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25149 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -3744615.750000 Penalty: 5093.371582 Iteration 47Q: 3 clusters Score -3744616 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25161 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -3744614.250000 Penalty: 5093.371582 Iteration 48Q: 3 clusters Score -3744614 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25179 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -3744628.500000 Penalty: 5093.371582 Iteration 49Q: 3 clusters Score -3744628 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25190 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -3744635.500000 Penalty: 5093.371582 Iteration 50Q: 3 clusters Score -3744636 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25206 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -3744635.750000 Penalty: 5093.371582 Iteration 51Q: 3 clusters Score -3744636 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25220 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -3744642.750000 Penalty: 5093.371582 Iteration 52Q: 3 clusters Score -3744643 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25234 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -3744643.500000 Penalty: 5093.371582 Iteration 53Q: 3 clusters Score -3744644 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25248 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -3744648.000000 Penalty: 5093.371582 Iteration 54Q: 3 clusters Score -3744648 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25261 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -3744645.250000 Penalty: 5093.371582 Iteration 55Q: 3 clusters Score -3744645 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25270 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -3744654.500000 Penalty: 5093.371582 Iteration 56Q: 3 clusters Score -3744654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25272 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -3744649.250000 Penalty: 5093.371582 Iteration 57Q: 3 clusters Score -3744649 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25274 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -3744649.250000 Penalty: 5093.371582 Iteration 58Q: 3 clusters Score -3744649 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25275 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -3744649.750000 Penalty: 5093.371582 Iteration 59Q: 3 clusters Score -3744650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25277 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -3744648.750000 Penalty: 5093.371582 Iteration 60F: 3 clusters Score -3744649 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25279 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -3744649.000000 Penalty: 5093.371582 Iteration 61Q: 3 clusters Score -3744649 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25279 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -3744649.000000 Penalty: 5093.371582 Iteration 62F: 3 clusters Score -3744649 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3412 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Entering Unmasked Estep Score: -426399.875000 Penalty: 2017.493286 Iteration 0F: 2 clusters Score -426399.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -422845.906250 Penalty: 4034.986572 Iteration 0F: 3 clusters Score -422845.9 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -423697.156250 Penalty: 4034.986572 Iteration 1F: 3 clusters Score -423697.2 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -423900.656250 Penalty: 4034.986572 Iteration 2F: 3 clusters Score -423900.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -424015.875000 Penalty: 4034.986572 Iteration 3Q: 3 clusters Score -424015.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -424095.718750 Penalty: 4034.986572 Iteration 4Q: 3 clusters Score -424095.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -424145.187500 Penalty: 4034.986572 Iteration 5Q: 3 clusters Score -424145.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -424179.062500 Penalty: 4034.986572 Iteration 6Q: 3 clusters Score -424179.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -424217.656250 Penalty: 4034.986572 Iteration 7Q: 3 clusters Score -424217.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -424242.656250 Penalty: 4034.986572 Iteration 8Q: 3 clusters Score -424242.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -424262.750000 Penalty: 4034.986572 Iteration 9Q: 3 clusters Score -424262.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -424282.156250 Penalty: 4034.986572 Iteration 10Q: 3 clusters Score -424282.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -424300.593750 Penalty: 4034.986572 Iteration 11Q: 3 clusters Score -424300.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -424328.625000 Penalty: 4034.986572 Iteration 12Q: 3 clusters Score -424328.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -424357.968750 Penalty: 4034.986572 Iteration 13Q: 3 clusters Score -424358 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -424395.375000 Penalty: 4034.986572 Iteration 14Q: 3 clusters Score -424395.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -424420.781250 Penalty: 4034.986572 Iteration 15Q: 3 clusters Score -424420.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -424443.250000 Penalty: 4034.986572 Iteration 16Q: 3 clusters Score -424443.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -424461.437500 Penalty: 4034.986572 Iteration 17Q: 3 clusters Score -424461.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -424475.937500 Penalty: 4034.986572 Iteration 18Q: 3 clusters Score -424475.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -424493.843750 Penalty: 4034.986572 Iteration 19Q: 3 clusters Score -424493.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -424513.250000 Penalty: 4034.986572 Iteration 20F: 3 clusters Score -424513.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -424528.468750 Penalty: 4034.986572 Iteration 21Q: 3 clusters Score -424528.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -424544.468750 Penalty: 4034.986572 Iteration 22Q: 3 clusters Score -424544.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -424559.406250 Penalty: 4034.986572 Iteration 23Q: 3 clusters Score -424559.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -424567.812500 Penalty: 4034.986572 Iteration 24Q: 3 clusters Score -424567.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -424576.875000 Penalty: 4034.986572 Iteration 25Q: 3 clusters Score -424576.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -424581.718750 Penalty: 4034.986572 Iteration 26Q: 3 clusters Score -424581.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -424586.656250 Penalty: 4034.986572 Iteration 27Q: 3 clusters Score -424586.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -424592.031250 Penalty: 4034.986572 Iteration 28Q: 3 clusters Score -424592 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -424594.062500 Penalty: 4034.986572 Iteration 29Q: 3 clusters Score -424594.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -424596.062500 Penalty: 4034.986572 Iteration 30Q: 3 clusters Score -424596.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -424599.468750 Penalty: 4034.986572 Iteration 31Q: 3 clusters Score -424599.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -424600.156250 Penalty: 4034.986572 Iteration 32Q: 3 clusters Score -424600.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -424600.812500 Penalty: 4034.986572 Iteration 33Q: 3 clusters Score -424600.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -424601.437500 Penalty: 4034.986572 Iteration 34Q: 3 clusters Score -424601.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -424602.187500 Penalty: 4034.986572 Iteration 35Q: 3 clusters Score -424602.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -424603.062500 Penalty: 4034.986572 Iteration 36Q: 3 clusters Score -424603.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -424603.062500 Penalty: 4034.986572 Iteration 37F: 3 clusters Score -424603.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Entering Unmasked Estep Score: -1304896.500000 Penalty: 2285.475342 Iteration 0F: 2 clusters Score -1304896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 5072 members Entering Unmasked Estep Score: -1297086.250000 Penalty: 4570.950684 Iteration 0F: 3 clusters Score -1297086 nChanged 4214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4807 members Mstep: Class 2 contains 5246 members Entering Unmasked Estep Score: -1299431.250000 Penalty: 4570.950684 Iteration 1F: 3 clusters Score -1299431 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -1299875.625000 Penalty: 4570.950684 Iteration 2F: 3 clusters Score -1299876 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 5220 members Entering Unmasked Estep Score: -1300228.250000 Penalty: 4570.950684 Iteration 3F: 3 clusters Score -1300228 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -1300490.125000 Penalty: 4570.950684 Iteration 4F: 3 clusters Score -1300490 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5097 members Mstep: Class 2 contains 4956 members Entering Unmasked Estep Score: -1300743.625000 Penalty: 4570.950684 Iteration 5Q: 3 clusters Score -1300744 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 4712 members Entering Unmasked Estep Score: -1301007.375000 Penalty: 4570.950684 Iteration 6Q: 3 clusters Score -1301007 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -1301294.125000 Penalty: 4570.950684 Iteration 7F: 3 clusters Score -1301294 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1301569.375000 Penalty: 4570.950684 Iteration 8Q: 3 clusters Score -1301569 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -1301838.625000 Penalty: 4570.950684 Iteration 9Q: 3 clusters Score -1301839 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1302104.500000 Penalty: 4570.950684 Iteration 10Q: 3 clusters Score -1302104 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -1302359.000000 Penalty: 4570.950684 Iteration 11Q: 3 clusters Score -1302359 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7470 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -1302614.500000 Penalty: 4570.950684 Iteration 12Q: 3 clusters Score -1302614 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7793 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -1302812.500000 Penalty: 4570.950684 Iteration 13Q: 3 clusters Score -1302812 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1302964.500000 Penalty: 4570.950684 Iteration 14Q: 3 clusters Score -1302964 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8238 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -1303066.125000 Penalty: 4570.950684 Iteration 15Q: 3 clusters Score -1303066 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8382 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -1303139.125000 Penalty: 4570.950684 Iteration 16Q: 3 clusters Score -1303139 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8508 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -1303200.500000 Penalty: 4570.950684 Iteration 17Q: 3 clusters Score -1303200 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8607 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1303252.875000 Penalty: 4570.950684 Iteration 18Q: 3 clusters Score -1303253 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1303305.375000 Penalty: 4570.950684 Iteration 19Q: 3 clusters Score -1303305 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8793 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1303355.375000 Penalty: 4570.950684 Iteration 20F: 3 clusters Score -1303355 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -1303399.625000 Penalty: 4570.950684 Iteration 21Q: 3 clusters Score -1303400 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -1303430.625000 Penalty: 4570.950684 Iteration 22Q: 3 clusters Score -1303431 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -1303449.625000 Penalty: 4570.950684 Iteration 23Q: 3 clusters Score -1303450 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -1303472.875000 Penalty: 4570.950684 Iteration 24Q: 3 clusters Score -1303473 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9070 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -1303493.625000 Penalty: 4570.950684 Iteration 25Q: 3 clusters Score -1303494 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9094 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -1303510.375000 Penalty: 4570.950684 Iteration 26Q: 3 clusters Score -1303510 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1303526.375000 Penalty: 4570.950684 Iteration 27Q: 3 clusters Score -1303526 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -1303541.625000 Penalty: 4570.950684 Iteration 28Q: 3 clusters Score -1303542 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9177 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1303558.375000 Penalty: 4570.950684 Iteration 29Q: 3 clusters Score -1303558 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -1303565.500000 Penalty: 4570.950684 Iteration 30Q: 3 clusters Score -1303566 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9217 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1303577.375000 Penalty: 4570.950684 Iteration 31Q: 3 clusters Score -1303577 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9233 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -1303582.750000 Penalty: 4570.950684 Iteration 32Q: 3 clusters Score -1303583 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1303588.000000 Penalty: 4570.950684 Iteration 33Q: 3 clusters Score -1303588 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9252 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1303595.125000 Penalty: 4570.950684 Iteration 34Q: 3 clusters Score -1303595 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -1303595.750000 Penalty: 4570.950684 Iteration 35Q: 3 clusters Score -1303596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1303597.375000 Penalty: 4570.950684 Iteration 36Q: 3 clusters Score -1303597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9268 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1303598.750000 Penalty: 4570.950684 Iteration 37Q: 3 clusters Score -1303599 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1303600.375000 Penalty: 4570.950684 Iteration 38Q: 3 clusters Score -1303600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -1303597.500000 Penalty: 4570.950684 Iteration 39Q: 3 clusters Score -1303598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9272 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1303597.375000 Penalty: 4570.950684 Iteration 40F: 3 clusters Score -1303597 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1303598.000000 Penalty: 4570.950684 Iteration 41Q: 3 clusters Score -1303598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9274 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -1303600.750000 Penalty: 4570.950684 Iteration 42Q: 3 clusters Score -1303601 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1303602.125000 Penalty: 4570.950684 Iteration 43Q: 3 clusters Score -1303602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9280 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1303601.875000 Penalty: 4570.950684 Iteration 44Q: 3 clusters Score -1303602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -1303604.250000 Penalty: 4570.950684 Iteration 45Q: 3 clusters Score -1303604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -1303602.625000 Penalty: 4570.950684 Iteration 46Q: 3 clusters Score -1303603 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9283 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -1303602.375000 Penalty: 4570.950684 Iteration 47Q: 3 clusters Score -1303602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9286 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1303603.250000 Penalty: 4570.950684 Iteration 48Q: 3 clusters Score -1303603 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9287 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -1303604.125000 Penalty: 4570.950684 Iteration 49Q: 3 clusters Score -1303604 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1303603.875000 Penalty: 4570.950684 Iteration 50Q: 3 clusters Score -1303604 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9289 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1303603.875000 Penalty: 4570.950684 Iteration 51F: 3 clusters Score -1303604 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8311 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Entering Unmasked Estep Score: -1040230.437500 Penalty: 2238.283203 Iteration 0F: 2 clusters Score -1040230 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 4087 members Entering Unmasked Estep Score: -1033711.750000 Penalty: 4476.566406 Iteration 0F: 3 clusters Score -1033712 nChanged 3354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -1035458.750000 Penalty: 4476.566406 Iteration 1F: 3 clusters Score -1035459 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1035776.937500 Penalty: 4476.566406 Iteration 2F: 3 clusters Score -1035777 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -1036090.687500 Penalty: 4476.566406 Iteration 3F: 3 clusters Score -1036091 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -1036478.750000 Penalty: 4476.566406 Iteration 4F: 3 clusters Score -1036479 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -1036898.062500 Penalty: 4476.566406 Iteration 5F: 3 clusters Score -1036898 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1037301.500000 Penalty: 4476.566406 Iteration 6F: 3 clusters Score -1037302 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -1037651.250000 Penalty: 4476.566406 Iteration 7F: 3 clusters Score -1037651 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -1037887.125000 Penalty: 4476.566406 Iteration 8Q: 3 clusters Score -1037887 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -1038052.250000 Penalty: 4476.566406 Iteration 9Q: 3 clusters Score -1038052 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -1038173.312500 Penalty: 4476.566406 Iteration 10Q: 3 clusters Score -1038173 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -1038255.625000 Penalty: 4476.566406 Iteration 11Q: 3 clusters Score -1038256 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -1038318.562500 Penalty: 4476.566406 Iteration 12Q: 3 clusters Score -1038319 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -1038376.875000 Penalty: 4476.566406 Iteration 13Q: 3 clusters Score -1038377 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1038416.812500 Penalty: 4476.566406 Iteration 14Q: 3 clusters Score -1038417 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -1038454.625000 Penalty: 4476.566406 Iteration 15Q: 3 clusters Score -1038455 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -1038497.375000 Penalty: 4476.566406 Iteration 16Q: 3 clusters Score -1038497 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -1038546.625000 Penalty: 4476.566406 Iteration 17Q: 3 clusters Score -1038547 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -1038592.750000 Penalty: 4476.566406 Iteration 18Q: 3 clusters Score -1038593 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5978 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -1038623.500000 Penalty: 4476.566406 Iteration 19Q: 3 clusters Score -1038624 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -1038650.625000 Penalty: 4476.566406 Iteration 20F: 3 clusters Score -1038651 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6076 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1038669.000000 Penalty: 4476.566406 Iteration 21Q: 3 clusters Score -1038669 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -1038681.187500 Penalty: 4476.566406 Iteration 22Q: 3 clusters Score -1038681 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -1038691.500000 Penalty: 4476.566406 Iteration 23Q: 3 clusters Score -1038692 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -1038701.187500 Penalty: 4476.566406 Iteration 24Q: 3 clusters Score -1038701 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1038706.687500 Penalty: 4476.566406 Iteration 25Q: 3 clusters Score -1038707 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6188 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -1038714.250000 Penalty: 4476.566406 Iteration 26Q: 3 clusters Score -1038714 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -1038721.750000 Penalty: 4476.566406 Iteration 27Q: 3 clusters Score -1038722 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6215 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -1038727.187500 Penalty: 4476.566406 Iteration 28Q: 3 clusters Score -1038727 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -1038730.687500 Penalty: 4476.566406 Iteration 29Q: 3 clusters Score -1038731 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -1038737.875000 Penalty: 4476.566406 Iteration 30Q: 3 clusters Score -1038738 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6255 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -1038743.125000 Penalty: 4476.566406 Iteration 31Q: 3 clusters Score -1038743 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -1038749.625000 Penalty: 4476.566406 Iteration 32Q: 3 clusters Score -1038750 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1038759.000000 Penalty: 4476.566406 Iteration 33Q: 3 clusters Score -1038759 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1038763.562500 Penalty: 4476.566406 Iteration 34Q: 3 clusters Score -1038764 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6313 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -1038766.250000 Penalty: 4476.566406 Iteration 35Q: 3 clusters Score -1038766 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1038768.562500 Penalty: 4476.566406 Iteration 36Q: 3 clusters Score -1038769 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -1038767.750000 Penalty: 4476.566406 Iteration 37Q: 3 clusters Score -1038768 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6329 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -1038770.562500 Penalty: 4476.566406 Iteration 38Q: 3 clusters Score -1038771 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6338 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -1038775.437500 Penalty: 4476.566406 Iteration 39Q: 3 clusters Score -1038775 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -1038776.312500 Penalty: 4476.566406 Iteration 40F: 3 clusters Score -1038776 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -1038782.312500 Penalty: 4476.566406 Iteration 41Q: 3 clusters Score -1038782 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6366 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -1038783.500000 Penalty: 4476.566406 Iteration 42Q: 3 clusters Score -1038784 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -1038788.000000 Penalty: 4476.566406 Iteration 43Q: 3 clusters Score -1038788 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1038790.500000 Penalty: 4476.566406 Iteration 44Q: 3 clusters Score -1038790 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6396 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -1038798.125000 Penalty: 4476.566406 Iteration 45Q: 3 clusters Score -1038798 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -1038800.000000 Penalty: 4476.566406 Iteration 46Q: 3 clusters Score -1038800 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -1038805.437500 Penalty: 4476.566406 Iteration 47Q: 3 clusters Score -1038805 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6422 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -1038807.187500 Penalty: 4476.566406 Iteration 48Q: 3 clusters Score -1038807 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -1038808.500000 Penalty: 4476.566406 Iteration 49Q: 3 clusters Score -1038808 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6426 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1038809.937500 Penalty: 4476.566406 Iteration 50Q: 3 clusters Score -1038810 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -1038812.375000 Penalty: 4476.566406 Iteration 51Q: 3 clusters Score -1038812 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -1038813.062500 Penalty: 4476.566406 Iteration 52Q: 3 clusters Score -1038813 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -1038817.062500 Penalty: 4476.566406 Iteration 53Q: 3 clusters Score -1038817 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -1038817.625000 Penalty: 4476.566406 Iteration 54Q: 3 clusters Score -1038818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6452 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -1038817.937500 Penalty: 4476.566406 Iteration 55Q: 3 clusters Score -1038818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -1038818.250000 Penalty: 4476.566406 Iteration 56Q: 3 clusters Score -1038818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -1038819.812500 Penalty: 4476.566406 Iteration 57Q: 3 clusters Score -1038820 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -1038821.437500 Penalty: 4476.566406 Iteration 58Q: 3 clusters Score -1038821 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -1038821.125000 Penalty: 4476.566406 Iteration 59Q: 3 clusters Score -1038821 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1038821.250000 Penalty: 4476.566406 Iteration 60F: 3 clusters Score -1038821 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1038820.437500 Penalty: 4476.566406 Iteration 61Q: 3 clusters Score -1038820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -1038822.375000 Penalty: 4476.566406 Iteration 62Q: 3 clusters Score -1038822 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6474 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -1038826.687500 Penalty: 4476.566406 Iteration 63Q: 3 clusters Score -1038827 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -1038827.625000 Penalty: 4476.566406 Iteration 64Q: 3 clusters Score -1038828 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -1038829.000000 Penalty: 4476.566406 Iteration 65Q: 3 clusters Score -1038829 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -1038832.250000 Penalty: 4476.566406 Iteration 66Q: 3 clusters Score -1038832 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -1038830.687500 Penalty: 4476.566406 Iteration 67Q: 3 clusters Score -1038831 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6504 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -1038834.750000 Penalty: 4476.566406 Iteration 68Q: 3 clusters Score -1038835 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6511 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -1038838.062500 Penalty: 4476.566406 Iteration 69Q: 3 clusters Score -1038838 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -1038839.312500 Penalty: 4476.566406 Iteration 70Q: 3 clusters Score -1038839 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -1038841.687500 Penalty: 4476.566406 Iteration 71Q: 3 clusters Score -1038842 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -1038843.000000 Penalty: 4476.566406 Iteration 72Q: 3 clusters Score -1038843 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6535 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -1038842.937500 Penalty: 4476.566406 Iteration 73Q: 3 clusters Score -1038843 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -1038846.187500 Penalty: 4476.566406 Iteration 74Q: 3 clusters Score -1038846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -1038846.875000 Penalty: 4476.566406 Iteration 75Q: 3 clusters Score -1038847 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -1038848.375000 Penalty: 4476.566406 Iteration 76Q: 3 clusters Score -1038848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -1038848.750000 Penalty: 4476.566406 Iteration 77Q: 3 clusters Score -1038849 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -1038848.937500 Penalty: 4476.566406 Iteration 78Q: 3 clusters Score -1038849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -1038850.500000 Penalty: 4476.566406 Iteration 79Q: 3 clusters Score -1038850 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -1038851.937500 Penalty: 4476.566406 Iteration 80F: 3 clusters Score -1038852 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -1038854.750000 Penalty: 4476.566406 Iteration 81Q: 3 clusters Score -1038855 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -1038857.125000 Penalty: 4476.566406 Iteration 82Q: 3 clusters Score -1038857 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6581 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -1038860.937500 Penalty: 4476.566406 Iteration 83Q: 3 clusters Score -1038861 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -1038864.187500 Penalty: 4476.566406 Iteration 84Q: 3 clusters Score -1038864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -1038863.625000 Penalty: 4476.566406 Iteration 85Q: 3 clusters Score -1038864 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -1038865.875000 Penalty: 4476.566406 Iteration 86Q: 3 clusters Score -1038866 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -1038866.750000 Penalty: 4476.566406 Iteration 87Q: 3 clusters Score -1038867 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -1038868.437500 Penalty: 4476.566406 Iteration 88Q: 3 clusters Score -1038868 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -1038869.562500 Penalty: 4476.566406 Iteration 89Q: 3 clusters Score -1038870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1038870.687500 Penalty: 4476.566406 Iteration 90Q: 3 clusters Score -1038871 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6617 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -1038871.437500 Penalty: 4476.566406 Iteration 91Q: 3 clusters Score -1038871 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -1038873.500000 Penalty: 4476.566406 Iteration 92Q: 3 clusters Score -1038874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -1038874.500000 Penalty: 4476.566406 Iteration 93Q: 3 clusters Score -1038874 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -1038875.500000 Penalty: 4476.566406 Iteration 94Q: 3 clusters Score -1038876 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6627 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -1038878.062500 Penalty: 4476.566406 Iteration 95Q: 3 clusters Score -1038878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -1038878.937500 Penalty: 4476.566406 Iteration 96Q: 3 clusters Score -1038879 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6632 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -1038879.250000 Penalty: 4476.566406 Iteration 97Q: 3 clusters Score -1038879 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6635 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -1038880.000000 Penalty: 4476.566406 Iteration 98Q: 3 clusters Score -1038880 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1038878.625000 Penalty: 4476.566406 Iteration 99Q: 3 clusters Score -1038879 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -1038878.625000 Penalty: 4476.566406 Iteration 100F: 3 clusters Score -1038879 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (49854 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49854 members Entering Unmasked Estep Score: -6682383.000000 Penalty: 2682.579834 Iteration 0F: 2 clusters Score -6682383 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24840 members Mstep: Class 2 contains 25014 members Entering Unmasked Estep Score: -6648988.000000 Penalty: 5365.159668 Iteration 0F: 3 clusters Score -6648988 nChanged 22922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25110 members Mstep: Class 2 contains 24744 members Entering Unmasked Estep Score: -6662292.500000 Penalty: 5365.159668 Iteration 1F: 3 clusters Score -6662292 nChanged 2598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25400 members Mstep: Class 2 contains 24454 members Entering Unmasked Estep Score: -6663380.500000 Penalty: 5365.159668 Iteration 2F: 3 clusters Score -6663380 nChanged 2676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25840 members Mstep: Class 2 contains 24014 members Entering Unmasked Estep Score: -6664559.000000 Penalty: 5365.159668 Iteration 3F: 3 clusters Score -6664559 nChanged 2716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26412 members Mstep: Class 2 contains 23442 members Entering Unmasked Estep Score: -6665809.500000 Penalty: 5365.159668 Iteration 4F: 3 clusters Score -6665810 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27122 members Mstep: Class 2 contains 22732 members Entering Unmasked Estep Score: -6667014.000000 Penalty: 5365.159668 Iteration 5F: 3 clusters Score -6667014 nChanged 2573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27893 members Mstep: Class 2 contains 21961 members Entering Unmasked Estep Score: -6668085.500000 Penalty: 5365.159668 Iteration 6F: 3 clusters Score -6668086 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28838 members Mstep: Class 2 contains 21016 members Entering Unmasked Estep Score: -6669103.000000 Penalty: 5365.159668 Iteration 7Q: 3 clusters Score -6669103 nChanged 2190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29896 members Mstep: Class 2 contains 19958 members Entering Unmasked Estep Score: -6669955.500000 Penalty: 5365.159668 Iteration 8Q: 3 clusters Score -6669956 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31066 members Mstep: Class 2 contains 18788 members Entering Unmasked Estep Score: -6670597.500000 Penalty: 5365.159668 Iteration 9Q: 3 clusters Score -6670598 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32345 members Mstep: Class 2 contains 17509 members Entering Unmasked Estep Score: -6671197.500000 Penalty: 5365.159668 Iteration 10Q: 3 clusters Score -6671198 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33745 members Mstep: Class 2 contains 16109 members Entering Unmasked Estep Score: -6671725.500000 Penalty: 5365.159668 Iteration 11Q: 3 clusters Score -6671726 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35212 members Mstep: Class 2 contains 14642 members Entering Unmasked Estep Score: -6672334.500000 Penalty: 5365.159668 Iteration 12Q: 3 clusters Score -6672334 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36831 members Mstep: Class 2 contains 13023 members Entering Unmasked Estep Score: -6672971.000000 Penalty: 5365.159668 Iteration 13Q: 3 clusters Score -6672971 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38533 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -6673782.000000 Penalty: 5365.159668 Iteration 14Q: 3 clusters Score -6673782 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40318 members Mstep: Class 2 contains 9536 members Entering Unmasked Estep Score: -6674721.000000 Penalty: 5365.159668 Iteration 15Q: 3 clusters Score -6674721 nChanged 1893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42211 members Mstep: Class 2 contains 7643 members Entering Unmasked Estep Score: -6675765.500000 Penalty: 5365.159668 Iteration 16Q: 3 clusters Score -6675766 nChanged 1671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43882 members Mstep: Class 2 contains 5972 members Entering Unmasked Estep Score: -6676724.000000 Penalty: 5365.159668 Iteration 17Q: 3 clusters Score -6676724 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45405 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -6677647.500000 Penalty: 5365.159668 Iteration 18Q: 3 clusters Score -6677648 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46630 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -6678444.000000 Penalty: 5365.159668 Iteration 19Q: 3 clusters Score -6678444 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47538 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -6679073.000000 Penalty: 5365.159668 Iteration 20F: 3 clusters Score -6679073 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48164 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -6679470.500000 Penalty: 5365.159668 Iteration 21Q: 3 clusters Score -6679470 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48555 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -6679706.000000 Penalty: 5365.159668 Iteration 22Q: 3 clusters Score -6679706 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48809 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -6679852.000000 Penalty: 5365.159668 Iteration 23Q: 3 clusters Score -6679852 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48969 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -6679937.500000 Penalty: 5365.159668 Iteration 24Q: 3 clusters Score -6679938 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49065 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -6679987.000000 Penalty: 5365.159668 Iteration 25Q: 3 clusters Score -6679987 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49137 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -6680036.000000 Penalty: 5365.159668 Iteration 26Q: 3 clusters Score -6680036 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49192 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -6680063.000000 Penalty: 5365.159668 Iteration 27Q: 3 clusters Score -6680063 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49228 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -6680083.000000 Penalty: 5365.159668 Iteration 28Q: 3 clusters Score -6680083 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49245 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -6680104.500000 Penalty: 5365.159668 Iteration 29Q: 3 clusters Score -6680104 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49273 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -6680127.000000 Penalty: 5365.159668 Iteration 30Q: 3 clusters Score -6680127 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49292 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -6680140.500000 Penalty: 5365.159668 Iteration 31Q: 3 clusters Score -6680140 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49306 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -6680151.500000 Penalty: 5365.159668 Iteration 32Q: 3 clusters Score -6680152 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49308 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -6680150.000000 Penalty: 5365.159668 Iteration 33Q: 3 clusters Score -6680150 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49309 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -6680150.500000 Penalty: 5365.159668 Iteration 34Q: 3 clusters Score -6680150 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49313 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -6680163.500000 Penalty: 5365.159668 Iteration 35Q: 3 clusters Score -6680164 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49319 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -6680163.500000 Penalty: 5365.159668 Iteration 36Q: 3 clusters Score -6680164 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49321 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -6680169.500000 Penalty: 5365.159668 Iteration 37Q: 3 clusters Score -6680170 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49326 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -6680184.000000 Penalty: 5365.159668 Iteration 38Q: 3 clusters Score -6680184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49328 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -6680180.000000 Penalty: 5365.159668 Iteration 39Q: 3 clusters Score -6680180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49330 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -6680177.500000 Penalty: 5365.159668 Iteration 40F: 3 clusters Score -6680178 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49331 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -6680177.500000 Penalty: 5365.159668 Iteration 41Q: 3 clusters Score -6680178 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49333 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -6680179.500000 Penalty: 5365.159668 Iteration 42Q: 3 clusters Score -6680180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49337 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -6680184.500000 Penalty: 5365.159668 Iteration 43Q: 3 clusters Score -6680184 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49342 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -6680181.500000 Penalty: 5365.159668 Iteration 44Q: 3 clusters Score -6680182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49345 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -6680183.000000 Penalty: 5365.159668 Iteration 45Q: 3 clusters Score -6680183 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49352 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -6680193.500000 Penalty: 5365.159668 Iteration 46Q: 3 clusters Score -6680194 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49359 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -6680196.500000 Penalty: 5365.159668 Iteration 47Q: 3 clusters Score -6680196 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49362 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -6680193.500000 Penalty: 5365.159668 Iteration 48Q: 3 clusters Score -6680194 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49364 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -6680210.000000 Penalty: 5365.159668 Iteration 49Q: 3 clusters Score -6680210 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49367 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -6680216.000000 Penalty: 5365.159668 Iteration 50Q: 3 clusters Score -6680216 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49373 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -6680217.500000 Penalty: 5365.159668 Iteration 51Q: 3 clusters Score -6680218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49379 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -6680217.000000 Penalty: 5365.159668 Iteration 52Q: 3 clusters Score -6680217 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49382 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -6680222.500000 Penalty: 5365.159668 Iteration 53Q: 3 clusters Score -6680222 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49385 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -6680228.500000 Penalty: 5365.159668 Iteration 54Q: 3 clusters Score -6680228 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49386 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -6680226.500000 Penalty: 5365.159668 Iteration 55Q: 3 clusters Score -6680226 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49389 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -6680233.000000 Penalty: 5365.159668 Iteration 56Q: 3 clusters Score -6680233 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49392 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -6680231.500000 Penalty: 5365.159668 Iteration 57Q: 3 clusters Score -6680232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49393 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -6680235.000000 Penalty: 5365.159668 Iteration 58Q: 3 clusters Score -6680235 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49397 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -6680249.000000 Penalty: 5365.159668 Iteration 59Q: 3 clusters Score -6680249 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49397 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -6680252.500000 Penalty: 5365.159668 Iteration 60F: 3 clusters Score -6680252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49399 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -6680249.500000 Penalty: 5365.159668 Iteration 61Q: 3 clusters Score -6680250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49400 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -6680247.000000 Penalty: 5365.159668 Iteration 62Q: 3 clusters Score -6680247 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49401 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -6680248.500000 Penalty: 5365.159668 Iteration 63Q: 3 clusters Score -6680248 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49401 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -6680248.500000 Penalty: 5365.159668 Iteration 64F: 3 clusters Score -6680248 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (39986 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39986 members Entering Unmasked Estep Score: -5369715.500000 Penalty: 2627.878662 Iteration 0F: 2 clusters Score -5369716 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20113 members Mstep: Class 2 contains 19873 members Entering Unmasked Estep Score: -5342710.000000 Penalty: 5255.757324 Iteration 0F: 3 clusters Score -5342710 nChanged 18225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20978 members Mstep: Class 2 contains 19008 members Entering Unmasked Estep Score: -5352619.500000 Penalty: 5255.757324 Iteration 1F: 3 clusters Score -5352620 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21442 members Mstep: Class 2 contains 18544 members Entering Unmasked Estep Score: -5353121.500000 Penalty: 5255.757324 Iteration 2Q: 3 clusters Score -5353122 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22083 members Mstep: Class 2 contains 17903 members Entering Unmasked Estep Score: -5353610.000000 Penalty: 5255.757324 Iteration 3Q: 3 clusters Score -5353610 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22989 members Mstep: Class 2 contains 16997 members Entering Unmasked Estep Score: -5354116.500000 Penalty: 5255.757324 Iteration 4Q: 3 clusters Score -5354116 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24291 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -5354833.500000 Penalty: 5255.757324 Iteration 5Q: 3 clusters Score -5354834 nChanged 2002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26053 members Mstep: Class 2 contains 13933 members Entering Unmasked Estep Score: -5355827.500000 Penalty: 5255.757324 Iteration 6F: 3 clusters Score -5355828 nChanged 2484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28437 members Mstep: Class 2 contains 11549 members Entering Unmasked Estep Score: -5357444.500000 Penalty: 5255.757324 Iteration 7F: 3 clusters Score -5357444 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31370 members Mstep: Class 2 contains 8616 members Entering Unmasked Estep Score: -5359845.500000 Penalty: 5255.757324 Iteration 8F: 3 clusters Score -5359846 nChanged 3098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34442 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -5362659.000000 Penalty: 5255.757324 Iteration 9F: 3 clusters Score -5362659 nChanged 2500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36920 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -5364965.500000 Penalty: 5255.757324 Iteration 10F: 3 clusters Score -5364966 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38385 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -5366308.500000 Penalty: 5255.757324 Iteration 11Q: 3 clusters Score -5366308 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39068 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -5366937.000000 Penalty: 5255.757324 Iteration 12Q: 3 clusters Score -5366937 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39380 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -5367219.000000 Penalty: 5255.757324 Iteration 13Q: 3 clusters Score -5367219 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39500 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -5367334.000000 Penalty: 5255.757324 Iteration 14Q: 3 clusters Score -5367334 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39551 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -5367397.000000 Penalty: 5255.757324 Iteration 15Q: 3 clusters Score -5367397 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39585 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -5367449.500000 Penalty: 5255.757324 Iteration 16Q: 3 clusters Score -5367450 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39597 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -5367472.500000 Penalty: 5255.757324 Iteration 17Q: 3 clusters Score -5367472 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39605 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -5367482.000000 Penalty: 5255.757324 Iteration 18Q: 3 clusters Score -5367482 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39608 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -5367495.000000 Penalty: 5255.757324 Iteration 19Q: 3 clusters Score -5367495 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39613 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -5367504.500000 Penalty: 5255.757324 Iteration 20F: 3 clusters Score -5367504 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39610 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -5367511.000000 Penalty: 5255.757324 Iteration 21Q: 3 clusters Score -5367511 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39611 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -5367503.000000 Penalty: 5255.757324 Iteration 22Q: 3 clusters Score -5367503 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39611 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -5367502.500000 Penalty: 5255.757324 Iteration 23Q: 3 clusters Score -5367502 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39612 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -5367506.000000 Penalty: 5255.757324 Iteration 24Q: 3 clusters Score -5367506 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39614 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -5367510.500000 Penalty: 5255.757324 Iteration 25Q: 3 clusters Score -5367510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39616 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -5367513.500000 Penalty: 5255.757324 Iteration 26Q: 3 clusters Score -5367514 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39617 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -5367511.000000 Penalty: 5255.757324 Iteration 27Q: 3 clusters Score -5367511 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39618 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -5367509.500000 Penalty: 5255.757324 Iteration 28Q: 3 clusters Score -5367510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39618 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -5367509.500000 Penalty: 5255.757324 Iteration 29F: 3 clusters Score -5367510 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5268 members Entering Unmasked Estep Score: -699870.125000 Penalty: 2125.212891 Iteration 0F: 2 clusters Score -699870.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -695237.187500 Penalty: 4250.425781 Iteration 0F: 3 clusters Score -695237.2 nChanged 2025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -696448.000000 Penalty: 4250.425781 Iteration 1F: 3 clusters Score -696448 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -696695.625000 Penalty: 4250.425781 Iteration 2F: 3 clusters Score -696695.6 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -696862.812500 Penalty: 4250.425781 Iteration 3F: 3 clusters Score -696862.8 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -697001.937500 Penalty: 4250.425781 Iteration 4Q: 3 clusters Score -697001.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -697143.937500 Penalty: 4250.425781 Iteration 5Q: 3 clusters Score -697143.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -697293.250000 Penalty: 4250.425781 Iteration 6Q: 3 clusters Score -697293.2 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -697475.187500 Penalty: 4250.425781 Iteration 7Q: 3 clusters Score -697475.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -697676.000000 Penalty: 4250.425781 Iteration 8Q: 3 clusters Score -697676 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -697875.500000 Penalty: 4250.425781 Iteration 9Q: 3 clusters Score -697875.5 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -698069.750000 Penalty: 4250.425781 Iteration 10Q: 3 clusters Score -698069.8 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -698226.500000 Penalty: 4250.425781 Iteration 11Q: 3 clusters Score -698226.5 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -698361.000000 Penalty: 4250.425781 Iteration 12Q: 3 clusters Score -698361 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -698455.375000 Penalty: 4250.425781 Iteration 13Q: 3 clusters Score -698455.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -698527.062500 Penalty: 4250.425781 Iteration 14Q: 3 clusters Score -698527.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -698569.187500 Penalty: 4250.425781 Iteration 15Q: 3 clusters Score -698569.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -698598.937500 Penalty: 4250.425781 Iteration 16Q: 3 clusters Score -698598.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -698613.375000 Penalty: 4250.425781 Iteration 17Q: 3 clusters Score -698613.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -698621.750000 Penalty: 4250.425781 Iteration 18Q: 3 clusters Score -698621.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -698627.312500 Penalty: 4250.425781 Iteration 19Q: 3 clusters Score -698627.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -698631.937500 Penalty: 4250.425781 Iteration 20F: 3 clusters Score -698631.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -698637.062500 Penalty: 4250.425781 Iteration 21Q: 3 clusters Score -698637.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4672 members Entering Unmasked Estep Score: -698640.687500 Penalty: 4250.425781 Iteration 22Q: 3 clusters Score -698640.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -698640.187500 Penalty: 4250.425781 Iteration 23Q: 3 clusters Score -698640.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -698640.187500 Penalty: 4250.425781 Iteration 24F: 3 clusters Score -698640.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (98327 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98327 members Entering Unmasked Estep Score: -13141133.000000 Penalty: 2851.021240 Iteration 0F: 2 clusters Score -1.314113e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49106 members Mstep: Class 2 contains 49221 members Entering Unmasked Estep Score: -13075597.000000 Penalty: 5702.042480 Iteration 0F: 3 clusters Score -1.30756e+07 nChanged 46599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48797 members Mstep: Class 2 contains 49530 members Entering Unmasked Estep Score: -13102218.000000 Penalty: 5702.042480 Iteration 1F: 3 clusters Score -1.310222e+07 nChanged 2944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48721 members Mstep: Class 2 contains 49606 members Entering Unmasked Estep Score: -13102778.000000 Penalty: 5702.042480 Iteration 2Q: 3 clusters Score -1.310278e+07 nChanged 2846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48679 members Mstep: Class 2 contains 49648 members Entering Unmasked Estep Score: -13103362.000000 Penalty: 5702.042480 Iteration 3Q: 3 clusters Score -1.310336e+07 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48610 members Mstep: Class 2 contains 49717 members Entering Unmasked Estep Score: -13103877.000000 Penalty: 5702.042480 Iteration 4Q: 3 clusters Score -1.310388e+07 nChanged 2593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48577 members Mstep: Class 2 contains 49750 members Entering Unmasked Estep Score: -13104373.000000 Penalty: 5702.042480 Iteration 5Q: 3 clusters Score -1.310437e+07 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48572 members Mstep: Class 2 contains 49755 members Entering Unmasked Estep Score: -13104933.000000 Penalty: 5702.042480 Iteration 6Q: 3 clusters Score -1.310493e+07 nChanged 2595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48561 members Mstep: Class 2 contains 49766 members Entering Unmasked Estep Score: -13105434.000000 Penalty: 5702.042480 Iteration 7Q: 3 clusters Score -1.310543e+07 nChanged 2626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48523 members Mstep: Class 2 contains 49804 members Entering Unmasked Estep Score: -13106016.000000 Penalty: 5702.042480 Iteration 8Q: 3 clusters Score -1.310602e+07 nChanged 2698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48467 members Mstep: Class 2 contains 49860 members Entering Unmasked Estep Score: -13106598.000000 Penalty: 5702.042480 Iteration 9Q: 3 clusters Score -1.31066e+07 nChanged 2694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48405 members Mstep: Class 2 contains 49922 members Entering Unmasked Estep Score: -13107193.000000 Penalty: 5702.042480 Iteration 10Q: 3 clusters Score -1.310719e+07 nChanged 2779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48296 members Mstep: Class 2 contains 50031 members Entering Unmasked Estep Score: -13107859.000000 Penalty: 5702.042480 Iteration 11Q: 3 clusters Score -1.310786e+07 nChanged 2850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48156 members Mstep: Class 2 contains 50171 members Entering Unmasked Estep Score: -13108564.000000 Penalty: 5702.042480 Iteration 12Q: 3 clusters Score -1.310856e+07 nChanged 2980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47778 members Mstep: Class 2 contains 50549 members Entering Unmasked Estep Score: -13109393.000000 Penalty: 5702.042480 Iteration 13Q: 3 clusters Score -1.310939e+07 nChanged 3143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47165 members Mstep: Class 2 contains 51162 members Entering Unmasked Estep Score: -13110343.000000 Penalty: 5702.042480 Iteration 14Q: 3 clusters Score -1.311034e+07 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46277 members Mstep: Class 2 contains 52050 members Entering Unmasked Estep Score: -13111453.000000 Penalty: 5702.042480 Iteration 15Q: 3 clusters Score -1.311145e+07 nChanged 3450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45123 members Mstep: Class 2 contains 53204 members Entering Unmasked Estep Score: -13112718.000000 Penalty: 5702.042480 Iteration 16Q: 3 clusters Score -1.311272e+07 nChanged 3635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43802 members Mstep: Class 2 contains 54525 members Entering Unmasked Estep Score: -13114444.000000 Penalty: 5702.042480 Iteration 17Q: 3 clusters Score -1.311444e+07 nChanged 4168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42260 members Mstep: Class 2 contains 56067 members Entering Unmasked Estep Score: -13116628.000000 Penalty: 5702.042480 Iteration 18Q: 3 clusters Score -1.311663e+07 nChanged 4504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40614 members Mstep: Class 2 contains 57713 members Entering Unmasked Estep Score: -13119176.000000 Penalty: 5702.042480 Iteration 19Q: 3 clusters Score -1.311918e+07 nChanged 4611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38933 members Mstep: Class 2 contains 59394 members Entering Unmasked Estep Score: -13122076.000000 Penalty: 5702.042480 Iteration 20F: 3 clusters Score -1.312208e+07 nChanged 4252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37553 members Mstep: Class 2 contains 60774 members Entering Unmasked Estep Score: -13124337.000000 Penalty: 5702.042480 Iteration 21Q: 3 clusters Score -1.312434e+07 nChanged 3443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36446 members Mstep: Class 2 contains 61881 members Entering Unmasked Estep Score: -13126003.000000 Penalty: 5702.042480 Iteration 22Q: 3 clusters Score -1.3126e+07 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35374 members Mstep: Class 2 contains 62953 members Entering Unmasked Estep Score: -13127265.000000 Penalty: 5702.042480 Iteration 23Q: 3 clusters Score -1.312726e+07 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34217 members Mstep: Class 2 contains 64110 members Entering Unmasked Estep Score: -13128507.000000 Penalty: 5702.042480 Iteration 24Q: 3 clusters Score -1.312851e+07 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33019 members Mstep: Class 2 contains 65308 members Entering Unmasked Estep Score: -13130262.000000 Penalty: 5702.042480 Iteration 25Q: 3 clusters Score -1.313026e+07 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31951 members Mstep: Class 2 contains 66376 members Entering Unmasked Estep Score: -13132768.000000 Penalty: 5702.042480 Iteration 26Q: 3 clusters Score -1.313277e+07 nChanged 2860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31069 members Mstep: Class 2 contains 67258 members Entering Unmasked Estep Score: -13135957.000000 Penalty: 5702.042480 Iteration 27Q: 3 clusters Score -1.313596e+07 nChanged 2746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30715 members Mstep: Class 2 contains 67612 members Entering Unmasked Estep Score: -13138646.000000 Penalty: 5702.042480 Iteration 28Q: 3 clusters Score -1.313865e+07 nChanged 2366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30983 members Mstep: Class 2 contains 67344 members Entering Unmasked Estep Score: -13140087.000000 Penalty: 5702.042480 Iteration 29Q: 3 clusters Score -1.314009e+07 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31773 members Mstep: Class 2 contains 66554 members Entering Unmasked Estep Score: -13141033.000000 Penalty: 5702.042480 Iteration 30Q: 3 clusters Score -1.314103e+07 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32756 members Mstep: Class 2 contains 65571 members Entering Unmasked Estep Score: -13141791.000000 Penalty: 5702.042480 Iteration 31Q: 3 clusters Score -1.314179e+07 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33823 members Mstep: Class 2 contains 64504 members Entering Unmasked Estep Score: -13142367.000000 Penalty: 5702.042480 Iteration 32Q: 3 clusters Score -1.314237e+07 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34919 members Mstep: Class 2 contains 63408 members Entering Unmasked Estep Score: -13142849.000000 Penalty: 5702.042480 Iteration 33Q: 3 clusters Score -1.314285e+07 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35947 members Mstep: Class 2 contains 62380 members Entering Unmasked Estep Score: -13143226.000000 Penalty: 5702.042480 Iteration 34Q: 3 clusters Score -1.314323e+07 nChanged 1021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36962 members Mstep: Class 2 contains 61365 members Entering Unmasked Estep Score: -13143628.000000 Penalty: 5702.042480 Iteration 35Q: 3 clusters Score -1.314363e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37898 members Mstep: Class 2 contains 60429 members Entering Unmasked Estep Score: -13143899.000000 Penalty: 5702.042480 Iteration 36Q: 3 clusters Score -1.31439e+07 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38697 members Mstep: Class 2 contains 59630 members Entering Unmasked Estep Score: -13144096.000000 Penalty: 5702.042480 Iteration 37Q: 3 clusters Score -1.31441e+07 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39331 members Mstep: Class 2 contains 58996 members Entering Unmasked Estep Score: -13144228.000000 Penalty: 5702.042480 Iteration 38Q: 3 clusters Score -1.314423e+07 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39884 members Mstep: Class 2 contains 58443 members Entering Unmasked Estep Score: -13144291.000000 Penalty: 5702.042480 Iteration 39Q: 3 clusters Score -1.314429e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40352 members Mstep: Class 2 contains 57975 members Entering Unmasked Estep Score: -13144408.000000 Penalty: 5702.042480 Iteration 40F: 3 clusters Score -1.314441e+07 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40831 members Mstep: Class 2 contains 57496 members Entering Unmasked Estep Score: -13144474.000000 Penalty: 5702.042480 Iteration 41Q: 3 clusters Score -1.314447e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41257 members Mstep: Class 2 contains 57070 members Entering Unmasked Estep Score: -13144517.000000 Penalty: 5702.042480 Iteration 42Q: 3 clusters Score -1.314452e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41619 members Mstep: Class 2 contains 56708 members Entering Unmasked Estep Score: -13144576.000000 Penalty: 5702.042480 Iteration 43Q: 3 clusters Score -1.314458e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41908 members Mstep: Class 2 contains 56419 members Entering Unmasked Estep Score: -13144612.000000 Penalty: 5702.042480 Iteration 44Q: 3 clusters Score -1.314461e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42164 members Mstep: Class 2 contains 56163 members Entering Unmasked Estep Score: -13144659.000000 Penalty: 5702.042480 Iteration 45Q: 3 clusters Score -1.314466e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42372 members Mstep: Class 2 contains 55955 members Entering Unmasked Estep Score: -13144646.000000 Penalty: 5702.042480 Iteration 46Q: 3 clusters Score -1.314465e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42532 members Mstep: Class 2 contains 55795 members Entering Unmasked Estep Score: -13144654.000000 Penalty: 5702.042480 Iteration 47Q: 3 clusters Score -1.314465e+07 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42682 members Mstep: Class 2 contains 55645 members Entering Unmasked Estep Score: -13144695.000000 Penalty: 5702.042480 Iteration 48Q: 3 clusters Score -1.31447e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42818 members Mstep: Class 2 contains 55509 members Entering Unmasked Estep Score: -13144679.000000 Penalty: 5702.042480 Iteration 49Q: 3 clusters Score -1.314468e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42941 members Mstep: Class 2 contains 55386 members Entering Unmasked Estep Score: -13144681.000000 Penalty: 5702.042480 Iteration 50Q: 3 clusters Score -1.314468e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43041 members Mstep: Class 2 contains 55286 members Entering Unmasked Estep Score: -13144657.000000 Penalty: 5702.042480 Iteration 51Q: 3 clusters Score -1.314466e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43128 members Mstep: Class 2 contains 55199 members Entering Unmasked Estep Score: -13144677.000000 Penalty: 5702.042480 Iteration 52Q: 3 clusters Score -1.314468e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43200 members Mstep: Class 2 contains 55127 members Entering Unmasked Estep Score: -13144695.000000 Penalty: 5702.042480 Iteration 53Q: 3 clusters Score -1.31447e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43277 members Mstep: Class 2 contains 55050 members Entering Unmasked Estep Score: -13144697.000000 Penalty: 5702.042480 Iteration 54Q: 3 clusters Score -1.31447e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43336 members Mstep: Class 2 contains 54991 members Entering Unmasked Estep Score: -13144692.000000 Penalty: 5702.042480 Iteration 55Q: 3 clusters Score -1.314469e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43400 members Mstep: Class 2 contains 54927 members Entering Unmasked Estep Score: -13144687.000000 Penalty: 5702.042480 Iteration 56Q: 3 clusters Score -1.314469e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43472 members Mstep: Class 2 contains 54855 members Entering Unmasked Estep Score: -13144699.000000 Penalty: 5702.042480 Iteration 57Q: 3 clusters Score -1.31447e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43521 members Mstep: Class 2 contains 54806 members Entering Unmasked Estep Score: -13144722.000000 Penalty: 5702.042480 Iteration 58Q: 3 clusters Score -1.314472e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43561 members Mstep: Class 2 contains 54766 members Entering Unmasked Estep Score: -13144711.000000 Penalty: 5702.042480 Iteration 59Q: 3 clusters Score -1.314471e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43594 members Mstep: Class 2 contains 54733 members Entering Unmasked Estep Score: -13144704.000000 Penalty: 5702.042480 Iteration 60F: 3 clusters Score -1.31447e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43626 members Mstep: Class 2 contains 54701 members Entering Unmasked Estep Score: -13144711.000000 Penalty: 5702.042480 Iteration 61Q: 3 clusters Score -1.314471e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43651 members Mstep: Class 2 contains 54676 members Entering Unmasked Estep Score: -13144689.000000 Penalty: 5702.042480 Iteration 62Q: 3 clusters Score -1.314469e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43671 members Mstep: Class 2 contains 54656 members Entering Unmasked Estep Score: -13144715.000000 Penalty: 5702.042480 Iteration 63Q: 3 clusters Score -1.314472e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43685 members Mstep: Class 2 contains 54642 members Entering Unmasked Estep Score: -13144719.000000 Penalty: 5702.042480 Iteration 64Q: 3 clusters Score -1.314472e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43702 members Mstep: Class 2 contains 54625 members Entering Unmasked Estep Score: -13144719.000000 Penalty: 5702.042480 Iteration 65Q: 3 clusters Score -1.314472e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43719 members Mstep: Class 2 contains 54608 members Entering Unmasked Estep Score: -13144734.000000 Penalty: 5702.042480 Iteration 66Q: 3 clusters Score -1.314473e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43734 members Mstep: Class 2 contains 54593 members Entering Unmasked Estep Score: -13144726.000000 Penalty: 5702.042480 Iteration 67Q: 3 clusters Score -1.314473e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43745 members Mstep: Class 2 contains 54582 members Entering Unmasked Estep Score: -13144721.000000 Penalty: 5702.042480 Iteration 68Q: 3 clusters Score -1.314472e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43751 members Mstep: Class 2 contains 54576 members Entering Unmasked Estep Score: -13144734.000000 Penalty: 5702.042480 Iteration 69Q: 3 clusters Score -1.314473e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43758 members Mstep: Class 2 contains 54569 members Entering Unmasked Estep Score: -13144720.000000 Penalty: 5702.042480 Iteration 70Q: 3 clusters Score -1.314472e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43763 members Mstep: Class 2 contains 54564 members Entering Unmasked Estep Score: -13144727.000000 Penalty: 5702.042480 Iteration 71Q: 3 clusters Score -1.314473e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43769 members Mstep: Class 2 contains 54558 members Entering Unmasked Estep Score: -13144737.000000 Penalty: 5702.042480 Iteration 72Q: 3 clusters Score -1.314474e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43775 members Mstep: Class 2 contains 54552 members Entering Unmasked Estep Score: -13144734.000000 Penalty: 5702.042480 Iteration 73Q: 3 clusters Score -1.314473e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43782 members Mstep: Class 2 contains 54545 members Entering Unmasked Estep Score: -13144735.000000 Penalty: 5702.042480 Iteration 74Q: 3 clusters Score -1.314474e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43787 members Mstep: Class 2 contains 54540 members Entering Unmasked Estep Score: -13144736.000000 Penalty: 5702.042480 Iteration 75Q: 3 clusters Score -1.314474e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43788 members Mstep: Class 2 contains 54539 members Entering Unmasked Estep Score: -13144734.000000 Penalty: 5702.042480 Iteration 76Q: 3 clusters Score -1.314473e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43788 members Mstep: Class 2 contains 54539 members Entering Unmasked Estep Score: -13144734.000000 Penalty: 5702.042480 Iteration 77F: 3 clusters Score -1.314473e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103895 members Mstep: Class 2 contains 449 members Mstep: Class 3 contains 50110 members Mstep: Class 4 contains 1051 members Mstep: Class 5 contains 565 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 28822 members Mstep: Class 8 contains 3412 members Mstep: Class 9 contains 10053 members Mstep: Class 10 contains 8311 members Mstep: Class 11 contains 49854 members Mstep: Class 12 contains 39986 members Mstep: Class 13 contains 1040 members Mstep: Class 14 contains 54539 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 43788 members Mstep: Class 17 contains 21575 members Mstep: Class 18 contains 143451 members Mstep: Class 19 contains 3741 members Mstep: Class 20 contains 77001 members Mstep: Class 21 contains 5808 members Entering Unmasked Estep Score: -85877816.000000 Penalty: 69751.187500 Splitting cluster 16 changes total score from -85866880.000000 to -85877816.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 17 (21575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21575 members Entering Unmasked Estep Score: -2872890.000000 Penalty: 2474.864258 Iteration 0F: 2 clusters Score -2872890 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 10844 members Entering Unmasked Estep Score: -2857750.500000 Penalty: 4949.728516 Iteration 0F: 3 clusters Score -2857750 nChanged 9526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 11092 members Entering Unmasked Estep Score: -2862976.500000 Penalty: 4949.728516 Iteration 1F: 3 clusters Score -2862976 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -2863381.250000 Penalty: 4949.728516 Iteration 2F: 3 clusters Score -2863381 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 11535 members Entering Unmasked Estep Score: -2863733.500000 Penalty: 4949.728516 Iteration 3Q: 3 clusters Score -2863734 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 11857 members Entering Unmasked Estep Score: -2864048.750000 Penalty: 4949.728516 Iteration 4Q: 3 clusters Score -2864049 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 12273 members Entering Unmasked Estep Score: -2864366.250000 Penalty: 4949.728516 Iteration 5Q: 3 clusters Score -2864366 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 12830 members Entering Unmasked Estep Score: -2864749.750000 Penalty: 4949.728516 Iteration 6Q: 3 clusters Score -2864750 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8025 members Mstep: Class 2 contains 13550 members Entering Unmasked Estep Score: -2865202.750000 Penalty: 4949.728516 Iteration 7Q: 3 clusters Score -2865203 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7158 members Mstep: Class 2 contains 14417 members Entering Unmasked Estep Score: -2865763.000000 Penalty: 4949.728516 Iteration 8Q: 3 clusters Score -2865763 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6189 members Mstep: Class 2 contains 15386 members Entering Unmasked Estep Score: -2866433.000000 Penalty: 4949.728516 Iteration 9F: 3 clusters Score -2866433 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 16459 members Entering Unmasked Estep Score: -2867210.750000 Penalty: 4949.728516 Iteration 10F: 3 clusters Score -2867211 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 17566 members Entering Unmasked Estep Score: -2868103.750000 Penalty: 4949.728516 Iteration 11F: 3 clusters Score -2868104 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 18559 members Entering Unmasked Estep Score: -2868922.000000 Penalty: 4949.728516 Iteration 12Q: 3 clusters Score -2868922 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 19312 members Entering Unmasked Estep Score: -2869571.000000 Penalty: 4949.728516 Iteration 13Q: 3 clusters Score -2869571 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 19852 members Entering Unmasked Estep Score: -2870044.250000 Penalty: 4949.728516 Iteration 14Q: 3 clusters Score -2870044 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 20224 members Entering Unmasked Estep Score: -2870376.250000 Penalty: 4949.728516 Iteration 15Q: 3 clusters Score -2870376 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 20458 members Entering Unmasked Estep Score: -2870580.000000 Penalty: 4949.728516 Iteration 16Q: 3 clusters Score -2870580 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 20597 members Entering Unmasked Estep Score: -2870681.250000 Penalty: 4949.728516 Iteration 17Q: 3 clusters Score -2870681 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 20690 members Entering Unmasked Estep Score: -2870749.750000 Penalty: 4949.728516 Iteration 18Q: 3 clusters Score -2870750 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 20745 members Entering Unmasked Estep Score: -2870794.750000 Penalty: 4949.728516 Iteration 19Q: 3 clusters Score -2870795 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 20790 members Entering Unmasked Estep Score: -2870829.250000 Penalty: 4949.728516 Iteration 20F: 3 clusters Score -2870829 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 20820 members Entering Unmasked Estep Score: -2870851.750000 Penalty: 4949.728516 Iteration 21Q: 3 clusters Score -2870852 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 20847 members Entering Unmasked Estep Score: -2870881.250000 Penalty: 4949.728516 Iteration 22Q: 3 clusters Score -2870881 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 20873 members Entering Unmasked Estep Score: -2870902.250000 Penalty: 4949.728516 Iteration 23Q: 3 clusters Score -2870902 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 20890 members Entering Unmasked Estep Score: -2870921.000000 Penalty: 4949.728516 Iteration 24Q: 3 clusters Score -2870921 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 20903 members Entering Unmasked Estep Score: -2870936.000000 Penalty: 4949.728516 Iteration 25Q: 3 clusters Score -2870936 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 20906 members Entering Unmasked Estep Score: -2870940.000000 Penalty: 4949.728516 Iteration 26Q: 3 clusters Score -2870940 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 20914 members Entering Unmasked Estep Score: -2870950.500000 Penalty: 4949.728516 Iteration 27Q: 3 clusters Score -2870950 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 20925 members Entering Unmasked Estep Score: -2870963.500000 Penalty: 4949.728516 Iteration 28Q: 3 clusters Score -2870964 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 20937 members Entering Unmasked Estep Score: -2870971.750000 Penalty: 4949.728516 Iteration 29Q: 3 clusters Score -2870972 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 20942 members Entering Unmasked Estep Score: -2870977.000000 Penalty: 4949.728516 Iteration 30Q: 3 clusters Score -2870977 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 20946 members Entering Unmasked Estep Score: -2870987.250000 Penalty: 4949.728516 Iteration 31Q: 3 clusters Score -2870987 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 20953 members Entering Unmasked Estep Score: -2870981.500000 Penalty: 4949.728516 Iteration 32Q: 3 clusters Score -2870982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 20955 members Entering Unmasked Estep Score: -2870983.500000 Penalty: 4949.728516 Iteration 33Q: 3 clusters Score -2870984 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 20958 members Entering Unmasked Estep Score: -2870985.250000 Penalty: 4949.728516 Iteration 34Q: 3 clusters Score -2870985 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 20958 members Entering Unmasked Estep Score: -2870985.250000 Penalty: 4949.728516 Iteration 35Q: 3 clusters Score -2870985 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 20958 members Entering Unmasked Estep Score: -2870990.250000 Penalty: 4949.728516 Iteration 36Q: 3 clusters Score -2870990 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 20957 members Entering Unmasked Estep Score: -2870993.500000 Penalty: 4949.728516 Iteration 37Q: 3 clusters Score -2870994 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 20960 members Entering Unmasked Estep Score: -2870995.500000 Penalty: 4949.728516 Iteration 38Q: 3 clusters Score -2870996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 20962 members Entering Unmasked Estep Score: -2870994.000000 Penalty: 4949.728516 Iteration 39Q: 3 clusters Score -2870994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 20961 members Entering Unmasked Estep Score: -2870992.750000 Penalty: 4949.728516 Iteration 40F: 3 clusters Score -2870993 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 20960 members Entering Unmasked Estep Score: -2870993.750000 Penalty: 4949.728516 Iteration 41Q: 3 clusters Score -2870994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 20959 members Entering Unmasked Estep Score: -2870996.000000 Penalty: 4949.728516 Iteration 42Q: 3 clusters Score -2870996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 20958 members Entering Unmasked Estep Score: -2870994.500000 Penalty: 4949.728516 Iteration 43Q: 3 clusters Score -2870994 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 20960 members Entering Unmasked Estep Score: -2870999.250000 Penalty: 4949.728516 Iteration 44Q: 3 clusters Score -2870999 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 20961 members Entering Unmasked Estep Score: -2870997.750000 Penalty: 4949.728516 Iteration 45Q: 3 clusters Score -2870998 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 20961 members Entering Unmasked Estep Score: -2870999.500000 Penalty: 4949.728516 Iteration 46Q: 3 clusters Score -2871000 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 20961 members Entering Unmasked Estep Score: -2870999.500000 Penalty: 4949.728516 Iteration 47F: 3 clusters Score -2871000 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (143451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143451 members Entering Unmasked Estep Score: -19303510.000000 Penalty: 2944.689697 Iteration 0F: 2 clusters Score -1.930351e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71633 members Mstep: Class 2 contains 71818 members Entering Unmasked Estep Score: -19212044.000000 Penalty: 5889.379395 Iteration 0F: 3 clusters Score -1.921204e+07 nChanged 68403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66910 members Mstep: Class 2 contains 76541 members Entering Unmasked Estep Score: -19253518.000000 Penalty: 5889.379395 Iteration 1F: 3 clusters Score -1.925352e+07 nChanged 7377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63855 members Mstep: Class 2 contains 79596 members Entering Unmasked Estep Score: -19256966.000000 Penalty: 5889.379395 Iteration 2F: 3 clusters Score -1.925697e+07 nChanged 9049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59552 members Mstep: Class 2 contains 83899 members Entering Unmasked Estep Score: -19261966.000000 Penalty: 5889.379395 Iteration 3F: 3 clusters Score -1.926197e+07 nChanged 10273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54201 members Mstep: Class 2 contains 89250 members Entering Unmasked Estep Score: -19267616.000000 Penalty: 5889.379395 Iteration 4F: 3 clusters Score -1.926762e+07 nChanged 10054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48161 members Mstep: Class 2 contains 95290 members Entering Unmasked Estep Score: -19273178.000000 Penalty: 5889.379395 Iteration 5F: 3 clusters Score -1.927318e+07 nChanged 8777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42066 members Mstep: Class 2 contains 101385 members Entering Unmasked Estep Score: -19277410.000000 Penalty: 5889.379395 Iteration 6F: 3 clusters Score -1.927741e+07 nChanged 6918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36502 members Mstep: Class 2 contains 106949 members Entering Unmasked Estep Score: -19280298.000000 Penalty: 5889.379395 Iteration 7Q: 3 clusters Score -1.92803e+07 nChanged 5808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31166 members Mstep: Class 2 contains 112285 members Entering Unmasked Estep Score: -19282644.000000 Penalty: 5889.379395 Iteration 8Q: 3 clusters Score -1.928264e+07 nChanged 5298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25986 members Mstep: Class 2 contains 117465 members Entering Unmasked Estep Score: -19284926.000000 Penalty: 5889.379395 Iteration 9Q: 3 clusters Score -1.928493e+07 nChanged 5270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20742 members Mstep: Class 2 contains 122709 members Entering Unmasked Estep Score: -19287692.000000 Penalty: 5889.379395 Iteration 10Q: 3 clusters Score -1.928769e+07 nChanged 5020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15734 members Mstep: Class 2 contains 127717 members Entering Unmasked Estep Score: -19290836.000000 Penalty: 5889.379395 Iteration 11Q: 3 clusters Score -1.929084e+07 nChanged 4549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11189 members Mstep: Class 2 contains 132262 members Entering Unmasked Estep Score: -19294440.000000 Penalty: 5889.379395 Iteration 12Q: 3 clusters Score -1.929444e+07 nChanged 3610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 135870 members Entering Unmasked Estep Score: -19297924.000000 Penalty: 5889.379395 Iteration 13Q: 3 clusters Score -1.929792e+07 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 137911 members Entering Unmasked Estep Score: -19300610.000000 Penalty: 5889.379395 Iteration 14Q: 3 clusters Score -1.930061e+07 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4844 members Mstep: Class 2 contains 138607 members Entering Unmasked Estep Score: -19302020.000000 Penalty: 5889.379395 Iteration 15Q: 3 clusters Score -1.930202e+07 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 138854 members Entering Unmasked Estep Score: -19302540.000000 Penalty: 5889.379395 Iteration 16Q: 3 clusters Score -1.930254e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 139045 members Entering Unmasked Estep Score: -19302736.000000 Penalty: 5889.379395 Iteration 17Q: 3 clusters Score -1.930274e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 139199 members Entering Unmasked Estep Score: -19302814.000000 Penalty: 5889.379395 Iteration 18Q: 3 clusters Score -1.930281e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 139296 members Entering Unmasked Estep Score: -19302792.000000 Penalty: 5889.379395 Iteration 19Q: 3 clusters Score -1.930279e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 139396 members Entering Unmasked Estep Score: -19302796.000000 Penalty: 5889.379395 Iteration 20F: 3 clusters Score -1.93028e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 139492 members Entering Unmasked Estep Score: -19302820.000000 Penalty: 5889.379395 Iteration 21Q: 3 clusters Score -1.930282e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 139560 members Entering Unmasked Estep Score: -19302828.000000 Penalty: 5889.379395 Iteration 22Q: 3 clusters Score -1.930283e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 139622 members Entering Unmasked Estep Score: -19302860.000000 Penalty: 5889.379395 Iteration 23Q: 3 clusters Score -1.930286e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 139677 members Entering Unmasked Estep Score: -19302806.000000 Penalty: 5889.379395 Iteration 24Q: 3 clusters Score -1.930281e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 139717 members Entering Unmasked Estep Score: -19302816.000000 Penalty: 5889.379395 Iteration 25Q: 3 clusters Score -1.930282e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 139763 members Entering Unmasked Estep Score: -19302832.000000 Penalty: 5889.379395 Iteration 26Q: 3 clusters Score -1.930283e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 139811 members Entering Unmasked Estep Score: -19302812.000000 Penalty: 5889.379395 Iteration 27Q: 3 clusters Score -1.930281e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 139849 members Entering Unmasked Estep Score: -19302818.000000 Penalty: 5889.379395 Iteration 28Q: 3 clusters Score -1.930282e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 139876 members Entering Unmasked Estep Score: -19302820.000000 Penalty: 5889.379395 Iteration 29Q: 3 clusters Score -1.930282e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 139899 members Entering Unmasked Estep Score: -19302806.000000 Penalty: 5889.379395 Iteration 30Q: 3 clusters Score -1.930281e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 139929 members Entering Unmasked Estep Score: -19302824.000000 Penalty: 5889.379395 Iteration 31Q: 3 clusters Score -1.930282e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 139955 members Entering Unmasked Estep Score: -19302802.000000 Penalty: 5889.379395 Iteration 32Q: 3 clusters Score -1.93028e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 139968 members Entering Unmasked Estep Score: -19302824.000000 Penalty: 5889.379395 Iteration 33Q: 3 clusters Score -1.930282e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 139982 members Entering Unmasked Estep Score: -19302816.000000 Penalty: 5889.379395 Iteration 34Q: 3 clusters Score -1.930282e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 139993 members Entering Unmasked Estep Score: -19302818.000000 Penalty: 5889.379395 Iteration 35Q: 3 clusters Score -1.930282e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 140004 members Entering Unmasked Estep Score: -19302806.000000 Penalty: 5889.379395 Iteration 36Q: 3 clusters Score -1.930281e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 140008 members Entering Unmasked Estep Score: -19302810.000000 Penalty: 5889.379395 Iteration 37Q: 3 clusters Score -1.930281e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 140014 members Entering Unmasked Estep Score: -19302804.000000 Penalty: 5889.379395 Iteration 38Q: 3 clusters Score -1.93028e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 140018 members Entering Unmasked Estep Score: -19302808.000000 Penalty: 5889.379395 Iteration 39Q: 3 clusters Score -1.930281e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 140024 members Entering Unmasked Estep Score: -19302798.000000 Penalty: 5889.379395 Iteration 40F: 3 clusters Score -1.93028e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 140030 members Entering Unmasked Estep Score: -19302794.000000 Penalty: 5889.379395 Iteration 41Q: 3 clusters Score -1.930279e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 140039 members Entering Unmasked Estep Score: -19302800.000000 Penalty: 5889.379395 Iteration 42Q: 3 clusters Score -1.93028e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3404 members Mstep: Class 2 contains 140047 members Entering Unmasked Estep Score: -19302802.000000 Penalty: 5889.379395 Iteration 43Q: 3 clusters Score -1.93028e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 140048 members Entering Unmasked Estep Score: -19302796.000000 Penalty: 5889.379395 Iteration 44Q: 3 clusters Score -1.93028e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 140050 members Entering Unmasked Estep Score: -19302786.000000 Penalty: 5889.379395 Iteration 45Q: 3 clusters Score -1.930279e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 140051 members Entering Unmasked Estep Score: -19302786.000000 Penalty: 5889.379395 Iteration 46Q: 3 clusters Score -1.930279e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 140053 members Entering Unmasked Estep Score: -19302812.000000 Penalty: 5889.379395 Iteration 47Q: 3 clusters Score -1.930281e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 140053 members Entering Unmasked Estep Score: -19302812.000000 Penalty: 5889.379395 Iteration 48F: 3 clusters Score -1.930281e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3741 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Entering Unmasked Estep Score: -461896.718750 Penalty: 2040.322754 Iteration 0F: 2 clusters Score -461896.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -458292.531250 Penalty: 4080.645508 Iteration 0F: 3 clusters Score -458292.5 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -459487.437500 Penalty: 4080.645508 Iteration 1F: 3 clusters Score -459487.4 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -460305.812500 Penalty: 4080.645508 Iteration 2F: 3 clusters Score -460305.8 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -460967.375000 Penalty: 4080.645508 Iteration 3F: 3 clusters Score -460967.4 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -461303.375000 Penalty: 4080.645508 Iteration 4F: 3 clusters Score -461303.4 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -461471.781250 Penalty: 4080.645508 Iteration 5Q: 3 clusters Score -461471.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -461557.218750 Penalty: 4080.645508 Iteration 6Q: 3 clusters Score -461557.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -461619.843750 Penalty: 4080.645508 Iteration 7Q: 3 clusters Score -461619.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -461659.687500 Penalty: 4080.645508 Iteration 8Q: 3 clusters Score -461659.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -461697.062500 Penalty: 4080.645508 Iteration 9Q: 3 clusters Score -461697.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -461742.843750 Penalty: 4080.645508 Iteration 10Q: 3 clusters Score -461742.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -461779.937500 Penalty: 4080.645508 Iteration 11Q: 3 clusters Score -461779.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -461815.218750 Penalty: 4080.645508 Iteration 12Q: 3 clusters Score -461815.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -461854.906250 Penalty: 4080.645508 Iteration 13Q: 3 clusters Score -461854.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -461910.843750 Penalty: 4080.645508 Iteration 14Q: 3 clusters Score -461910.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -461959.750000 Penalty: 4080.645508 Iteration 15Q: 3 clusters Score -461959.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -461997.218750 Penalty: 4080.645508 Iteration 16Q: 3 clusters Score -461997.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -462042.468750 Penalty: 4080.645508 Iteration 17Q: 3 clusters Score -462042.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -462090.687500 Penalty: 4080.645508 Iteration 18Q: 3 clusters Score -462090.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -462118.125000 Penalty: 4080.645508 Iteration 19Q: 3 clusters Score -462118.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -462134.593750 Penalty: 4080.645508 Iteration 20F: 3 clusters Score -462134.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -462146.093750 Penalty: 4080.645508 Iteration 21Q: 3 clusters Score -462146.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -462153.218750 Penalty: 4080.645508 Iteration 22Q: 3 clusters Score -462153.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -462159.218750 Penalty: 4080.645508 Iteration 23Q: 3 clusters Score -462159.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -462164.125000 Penalty: 4080.645508 Iteration 24Q: 3 clusters Score -462164.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -462166.625000 Penalty: 4080.645508 Iteration 25Q: 3 clusters Score -462166.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -462168.750000 Penalty: 4080.645508 Iteration 26Q: 3 clusters Score -462168.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -462177.062500 Penalty: 4080.645508 Iteration 27Q: 3 clusters Score -462177.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -462182.156250 Penalty: 4080.645508 Iteration 28Q: 3 clusters Score -462182.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -462184.968750 Penalty: 4080.645508 Iteration 29Q: 3 clusters Score -462185 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -462188.906250 Penalty: 4080.645508 Iteration 30Q: 3 clusters Score -462188.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -462190.468750 Penalty: 4080.645508 Iteration 31Q: 3 clusters Score -462190.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -462190.468750 Penalty: 4080.645508 Iteration 32F: 3 clusters Score -462190.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103895 members Mstep: Class 2 contains 449 members Mstep: Class 3 contains 50110 members Mstep: Class 4 contains 1051 members Mstep: Class 5 contains 565 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 28822 members Mstep: Class 8 contains 3412 members Mstep: Class 9 contains 10053 members Mstep: Class 10 contains 8311 members Mstep: Class 11 contains 49854 members Mstep: Class 12 contains 39986 members Mstep: Class 13 contains 1040 members Mstep: Class 14 contains 54539 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 43788 members Mstep: Class 17 contains 21575 members Mstep: Class 18 contains 143451 members Mstep: Class 19 contains 864 members Mstep: Class 20 contains 77001 members Mstep: Class 21 contains 5808 members Mstep: Class 22 contains 2877 members Entering Unmasked Estep Score: -85876824.000000 Penalty: 73072.671875 Splitting cluster 19 changes total score from -85866880.000000 to -85876824.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 20 (77001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77001 members Entering Unmasked Estep Score: -10326441.000000 Penalty: 2790.390137 Iteration 0F: 2 clusters Score -1.032644e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38655 members Mstep: Class 2 contains 38346 members Entering Unmasked Estep Score: -10274906.000000 Penalty: 5580.780273 Iteration 0F: 3 clusters Score -1.027491e+07 nChanged 35983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40550 members Mstep: Class 2 contains 36451 members Entering Unmasked Estep Score: -10295266.000000 Penalty: 5580.780273 Iteration 1F: 3 clusters Score -1.029527e+07 nChanged 3031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41951 members Mstep: Class 2 contains 35050 members Entering Unmasked Estep Score: -10296240.000000 Penalty: 5580.780273 Iteration 2Q: 3 clusters Score -1.029624e+07 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44114 members Mstep: Class 2 contains 32887 members Entering Unmasked Estep Score: -10297528.000000 Penalty: 5580.780273 Iteration 3Q: 3 clusters Score -1.029753e+07 nChanged 4277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47337 members Mstep: Class 2 contains 29664 members Entering Unmasked Estep Score: -10299762.000000 Penalty: 5580.780273 Iteration 4F: 3 clusters Score -1.029976e+07 nChanged 5324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51853 members Mstep: Class 2 contains 25148 members Entering Unmasked Estep Score: -10303220.000000 Penalty: 5580.780273 Iteration 5F: 3 clusters Score -1.030322e+07 nChanged 6117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57306 members Mstep: Class 2 contains 19695 members Entering Unmasked Estep Score: -10307657.000000 Penalty: 5580.780273 Iteration 6F: 3 clusters Score -1.030766e+07 nChanged 5880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62822 members Mstep: Class 2 contains 14179 members Entering Unmasked Estep Score: -10312268.000000 Penalty: 5580.780273 Iteration 7F: 3 clusters Score -1.031227e+07 nChanged 4939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67609 members Mstep: Class 2 contains 9392 members Entering Unmasked Estep Score: -10316406.000000 Penalty: 5580.780273 Iteration 8F: 3 clusters Score -1.031641e+07 nChanged 3628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71201 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -10319495.000000 Penalty: 5580.780273 Iteration 9Q: 3 clusters Score -1.03195e+07 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73468 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -10321623.000000 Penalty: 5580.780273 Iteration 10Q: 3 clusters Score -1.032162e+07 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74681 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -10322807.000000 Penalty: 5580.780273 Iteration 11Q: 3 clusters Score -1.032281e+07 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75298 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -10323401.000000 Penalty: 5580.780273 Iteration 12Q: 3 clusters Score -1.03234e+07 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75590 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -10323779.000000 Penalty: 5580.780273 Iteration 13Q: 3 clusters Score -1.032378e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75756 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -10324000.000000 Penalty: 5580.780273 Iteration 14Q: 3 clusters Score -1.0324e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75829 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -10324121.000000 Penalty: 5580.780273 Iteration 15Q: 3 clusters Score -1.032412e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75862 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -10324191.000000 Penalty: 5580.780273 Iteration 16Q: 3 clusters Score -1.032419e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75892 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -10324224.000000 Penalty: 5580.780273 Iteration 17Q: 3 clusters Score -1.032422e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75912 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -10324241.000000 Penalty: 5580.780273 Iteration 18Q: 3 clusters Score -1.032424e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75936 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -10324264.000000 Penalty: 5580.780273 Iteration 19Q: 3 clusters Score -1.032426e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75950 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -10324285.000000 Penalty: 5580.780273 Iteration 20F: 3 clusters Score -1.032428e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75968 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -10324314.000000 Penalty: 5580.780273 Iteration 21Q: 3 clusters Score -1.032431e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75983 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -10324316.000000 Penalty: 5580.780273 Iteration 22Q: 3 clusters Score -1.032432e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75991 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -10324311.000000 Penalty: 5580.780273 Iteration 23Q: 3 clusters Score -1.032431e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75994 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -10324326.000000 Penalty: 5580.780273 Iteration 24Q: 3 clusters Score -1.032433e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75998 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -10324320.000000 Penalty: 5580.780273 Iteration 25Q: 3 clusters Score -1.032432e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76000 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -10324323.000000 Penalty: 5580.780273 Iteration 26Q: 3 clusters Score -1.032432e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76005 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -10324339.000000 Penalty: 5580.780273 Iteration 27Q: 3 clusters Score -1.032434e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76006 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -10324335.000000 Penalty: 5580.780273 Iteration 28Q: 3 clusters Score -1.032434e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76007 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -10324337.000000 Penalty: 5580.780273 Iteration 29Q: 3 clusters Score -1.032434e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76006 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -10324346.000000 Penalty: 5580.780273 Iteration 30Q: 3 clusters Score -1.032435e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76006 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -10324346.000000 Penalty: 5580.780273 Iteration 31Q: 3 clusters Score -1.032435e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76008 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -10324349.000000 Penalty: 5580.780273 Iteration 32Q: 3 clusters Score -1.032435e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76010 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -10324347.000000 Penalty: 5580.780273 Iteration 33Q: 3 clusters Score -1.032435e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76011 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -10324348.000000 Penalty: 5580.780273 Iteration 34Q: 3 clusters Score -1.032435e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76012 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -10324344.000000 Penalty: 5580.780273 Iteration 35Q: 3 clusters Score -1.032434e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76012 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -10324344.000000 Penalty: 5580.780273 Iteration 36F: 3 clusters Score -1.032434e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Entering Unmasked Estep Score: -716921.437500 Penalty: 2149.413818 Iteration 0F: 2 clusters Score -716921.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -711985.625000 Penalty: 4298.827637 Iteration 0F: 3 clusters Score -711985.6 nChanged 2366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -713836.187500 Penalty: 4298.827637 Iteration 1F: 3 clusters Score -713836.2 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -714707.000000 Penalty: 4298.827637 Iteration 2F: 3 clusters Score -714707 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -715809.812500 Penalty: 4298.827637 Iteration 3F: 3 clusters Score -715809.8 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -717076.187500 Penalty: 4298.827637 Iteration 4F: 3 clusters Score -717076.2 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -718307.125000 Penalty: 4298.827637 Iteration 5F: 3 clusters Score -718307.1 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -718912.250000 Penalty: 4298.827637 Iteration 6F: 3 clusters Score -718912.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -719459.812500 Penalty: 4298.827637 Iteration 7Q: 3 clusters Score -719459.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -719883.625000 Penalty: 4298.827637 Iteration 8Q: 3 clusters Score -719883.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -720040.312500 Penalty: 4298.827637 Iteration 9Q: 3 clusters Score -720040.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -720094.312500 Penalty: 4298.827637 Iteration 10Q: 3 clusters Score -720094.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -720129.625000 Penalty: 4298.827637 Iteration 11Q: 3 clusters Score -720129.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -720162.375000 Penalty: 4298.827637 Iteration 12Q: 3 clusters Score -720162.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -720187.437500 Penalty: 4298.827637 Iteration 13Q: 3 clusters Score -720187.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4922 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -720199.625000 Penalty: 4298.827637 Iteration 14Q: 3 clusters Score -720199.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -720205.625000 Penalty: 4298.827637 Iteration 15Q: 3 clusters Score -720205.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -720211.250000 Penalty: 4298.827637 Iteration 16Q: 3 clusters Score -720211.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -720217.437500 Penalty: 4298.827637 Iteration 17Q: 3 clusters Score -720217.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -720218.687500 Penalty: 4298.827637 Iteration 18Q: 3 clusters Score -720218.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4937 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -720224.812500 Penalty: 4298.827637 Iteration 19Q: 3 clusters Score -720224.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4938 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -720228.437500 Penalty: 4298.827637 Iteration 20F: 3 clusters Score -720228.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -720230.375000 Penalty: 4298.827637 Iteration 21Q: 3 clusters Score -720230.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -720232.437500 Penalty: 4298.827637 Iteration 22Q: 3 clusters Score -720232.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -720233.562500 Penalty: 4298.827637 Iteration 23Q: 3 clusters Score -720233.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -720233.562500 Penalty: 4298.827637 Iteration 24F: 3 clusters Score -720233.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103895 members Mstep: Class 2 contains 449 members Mstep: Class 3 contains 50110 members Mstep: Class 4 contains 1051 members Mstep: Class 5 contains 565 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 28822 members Mstep: Class 8 contains 3412 members Mstep: Class 9 contains 10053 members Mstep: Class 10 contains 8311 members Mstep: Class 11 contains 49854 members Mstep: Class 12 contains 39986 members Mstep: Class 13 contains 1040 members Mstep: Class 14 contains 54539 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 43788 members Mstep: Class 17 contains 21575 members Mstep: Class 18 contains 143451 members Mstep: Class 19 contains 864 members Mstep: Class 20 contains 77001 members Mstep: Class 21 contains 4940 members Mstep: Class 22 contains 2877 members Mstep: Class 23 contains 868 members Entering Unmasked Estep Score: -85878920.000000 Penalty: 76394.156250 Splitting cluster 21 changes total score from -85866880.000000 to -85878920.000000 So it's getting split into cluster 23. Entering Unmasked Mstep Mstep: Class 0 contains 68 members Mstep: Class 1 contains 103895 members Mstep: Class 2 contains 449 members Mstep: Class 3 contains 50110 members Mstep: Class 4 contains 1051 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 28822 members Mstep: Class 8 contains 3412 members Mstep: Class 9 contains 10053 members Mstep: Class 10 contains 8311 members Mstep: Class 11 contains 49854 members Mstep: Class 12 contains 39986 members Mstep: Class 15 contains 5268 members Mstep: Class 16 contains 43788 members Mstep: Class 17 contains 21575 members Mstep: Class 18 contains 143451 members Mstep: Class 19 contains 864 members Mstep: Class 20 contains 77001 members Mstep: Class 21 contains 4940 members Entering Unmasked Estep ConsiderDeletion Score: -85881880.000000 Penalty: 76394.156250 Iteration 39Q: 24 clusters Score -8.588188e+07 nChanged 5557 Entering Unmasked Mstep Mstep: Class 0 contains 55 members Mstep: Class 1 contains 104346 members Mstep: Class 2 contains 448 members Mstep: Class 3 contains 50547 members Mstep: Class 4 contains 1051 members Mstep: Class 5 contains 572 members Mstep: Class 6 contains 2648 members Mstep: Class 7 contains 28242 members Mstep: Class 8 contains 3450 members Mstep: Class 9 contains 10059 members Mstep: Class 10 contains 8302 members Mstep: Class 11 contains 49828 members Mstep: Class 12 contains 40092 members Mstep: Class 13 contains 1029 members Mstep: Class 14 contains 54102 members Mstep: Class 15 contains 5253 members Mstep: Class 16 contains 43649 members Mstep: Class 17 contains 21601 members Mstep: Class 18 contains 143377 members Mstep: Class 19 contains 1070 members Mstep: Class 20 contains 76927 members Mstep: Class 21 contains 5286 members Mstep: Class 22 contains 2645 members Mstep: Class 23 contains 876 members Entering Unmasked Estep ConsiderDeletion Score: -85883696.000000 Penalty: 76394.156250 Iteration 40F: 24 clusters Score -8.58837e+07 nChanged 2540 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 104579 members Mstep: Class 2 contains 445 members Mstep: Class 3 contains 50945 members Mstep: Class 4 contains 1051 members Mstep: Class 5 contains 572 members Mstep: Class 6 contains 2650 members Mstep: Class 7 contains 27732 members Mstep: Class 8 contains 3464 members Mstep: Class 9 contains 10046 members Mstep: Class 10 contains 8276 members Mstep: Class 11 contains 49736 members Mstep: Class 12 contains 40030 members Mstep: Class 13 contains 1030 members Mstep: Class 14 contains 53673 members Mstep: Class 15 contains 5246 members Mstep: Class 16 contains 43669 members Mstep: Class 17 contains 21685 members Mstep: Class 18 contains 143365 members Mstep: Class 19 contains 1162 members Mstep: Class 20 contains 76916 members Mstep: Class 21 contains 5390 members Mstep: Class 22 contains 2875 members Mstep: Class 23 contains 878 members Entering Unmasked Estep ConsiderDeletion Score: -85884248.000000 Penalty: 76394.156250 Iteration 41Q: 24 clusters Score -8.588425e+07 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 104769 members Mstep: Class 2 contains 424 members Mstep: Class 3 contains 51289 members Mstep: Class 4 contains 1051 members Mstep: Class 5 contains 573 members Mstep: Class 6 contains 2659 members Mstep: Class 7 contains 27305 members Mstep: Class 8 contains 3465 members Mstep: Class 9 contains 10052 members Mstep: Class 10 contains 8274 members Mstep: Class 11 contains 49686 members Mstep: Class 12 contains 40005 members Mstep: Class 13 contains 1030 members Mstep: Class 14 contains 53363 members Mstep: Class 15 contains 5243 members Mstep: Class 16 contains 43707 members Mstep: Class 17 contains 21750 members Mstep: Class 18 contains 143345 members Mstep: Class 19 contains 1216 members Mstep: Class 20 contains 76894 members Mstep: Class 21 contains 5443 members Mstep: Class 22 contains 3000 members Mstep: Class 23 contains 875 members Entering Unmasked Estep ConsiderDeletion Score: -85884800.000000 Penalty: 76394.156250 Iteration 42Q: 24 clusters Score -8.58848e+07 nChanged 1292 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 104929 members Mstep: Class 2 contains 389 members Mstep: Class 3 contains 51621 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 573 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 26891 members Mstep: Class 8 contains 3482 members Mstep: Class 9 contains 10062 members Mstep: Class 10 contains 8257 members Mstep: Class 11 contains 49666 members Mstep: Class 12 contains 39996 members Mstep: Class 13 contains 1027 members Mstep: Class 14 contains 53085 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 43754 members Mstep: Class 17 contains 21831 members Mstep: Class 18 contains 143346 members Mstep: Class 19 contains 1250 members Mstep: Class 20 contains 76882 members Mstep: Class 21 contains 5459 members Mstep: Class 22 contains 3067 members Mstep: Class 23 contains 890 members Entering Unmasked Estep ConsiderDeletion Score: -85884984.000000 Penalty: 76394.156250 Iteration 43Q: 24 clusters Score -8.588498e+07 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105054 members Mstep: Class 2 contains 366 members Mstep: Class 3 contains 51916 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2672 members Mstep: Class 7 contains 26530 members Mstep: Class 8 contains 3498 members Mstep: Class 9 contains 10080 members Mstep: Class 10 contains 8249 members Mstep: Class 11 contains 49652 members Mstep: Class 12 contains 39989 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 52833 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 43809 members Mstep: Class 17 contains 21914 members Mstep: Class 18 contains 143336 members Mstep: Class 19 contains 1268 members Mstep: Class 20 contains 76866 members Mstep: Class 21 contains 5461 members Mstep: Class 22 contains 3123 members Mstep: Class 23 contains 909 members Entering Unmasked Estep ConsiderDeletion Score: -85885168.000000 Penalty: 76394.156250 Iteration 44Q: 24 clusters Score -8.588517e+07 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105173 members Mstep: Class 2 contains 359 members Mstep: Class 3 contains 52207 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 26160 members Mstep: Class 8 contains 3499 members Mstep: Class 9 contains 10097 members Mstep: Class 10 contains 8244 members Mstep: Class 11 contains 49645 members Mstep: Class 12 contains 39988 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 52620 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 43875 members Mstep: Class 17 contains 22002 members Mstep: Class 18 contains 143321 members Mstep: Class 19 contains 1284 members Mstep: Class 20 contains 76850 members Mstep: Class 21 contains 5467 members Mstep: Class 22 contains 3158 members Mstep: Class 23 contains 909 members Entering Unmasked Estep ConsiderDeletion Score: -85885296.000000 Penalty: 76394.156250 Iteration 45Q: 24 clusters Score -8.58853e+07 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105285 members Mstep: Class 2 contains 356 members Mstep: Class 3 contains 52474 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 25816 members Mstep: Class 8 contains 3510 members Mstep: Class 9 contains 10103 members Mstep: Class 10 contains 8237 members Mstep: Class 11 contains 49628 members Mstep: Class 12 contains 39987 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 52422 members Mstep: Class 15 contains 5236 members Mstep: Class 16 contains 43938 members Mstep: Class 17 contains 22082 members Mstep: Class 18 contains 143303 members Mstep: Class 19 contains 1300 members Mstep: Class 20 contains 76849 members Mstep: Class 21 contains 5468 members Mstep: Class 22 contains 3190 members Mstep: Class 23 contains 912 members Entering Unmasked Estep ConsiderDeletion Score: -85885256.000000 Penalty: 76394.156250 Iteration 46Q: 24 clusters Score -8.588526e+07 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105397 members Mstep: Class 2 contains 350 members Mstep: Class 3 contains 52733 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2670 members Mstep: Class 7 contains 25491 members Mstep: Class 8 contains 3516 members Mstep: Class 9 contains 10112 members Mstep: Class 10 contains 8238 members Mstep: Class 11 contains 49620 members Mstep: Class 12 contains 39990 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 52250 members Mstep: Class 15 contains 5235 members Mstep: Class 16 contains 44002 members Mstep: Class 17 contains 22134 members Mstep: Class 18 contains 143286 members Mstep: Class 19 contains 1305 members Mstep: Class 20 contains 76841 members Mstep: Class 21 contains 5473 members Mstep: Class 22 contains 3209 members Mstep: Class 23 contains 915 members Entering Unmasked Estep ConsiderDeletion Score: -85885304.000000 Penalty: 76394.156250 Iteration 47Q: 24 clusters Score -8.58853e+07 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105477 members Mstep: Class 2 contains 348 members Mstep: Class 3 contains 52981 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 25205 members Mstep: Class 8 contains 3514 members Mstep: Class 9 contains 10119 members Mstep: Class 10 contains 8235 members Mstep: Class 11 contains 49610 members Mstep: Class 12 contains 39994 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 52089 members Mstep: Class 15 contains 5234 members Mstep: Class 16 contains 44072 members Mstep: Class 17 contains 22189 members Mstep: Class 18 contains 143284 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 76834 members Mstep: Class 21 contains 5477 members Mstep: Class 22 contains 3215 members Mstep: Class 23 contains 916 members Entering Unmasked Estep ConsiderDeletion Score: -85885344.000000 Penalty: 76394.156250 Iteration 48Q: 24 clusters Score -8.588534e+07 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105565 members Mstep: Class 2 contains 348 members Mstep: Class 3 contains 53215 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 24933 members Mstep: Class 8 contains 3515 members Mstep: Class 9 contains 10121 members Mstep: Class 10 contains 8230 members Mstep: Class 11 contains 49605 members Mstep: Class 12 contains 39996 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51939 members Mstep: Class 15 contains 5232 members Mstep: Class 16 contains 44140 members Mstep: Class 17 contains 22231 members Mstep: Class 18 contains 143284 members Mstep: Class 19 contains 1304 members Mstep: Class 20 contains 76822 members Mstep: Class 21 contains 5479 members Mstep: Class 22 contains 3223 members Mstep: Class 23 contains 918 members Entering Unmasked Estep ConsiderDeletion Score: -85885376.000000 Penalty: 76394.156250 Iteration 49Q: 24 clusters Score -8.588538e+07 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105639 members Mstep: Class 2 contains 348 members Mstep: Class 3 contains 53451 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 24681 members Mstep: Class 8 contains 3515 members Mstep: Class 9 contains 10123 members Mstep: Class 10 contains 8223 members Mstep: Class 11 contains 49599 members Mstep: Class 12 contains 39998 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51816 members Mstep: Class 15 contains 5231 members Mstep: Class 16 contains 44198 members Mstep: Class 17 contains 22257 members Mstep: Class 18 contains 143281 members Mstep: Class 19 contains 1304 members Mstep: Class 20 contains 76812 members Mstep: Class 21 contains 5477 members Mstep: Class 22 contains 3227 members Mstep: Class 23 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -85885352.000000 Penalty: 76394.156250 Iteration 50Q: 24 clusters Score -8.588535e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105713 members Mstep: Class 2 contains 348 members Mstep: Class 3 contains 53666 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2666 members Mstep: Class 7 contains 24437 members Mstep: Class 8 contains 3512 members Mstep: Class 9 contains 10127 members Mstep: Class 10 contains 8226 members Mstep: Class 11 contains 49594 members Mstep: Class 12 contains 40003 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51697 members Mstep: Class 15 contains 5232 members Mstep: Class 16 contains 44258 members Mstep: Class 17 contains 22283 members Mstep: Class 18 contains 143276 members Mstep: Class 19 contains 1305 members Mstep: Class 20 contains 76795 members Mstep: Class 21 contains 5478 members Mstep: Class 22 contains 3230 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85885280.000000 Penalty: 76394.156250 Iteration 51Q: 24 clusters Score -8.588528e+07 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105762 members Mstep: Class 2 contains 348 members Mstep: Class 3 contains 53883 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2665 members Mstep: Class 7 contains 24186 members Mstep: Class 8 contains 3512 members Mstep: Class 9 contains 10130 members Mstep: Class 10 contains 8227 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40005 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51600 members Mstep: Class 15 contains 5233 members Mstep: Class 16 contains 44312 members Mstep: Class 17 contains 22303 members Mstep: Class 18 contains 143278 members Mstep: Class 19 contains 1305 members Mstep: Class 20 contains 76794 members Mstep: Class 21 contains 5479 members Mstep: Class 22 contains 3235 members Mstep: Class 23 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -85885320.000000 Penalty: 76394.156250 Iteration 52Q: 24 clusters Score -8.588532e+07 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105820 members Mstep: Class 2 contains 347 members Mstep: Class 3 contains 54092 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2664 members Mstep: Class 7 contains 23942 members Mstep: Class 8 contains 3515 members Mstep: Class 9 contains 10133 members Mstep: Class 10 contains 8226 members Mstep: Class 11 contains 49588 members Mstep: Class 12 contains 40007 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51513 members Mstep: Class 15 contains 5233 members Mstep: Class 16 contains 44358 members Mstep: Class 17 contains 22325 members Mstep: Class 18 contains 143277 members Mstep: Class 19 contains 1305 members Mstep: Class 20 contains 76781 members Mstep: Class 21 contains 5480 members Mstep: Class 22 contains 3241 members Mstep: Class 23 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -85885432.000000 Penalty: 76394.156250 Iteration 53Q: 24 clusters Score -8.588543e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105867 members Mstep: Class 2 contains 347 members Mstep: Class 3 contains 54295 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2665 members Mstep: Class 7 contains 23694 members Mstep: Class 8 contains 3510 members Mstep: Class 9 contains 10136 members Mstep: Class 10 contains 8227 members Mstep: Class 11 contains 49588 members Mstep: Class 12 contains 40008 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51444 members Mstep: Class 15 contains 5234 members Mstep: Class 16 contains 44403 members Mstep: Class 17 contains 22353 members Mstep: Class 18 contains 143274 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 76776 members Mstep: Class 21 contains 5480 members Mstep: Class 22 contains 3240 members Mstep: Class 23 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -85885616.000000 Penalty: 76394.156250 Iteration 54Q: 24 clusters Score -8.588562e+07 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105915 members Mstep: Class 2 contains 347 members Mstep: Class 3 contains 54510 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2665 members Mstep: Class 7 contains 23436 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 10138 members Mstep: Class 10 contains 8228 members Mstep: Class 11 contains 49589 members Mstep: Class 12 contains 40011 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51385 members Mstep: Class 15 contains 5236 members Mstep: Class 16 contains 44429 members Mstep: Class 17 contains 22387 members Mstep: Class 18 contains 143273 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 76765 members Mstep: Class 21 contains 5481 members Mstep: Class 22 contains 3240 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85885744.000000 Penalty: 76394.156250 Iteration 55Q: 24 clusters Score -8.588574e+07 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 105955 members Mstep: Class 2 contains 347 members Mstep: Class 3 contains 54709 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2665 members Mstep: Class 7 contains 23200 members Mstep: Class 8 contains 3502 members Mstep: Class 9 contains 10143 members Mstep: Class 10 contains 8229 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40012 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51331 members Mstep: Class 15 contains 5236 members Mstep: Class 16 contains 44454 members Mstep: Class 17 contains 22416 members Mstep: Class 18 contains 143270 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 76759 members Mstep: Class 21 contains 5482 members Mstep: Class 22 contains 3243 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85885848.000000 Penalty: 76394.156250 Iteration 56Q: 24 clusters Score -8.588585e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 106007 members Mstep: Class 2 contains 347 members Mstep: Class 3 contains 54881 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2665 members Mstep: Class 7 contains 22985 members Mstep: Class 8 contains 3507 members Mstep: Class 9 contains 10147 members Mstep: Class 10 contains 8228 members Mstep: Class 11 contains 49583 members Mstep: Class 12 contains 40010 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51279 members Mstep: Class 15 contains 5235 members Mstep: Class 16 contains 44481 members Mstep: Class 17 contains 22430 members Mstep: Class 18 contains 143270 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 76752 members Mstep: Class 21 contains 5483 members Mstep: Class 22 contains 3250 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85885688.000000 Penalty: 76394.156250 Iteration 57Q: 24 clusters Score -8.588569e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 106049 members Mstep: Class 2 contains 347 members Mstep: Class 3 contains 55050 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2665 members Mstep: Class 7 contains 22785 members Mstep: Class 8 contains 3508 members Mstep: Class 9 contains 10149 members Mstep: Class 10 contains 8227 members Mstep: Class 11 contains 49577 members Mstep: Class 12 contains 40013 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51241 members Mstep: Class 15 contains 5234 members Mstep: Class 16 contains 44507 members Mstep: Class 17 contains 22437 members Mstep: Class 18 contains 143273 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 76747 members Mstep: Class 21 contains 5482 members Mstep: Class 22 contains 3249 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85885648.000000 Penalty: 76394.156250 Iteration 58Q: 24 clusters Score -8.588565e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 106093 members Mstep: Class 2 contains 347 members Mstep: Class 3 contains 55203 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2666 members Mstep: Class 7 contains 22592 members Mstep: Class 8 contains 3509 members Mstep: Class 9 contains 10151 members Mstep: Class 10 contains 8228 members Mstep: Class 11 contains 49574 members Mstep: Class 12 contains 40012 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51206 members Mstep: Class 15 contains 5237 members Mstep: Class 16 contains 44519 members Mstep: Class 17 contains 22458 members Mstep: Class 18 contains 143272 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 76739 members Mstep: Class 21 contains 5482 members Mstep: Class 22 contains 3252 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85885656.000000 Penalty: 76394.156250 Iteration 59Q: 24 clusters Score -8.588566e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 37 members Mstep: Class 1 contains 106118 members Mstep: Class 2 contains 347 members Mstep: Class 3 contains 55355 members Mstep: Class 4 contains 1053 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2665 members Mstep: Class 7 contains 22427 members Mstep: Class 8 contains 3506 members Mstep: Class 9 contains 10156 members Mstep: Class 10 contains 8230 members Mstep: Class 11 contains 49575 members Mstep: Class 12 contains 40016 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51173 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 44533 members Mstep: Class 17 contains 22472 members Mstep: Class 18 contains 143270 members Mstep: Class 19 contains 1307 members Mstep: Class 20 contains 76722 members Mstep: Class 21 contains 5482 members Mstep: Class 22 contains 3253 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886016.000000 Penalty: 76394.156250 Iteration 60F: 24 clusters Score -8.588602e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 106149 members Mstep: Class 2 contains 352 members Mstep: Class 3 contains 55476 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 573 members Mstep: Class 6 contains 2664 members Mstep: Class 7 contains 22293 members Mstep: Class 8 contains 3506 members Mstep: Class 9 contains 10160 members Mstep: Class 10 contains 8227 members Mstep: Class 11 contains 49577 members Mstep: Class 12 contains 40017 members Mstep: Class 13 contains 1023 members Mstep: Class 14 contains 51147 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 44542 members Mstep: Class 17 contains 22483 members Mstep: Class 18 contains 143268 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 76711 members Mstep: Class 21 contains 5482 members Mstep: Class 22 contains 3253 members Mstep: Class 23 contains 931 members Entering Unmasked Estep ConsiderDeletion Score: -85886312.000000 Penalty: 76394.156250 Iteration 61Q: 24 clusters Score -8.588631e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106182 members Mstep: Class 2 contains 341 members Mstep: Class 3 contains 55583 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 573 members Mstep: Class 6 contains 2664 members Mstep: Class 7 contains 22171 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 10163 members Mstep: Class 10 contains 8226 members Mstep: Class 11 contains 49577 members Mstep: Class 12 contains 40018 members Mstep: Class 13 contains 1023 members Mstep: Class 14 contains 51133 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 44552 members Mstep: Class 17 contains 22488 members Mstep: Class 18 contains 143265 members Mstep: Class 19 contains 1305 members Mstep: Class 20 contains 76700 members Mstep: Class 21 contains 5488 members Mstep: Class 22 contains 3254 members Mstep: Class 23 contains 929 members Entering Unmasked Estep ConsiderDeletion Score: -85886440.000000 Penalty: 76394.156250 Iteration 62Q: 24 clusters Score -8.588644e+07 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106207 members Mstep: Class 2 contains 335 members Mstep: Class 3 contains 55686 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 574 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 22035 members Mstep: Class 8 contains 3503 members Mstep: Class 9 contains 10167 members Mstep: Class 10 contains 8226 members Mstep: Class 11 contains 49579 members Mstep: Class 12 contains 40020 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51115 members Mstep: Class 15 contains 5241 members Mstep: Class 16 contains 44564 members Mstep: Class 17 contains 22501 members Mstep: Class 18 contains 143266 members Mstep: Class 19 contains 1306 members Mstep: Class 20 contains 76692 members Mstep: Class 21 contains 5491 members Mstep: Class 22 contains 3255 members Mstep: Class 23 contains 925 members Entering Unmasked Estep ConsiderDeletion Score: -85886480.000000 Penalty: 76394.156250 Iteration 63Q: 24 clusters Score -8.588648e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106231 members Mstep: Class 2 contains 332 members Mstep: Class 3 contains 55789 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 21908 members Mstep: Class 8 contains 3502 members Mstep: Class 9 contains 10169 members Mstep: Class 10 contains 8225 members Mstep: Class 11 contains 49579 members Mstep: Class 12 contains 40023 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51090 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 44582 members Mstep: Class 17 contains 22515 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1310 members Mstep: Class 20 contains 76685 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3254 members Mstep: Class 23 contains 925 members Entering Unmasked Estep ConsiderDeletion Score: -85886408.000000 Penalty: 76394.156250 Iteration 64Q: 24 clusters Score -8.588641e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106256 members Mstep: Class 2 contains 331 members Mstep: Class 3 contains 55876 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 21799 members Mstep: Class 8 contains 3501 members Mstep: Class 9 contains 10172 members Mstep: Class 10 contains 8224 members Mstep: Class 11 contains 49576 members Mstep: Class 12 contains 40023 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51066 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 44599 members Mstep: Class 17 contains 22529 members Mstep: Class 18 contains 143259 members Mstep: Class 19 contains 1312 members Mstep: Class 20 contains 76678 members Mstep: Class 21 contains 5494 members Mstep: Class 22 contains 3255 members Mstep: Class 23 contains 923 members Entering Unmasked Estep ConsiderDeletion Score: -85886512.000000 Penalty: 76394.156250 Iteration 65Q: 24 clusters Score -8.588651e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106277 members Mstep: Class 2 contains 330 members Mstep: Class 3 contains 55978 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 21676 members Mstep: Class 8 contains 3504 members Mstep: Class 9 contains 10174 members Mstep: Class 10 contains 8222 members Mstep: Class 11 contains 49574 members Mstep: Class 12 contains 40023 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 51029 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 44620 members Mstep: Class 17 contains 22543 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1313 members Mstep: Class 20 contains 76676 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3256 members Mstep: Class 23 contains 923 members Entering Unmasked Estep ConsiderDeletion Score: -85886520.000000 Penalty: 76394.156250 Iteration 66Q: 24 clusters Score -8.588652e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106297 members Mstep: Class 2 contains 330 members Mstep: Class 3 contains 56064 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 21571 members Mstep: Class 8 contains 3503 members Mstep: Class 9 contains 10176 members Mstep: Class 10 contains 8220 members Mstep: Class 11 contains 49573 members Mstep: Class 12 contains 40022 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50993 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44643 members Mstep: Class 17 contains 22558 members Mstep: Class 18 contains 143263 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76671 members Mstep: Class 21 contains 5493 members Mstep: Class 22 contains 3258 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886528.000000 Penalty: 76394.156250 Iteration 67Q: 24 clusters Score -8.588653e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106319 members Mstep: Class 2 contains 329 members Mstep: Class 3 contains 56167 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 21458 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 10177 members Mstep: Class 10 contains 8216 members Mstep: Class 11 contains 49572 members Mstep: Class 12 contains 40019 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50962 members Mstep: Class 15 contains 5244 members Mstep: Class 16 contains 44661 members Mstep: Class 17 contains 22567 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1317 members Mstep: Class 20 contains 76662 members Mstep: Class 21 contains 5494 members Mstep: Class 22 contains 3260 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886672.000000 Penalty: 76394.156250 Iteration 68Q: 24 clusters Score -8.588667e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106346 members Mstep: Class 2 contains 329 members Mstep: Class 3 contains 56260 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 21345 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 10178 members Mstep: Class 10 contains 8218 members Mstep: Class 11 contains 49571 members Mstep: Class 12 contains 40014 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50926 members Mstep: Class 15 contains 5244 members Mstep: Class 16 contains 44681 members Mstep: Class 17 contains 22587 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1317 members Mstep: Class 20 contains 76651 members Mstep: Class 21 contains 5494 members Mstep: Class 22 contains 3263 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886720.000000 Penalty: 76394.156250 Iteration 69Q: 24 clusters Score -8.588672e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106377 members Mstep: Class 2 contains 329 members Mstep: Class 3 contains 56360 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 21234 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 10176 members Mstep: Class 10 contains 8217 members Mstep: Class 11 contains 49570 members Mstep: Class 12 contains 40012 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50888 members Mstep: Class 15 contains 5244 members Mstep: Class 16 contains 44702 members Mstep: Class 17 contains 22597 members Mstep: Class 18 contains 143259 members Mstep: Class 19 contains 1317 members Mstep: Class 20 contains 76644 members Mstep: Class 21 contains 5495 members Mstep: Class 22 contains 3265 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886768.000000 Penalty: 76394.156250 Iteration 70Q: 24 clusters Score -8.588677e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106399 members Mstep: Class 2 contains 329 members Mstep: Class 3 contains 56446 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 21125 members Mstep: Class 8 contains 3504 members Mstep: Class 9 contains 10177 members Mstep: Class 10 contains 8213 members Mstep: Class 11 contains 49571 members Mstep: Class 12 contains 40011 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50860 members Mstep: Class 15 contains 5244 members Mstep: Class 16 contains 44723 members Mstep: Class 17 contains 22613 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1317 members Mstep: Class 20 contains 76635 members Mstep: Class 21 contains 5495 members Mstep: Class 22 contains 3267 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886784.000000 Penalty: 76394.156250 Iteration 71Q: 24 clusters Score -8.588678e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106429 members Mstep: Class 2 contains 329 members Mstep: Class 3 contains 56546 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 20998 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 10177 members Mstep: Class 10 contains 8213 members Mstep: Class 11 contains 49569 members Mstep: Class 12 contains 40013 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50835 members Mstep: Class 15 contains 5244 members Mstep: Class 16 contains 44746 members Mstep: Class 17 contains 22615 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1317 members Mstep: Class 20 contains 76628 members Mstep: Class 21 contains 5495 members Mstep: Class 22 contains 3271 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886832.000000 Penalty: 76394.156250 Iteration 72Q: 24 clusters Score -8.588683e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106450 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 56653 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 20874 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 10178 members Mstep: Class 10 contains 8211 members Mstep: Class 11 contains 49566 members Mstep: Class 12 contains 40017 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50810 members Mstep: Class 15 contains 5243 members Mstep: Class 16 contains 44758 members Mstep: Class 17 contains 22629 members Mstep: Class 18 contains 143264 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76623 members Mstep: Class 21 contains 5494 members Mstep: Class 22 contains 3274 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886784.000000 Penalty: 76394.156250 Iteration 73Q: 24 clusters Score -8.588678e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106472 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 56758 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 20742 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 10179 members Mstep: Class 10 contains 8207 members Mstep: Class 11 contains 49567 members Mstep: Class 12 contains 40019 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50792 members Mstep: Class 15 contains 5243 members Mstep: Class 16 contains 44770 members Mstep: Class 17 contains 22649 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76615 members Mstep: Class 21 contains 5494 members Mstep: Class 22 contains 3276 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886776.000000 Penalty: 76394.156250 Iteration 74Q: 24 clusters Score -8.588678e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106491 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 56843 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 20642 members Mstep: Class 8 contains 3504 members Mstep: Class 9 contains 10179 members Mstep: Class 10 contains 8205 members Mstep: Class 11 contains 49567 members Mstep: Class 12 contains 40020 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50782 members Mstep: Class 15 contains 5243 members Mstep: Class 16 contains 44779 members Mstep: Class 17 contains 22656 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1313 members Mstep: Class 20 contains 76610 members Mstep: Class 21 contains 5493 members Mstep: Class 22 contains 3276 members Mstep: Class 23 contains 921 members Entering Unmasked Estep ConsiderDeletion Score: -85886792.000000 Penalty: 76394.156250 Iteration 75Q: 24 clusters Score -8.588679e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106509 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 56930 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 20541 members Mstep: Class 8 contains 3505 members Mstep: Class 9 contains 10180 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49570 members Mstep: Class 12 contains 40019 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50760 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44792 members Mstep: Class 17 contains 22668 members Mstep: Class 18 contains 143264 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76599 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3276 members Mstep: Class 23 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -85886840.000000 Penalty: 76394.156250 Iteration 76Q: 24 clusters Score -8.588684e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106522 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 57000 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 20456 members Mstep: Class 8 contains 3507 members Mstep: Class 9 contains 10179 members Mstep: Class 10 contains 8206 members Mstep: Class 11 contains 49573 members Mstep: Class 12 contains 40019 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50738 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44804 members Mstep: Class 17 contains 22682 members Mstep: Class 18 contains 143264 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76590 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3277 members Mstep: Class 23 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -85886856.000000 Penalty: 76394.156250 Iteration 77Q: 24 clusters Score -8.588686e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106535 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 57068 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2667 members Mstep: Class 7 contains 20374 members Mstep: Class 8 contains 3496 members Mstep: Class 9 contains 10181 members Mstep: Class 10 contains 8208 members Mstep: Class 11 contains 49576 members Mstep: Class 12 contains 40020 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50725 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44823 members Mstep: Class 17 contains 22684 members Mstep: Class 18 contains 143263 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76585 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3279 members Mstep: Class 23 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -85886992.000000 Penalty: 76394.156250 Iteration 78Q: 24 clusters Score -8.588699e+07 nChanged 138 Entering ConstructFrom: Score: -85886992.000000 Penalty: 76394.156250 Entering ConstructFrom: Trying to split cluster 1 (106545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106545 members Entering Unmasked Estep Score: -14075744.000000 Penalty: 2870.927979 Iteration 0F: 2 clusters Score -1.407574e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53065 members Mstep: Class 2 contains 53480 members Entering Unmasked Estep Score: -14004434.000000 Penalty: 5741.855957 Iteration 0F: 3 clusters Score -1.400443e+07 nChanged 50468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50683 members Mstep: Class 2 contains 55862 members Entering Unmasked Estep Score: -14033634.000000 Penalty: 5741.855957 Iteration 1F: 3 clusters Score -1.403363e+07 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49330 members Mstep: Class 2 contains 57215 members Entering Unmasked Estep Score: -14034472.000000 Penalty: 5741.855957 Iteration 2Q: 3 clusters Score -1.403447e+07 nChanged 3418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47264 members Mstep: Class 2 contains 59281 members Entering Unmasked Estep Score: -14035403.000000 Penalty: 5741.855957 Iteration 3Q: 3 clusters Score -1.40354e+07 nChanged 3840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44218 members Mstep: Class 2 contains 62327 members Entering Unmasked Estep Score: -14036711.000000 Penalty: 5741.855957 Iteration 4Q: 3 clusters Score -1.403671e+07 nChanged 4824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39752 members Mstep: Class 2 contains 66793 members Entering Unmasked Estep Score: -14039096.000000 Penalty: 5741.855957 Iteration 5Q: 3 clusters Score -1.40391e+07 nChanged 6373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33533 members Mstep: Class 2 contains 73012 members Entering Unmasked Estep Score: -14043089.000000 Penalty: 5741.855957 Iteration 6F: 3 clusters Score -1.404309e+07 nChanged 8143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25430 members Mstep: Class 2 contains 81115 members Entering Unmasked Estep Score: -14049336.000000 Penalty: 5741.855957 Iteration 7F: 3 clusters Score -1.404934e+07 nChanged 9049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16395 members Mstep: Class 2 contains 90150 members Entering Unmasked Estep Score: -14057560.000000 Penalty: 5741.855957 Iteration 8F: 3 clusters Score -1.405756e+07 nChanged 8011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 98153 members Entering Unmasked Estep Score: -14065256.000000 Penalty: 5741.855957 Iteration 9F: 3 clusters Score -1.406526e+07 nChanged 5052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 103203 members Entering Unmasked Estep Score: -14070157.000000 Penalty: 5741.855957 Iteration 10Q: 3 clusters Score -1.407016e+07 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 105407 members Entering Unmasked Estep Score: -14072210.000000 Penalty: 5741.855957 Iteration 11Q: 3 clusters Score -1.407221e+07 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 106079 members Entering Unmasked Estep Score: -14072830.000000 Penalty: 5741.855957 Iteration 12Q: 3 clusters Score -1.407283e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 106235 members Entering Unmasked Estep Score: -14073022.000000 Penalty: 5741.855957 Iteration 13Q: 3 clusters Score -1.407302e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 106272 members Entering Unmasked Estep Score: -14073106.000000 Penalty: 5741.855957 Iteration 14Q: 3 clusters Score -1.407311e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 106293 members Entering Unmasked Estep Score: -14073149.000000 Penalty: 5741.855957 Iteration 15Q: 3 clusters Score -1.407315e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 106306 members Entering Unmasked Estep Score: -14073197.000000 Penalty: 5741.855957 Iteration 16Q: 3 clusters Score -1.40732e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 106312 members Entering Unmasked Estep Score: -14073215.000000 Penalty: 5741.855957 Iteration 17Q: 3 clusters Score -1.407322e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 106315 members Entering Unmasked Estep Score: -14073218.000000 Penalty: 5741.855957 Iteration 18Q: 3 clusters Score -1.407322e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 106319 members Entering Unmasked Estep Score: -14073226.000000 Penalty: 5741.855957 Iteration 19Q: 3 clusters Score -1.407323e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 106316 members Entering Unmasked Estep Score: -14073247.000000 Penalty: 5741.855957 Iteration 20F: 3 clusters Score -1.407325e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 106319 members Entering Unmasked Estep Score: -14073250.000000 Penalty: 5741.855957 Iteration 21Q: 3 clusters Score -1.407325e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 106317 members Entering Unmasked Estep Score: -14073263.000000 Penalty: 5741.855957 Iteration 22Q: 3 clusters Score -1.407326e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 106317 members Entering Unmasked Estep Score: -14073265.000000 Penalty: 5741.855957 Iteration 23Q: 3 clusters Score -1.407326e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 106317 members Entering Unmasked Estep Score: -14073265.000000 Penalty: 5741.855957 Iteration 24F: 3 clusters Score -1.407326e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (328 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Entering Unmasked Estep Score: -30943.019531 Penalty: 1436.667358 Iteration 0F: 2 clusters Score -30943.02 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 154 members Entering Unmasked Estep Score: -29813.527344 Penalty: 2873.334717 Iteration 0F: 3 clusters Score -29813.53 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -30390.939453 Penalty: 2873.334717 Iteration 1F: 3 clusters Score -30390.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -30672.611328 Penalty: 2873.334717 Iteration 2F: 3 clusters Score -30672.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -30802.005859 Penalty: 2873.334717 Iteration 3Q: 3 clusters Score -30802.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -30877.828125 Penalty: 2873.334717 Iteration 4Q: 3 clusters Score -30877.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -30915.589844 Penalty: 2873.334717 Iteration 5Q: 3 clusters Score -30915.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -30932.476562 Penalty: 2873.334717 Iteration 6Q: 3 clusters Score -30932.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -30964.837891 Penalty: 2873.334717 Iteration 7Q: 3 clusters Score -30964.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -30995.886719 Penalty: 2873.334717 Iteration 8Q: 3 clusters Score -30995.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -30995.886719 Penalty: 2873.334717 Iteration 9F: 3 clusters Score -30995.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106545 members Mstep: Class 2 contains 205 members Mstep: Class 3 contains 57152 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 20286 members Mstep: Class 8 contains 3492 members Mstep: Class 9 contains 10184 members Mstep: Class 10 contains 8209 members Mstep: Class 11 contains 49576 members Mstep: Class 12 contains 40022 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50710 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44838 members Mstep: Class 17 contains 22683 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76579 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3280 members Mstep: Class 23 contains 920 members Mstep: Class 24 contains 123 members Entering Unmasked Estep Score: -85885200.000000 Penalty: 79715.640625 Splitting cluster 2 changes total score from -85886992.000000 to -85885200.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (57152 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57152 members Entering Unmasked Estep Score: -7791221.500000 Penalty: 2716.460449 Iteration 0F: 2 clusters Score -7791222 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28605 members Mstep: Class 2 contains 28547 members Entering Unmasked Estep Score: -7752945.500000 Penalty: 5432.920898 Iteration 0F: 3 clusters Score -7752946 nChanged 26492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29533 members Mstep: Class 2 contains 27619 members Entering Unmasked Estep Score: -7767550.500000 Penalty: 5432.920898 Iteration 1F: 3 clusters Score -7767550 nChanged 2410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30133 members Mstep: Class 2 contains 27019 members Entering Unmasked Estep Score: -7768319.500000 Penalty: 5432.920898 Iteration 2Q: 3 clusters Score -7768320 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30959 members Mstep: Class 2 contains 26193 members Entering Unmasked Estep Score: -7769137.500000 Penalty: 5432.920898 Iteration 3Q: 3 clusters Score -7769138 nChanged 2656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32157 members Mstep: Class 2 contains 24995 members Entering Unmasked Estep Score: -7770076.500000 Penalty: 5432.920898 Iteration 4Q: 3 clusters Score -7770076 nChanged 2775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33684 members Mstep: Class 2 contains 23468 members Entering Unmasked Estep Score: -7771263.000000 Penalty: 5432.920898 Iteration 5Q: 3 clusters Score -7771263 nChanged 2983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35591 members Mstep: Class 2 contains 21561 members Entering Unmasked Estep Score: -7772553.500000 Penalty: 5432.920898 Iteration 6F: 3 clusters Score -7772554 nChanged 2962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37749 members Mstep: Class 2 contains 19403 members Entering Unmasked Estep Score: -7773925.500000 Penalty: 5432.920898 Iteration 7F: 3 clusters Score -7773926 nChanged 2962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40171 members Mstep: Class 2 contains 16981 members Entering Unmasked Estep Score: -7775443.000000 Penalty: 5432.920898 Iteration 8F: 3 clusters Score -7775443 nChanged 2911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42816 members Mstep: Class 2 contains 14336 members Entering Unmasked Estep Score: -7777131.000000 Penalty: 5432.920898 Iteration 9F: 3 clusters Score -7777131 nChanged 2897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45591 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -7779075.000000 Penalty: 5432.920898 Iteration 10F: 3 clusters Score -7779075 nChanged 2946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48521 members Mstep: Class 2 contains 8631 members Entering Unmasked Estep Score: -7781441.500000 Penalty: 5432.920898 Iteration 11F: 3 clusters Score -7781442 nChanged 2696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51201 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -7783781.500000 Penalty: 5432.920898 Iteration 12Q: 3 clusters Score -7783782 nChanged 2173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53368 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -7785841.500000 Penalty: 5432.920898 Iteration 13Q: 3 clusters Score -7785842 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54807 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -7787267.500000 Penalty: 5432.920898 Iteration 14Q: 3 clusters Score -7787268 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55573 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -7788027.000000 Penalty: 5432.920898 Iteration 15Q: 3 clusters Score -7788027 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55962 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -7788403.000000 Penalty: 5432.920898 Iteration 16Q: 3 clusters Score -7788403 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56142 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -7788612.500000 Penalty: 5432.920898 Iteration 17Q: 3 clusters Score -7788612 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56235 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -7788721.500000 Penalty: 5432.920898 Iteration 18Q: 3 clusters Score -7788722 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56284 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -7788793.500000 Penalty: 5432.920898 Iteration 19Q: 3 clusters Score -7788794 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56330 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -7788829.500000 Penalty: 5432.920898 Iteration 20F: 3 clusters Score -7788830 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56356 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -7788858.500000 Penalty: 5432.920898 Iteration 21Q: 3 clusters Score -7788858 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56377 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -7788872.500000 Penalty: 5432.920898 Iteration 22Q: 3 clusters Score -7788872 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56393 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -7788898.000000 Penalty: 5432.920898 Iteration 23Q: 3 clusters Score -7788898 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56408 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -7788912.500000 Penalty: 5432.920898 Iteration 24Q: 3 clusters Score -7788912 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56416 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -7788912.500000 Penalty: 5432.920898 Iteration 25Q: 3 clusters Score -7788912 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56423 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -7788919.000000 Penalty: 5432.920898 Iteration 26Q: 3 clusters Score -7788919 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56431 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -7788919.000000 Penalty: 5432.920898 Iteration 27Q: 3 clusters Score -7788919 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56431 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -7788918.000000 Penalty: 5432.920898 Iteration 28Q: 3 clusters Score -7788918 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56426 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -7788923.500000 Penalty: 5432.920898 Iteration 29Q: 3 clusters Score -7788924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56425 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -7788923.500000 Penalty: 5432.920898 Iteration 30Q: 3 clusters Score -7788924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56426 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -7788926.000000 Penalty: 5432.920898 Iteration 31Q: 3 clusters Score -7788926 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56429 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -7788926.500000 Penalty: 5432.920898 Iteration 32Q: 3 clusters Score -7788926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56432 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -7788933.000000 Penalty: 5432.920898 Iteration 33Q: 3 clusters Score -7788933 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56435 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -7788940.000000 Penalty: 5432.920898 Iteration 34Q: 3 clusters Score -7788940 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56437 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -7788941.000000 Penalty: 5432.920898 Iteration 35Q: 3 clusters Score -7788941 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56441 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -7788944.500000 Penalty: 5432.920898 Iteration 36Q: 3 clusters Score -7788944 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56443 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -7788931.500000 Penalty: 5432.920898 Iteration 37Q: 3 clusters Score -7788932 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56446 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -7788940.000000 Penalty: 5432.920898 Iteration 38Q: 3 clusters Score -7788940 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56447 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -7788941.000000 Penalty: 5432.920898 Iteration 39Q: 3 clusters Score -7788941 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56448 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -7788937.000000 Penalty: 5432.920898 Iteration 40F: 3 clusters Score -7788937 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56449 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -7788937.500000 Penalty: 5432.920898 Iteration 41Q: 3 clusters Score -7788938 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56450 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -7788941.000000 Penalty: 5432.920898 Iteration 42Q: 3 clusters Score -7788941 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56451 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -7788946.500000 Penalty: 5432.920898 Iteration 43Q: 3 clusters Score -7788946 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56450 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -7788948.500000 Penalty: 5432.920898 Iteration 44Q: 3 clusters Score -7788948 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56450 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -7788948.500000 Penalty: 5432.920898 Iteration 45F: 3 clusters Score -7788948 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1052 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Entering Unmasked Estep Score: -124619.812500 Penalty: 1725.695190 Iteration 0F: 2 clusters Score -124619.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -122683.296875 Penalty: 3451.390381 Iteration 0F: 3 clusters Score -122683.3 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -123203.500000 Penalty: 3451.390381 Iteration 1F: 3 clusters Score -123203.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -123647.632812 Penalty: 3451.390381 Iteration 2F: 3 clusters Score -123647.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -124158.500000 Penalty: 3451.390381 Iteration 3F: 3 clusters Score -124158.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -124416.804688 Penalty: 3451.390381 Iteration 4F: 3 clusters Score -124416.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -124648.976562 Penalty: 3451.390381 Iteration 5F: 3 clusters Score -124649 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -124804.421875 Penalty: 3451.390381 Iteration 6Q: 3 clusters Score -124804.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -124965.132812 Penalty: 3451.390381 Iteration 7Q: 3 clusters Score -124965.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -125094.007812 Penalty: 3451.390381 Iteration 8Q: 3 clusters Score -125094 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -125151.328125 Penalty: 3451.390381 Iteration 9Q: 3 clusters Score -125151.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -125176.007812 Penalty: 3451.390381 Iteration 10Q: 3 clusters Score -125176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -125192.007812 Penalty: 3451.390381 Iteration 11Q: 3 clusters Score -125192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -125201.078125 Penalty: 3451.390381 Iteration 12Q: 3 clusters Score -125201.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -125271.804688 Penalty: 3451.390381 Iteration 13F: 3 clusters Score -125271.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -125345.023438 Penalty: 3451.390381 Iteration 14Q: 3 clusters Score -125345 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -125355.148438 Penalty: 3451.390381 Iteration 15Q: 3 clusters Score -125355.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -125357.812500 Penalty: 3451.390381 Iteration 16Q: 3 clusters Score -125357.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -125360.554688 Penalty: 3451.390381 Iteration 17Q: 3 clusters Score -125360.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -125360.554688 Penalty: 3451.390381 Iteration 18F: 3 clusters Score -125360.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106545 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 57152 members Mstep: Class 4 contains 254 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 20286 members Mstep: Class 8 contains 3492 members Mstep: Class 9 contains 10184 members Mstep: Class 10 contains 8209 members Mstep: Class 11 contains 49576 members Mstep: Class 12 contains 40022 members Mstep: Class 13 contains 1024 members Mstep: Class 14 contains 50710 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44838 members Mstep: Class 17 contains 22683 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76579 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3280 members Mstep: Class 23 contains 920 members Mstep: Class 24 contains 798 members Entering Unmasked Estep Score: -85886200.000000 Penalty: 79715.640625 Splitting cluster 4 changes total score from -85886992.000000 to -85886200.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (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: -68071.804688 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -68071.8 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 298 members Entering Unmasked Estep Score: -66549.546875 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -66549.55 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -66884.921875 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -66884.92 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -67015.179688 Penalty: 3151.767578 Iteration 2F: 3 clusters Score -67015.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -67088.601562 Penalty: 3151.767578 Iteration 3Q: 3 clusters Score -67088.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -67127.632812 Penalty: 3151.767578 Iteration 4Q: 3 clusters Score -67127.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -67158.351562 Penalty: 3151.767578 Iteration 5Q: 3 clusters Score -67158.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -67181.875000 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -67181.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -67190.773438 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -67190.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -67198.484375 Penalty: 3151.767578 Iteration 8Q: 3 clusters Score -67198.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -67205.601562 Penalty: 3151.767578 Iteration 9Q: 3 clusters Score -67205.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -67206.562500 Penalty: 3151.767578 Iteration 10Q: 3 clusters Score -67206.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -67206.562500 Penalty: 3151.767578 Iteration 11F: 3 clusters Score -67206.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Entering Unmasked Estep Score: -345696.343750 Penalty: 1956.492920 Iteration 0F: 2 clusters Score -345696.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -342666.750000 Penalty: 3912.985840 Iteration 0F: 3 clusters Score -342666.8 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -343283.187500 Penalty: 3912.985840 Iteration 1F: 3 clusters Score -343283.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -343523.062500 Penalty: 3912.985840 Iteration 2F: 3 clusters Score -343523.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -343694.000000 Penalty: 3912.985840 Iteration 3F: 3 clusters Score -343694 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -343832.625000 Penalty: 3912.985840 Iteration 4Q: 3 clusters Score -343832.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -343949.468750 Penalty: 3912.985840 Iteration 5Q: 3 clusters Score -343949.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -344100.812500 Penalty: 3912.985840 Iteration 6Q: 3 clusters Score -344100.8 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -344282.468750 Penalty: 3912.985840 Iteration 7Q: 3 clusters Score -344282.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -344474.843750 Penalty: 3912.985840 Iteration 8Q: 3 clusters Score -344474.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -344662.000000 Penalty: 3912.985840 Iteration 9Q: 3 clusters Score -344662 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -344864.343750 Penalty: 3912.985840 Iteration 10Q: 3 clusters Score -344864.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -345028.562500 Penalty: 3912.985840 Iteration 11Q: 3 clusters Score -345028.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -345232.250000 Penalty: 3912.985840 Iteration 12Q: 3 clusters Score -345232.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -345384.375000 Penalty: 3912.985840 Iteration 13Q: 3 clusters Score -345384.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -345434.625000 Penalty: 3912.985840 Iteration 14Q: 3 clusters Score -345434.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -345443.218750 Penalty: 3912.985840 Iteration 15Q: 3 clusters Score -345443.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -345452.187500 Penalty: 3912.985840 Iteration 16Q: 3 clusters Score -345452.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -345457.968750 Penalty: 3912.985840 Iteration 17Q: 3 clusters Score -345458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -345462.906250 Penalty: 3912.985840 Iteration 18Q: 3 clusters Score -345462.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -345467.781250 Penalty: 3912.985840 Iteration 19Q: 3 clusters Score -345467.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -345470.875000 Penalty: 3912.985840 Iteration 20F: 3 clusters Score -345470.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -345474.937500 Penalty: 3912.985840 Iteration 21Q: 3 clusters Score -345474.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -345476.687500 Penalty: 3912.985840 Iteration 22Q: 3 clusters Score -345476.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -345477.406250 Penalty: 3912.985840 Iteration 23Q: 3 clusters Score -345477.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -345477.406250 Penalty: 3912.985840 Iteration 24F: 3 clusters Score -345477.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (20286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20286 members Entering Unmasked Estep Score: -2623300.250000 Penalty: 2459.586182 Iteration 0F: 2 clusters Score -2623300 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 10006 members Entering Unmasked Estep Score: -2608960.250000 Penalty: 4919.172363 Iteration 0F: 3 clusters Score -2608960 nChanged 8919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10835 members Mstep: Class 2 contains 9451 members Entering Unmasked Estep Score: -2613906.250000 Penalty: 4919.172363 Iteration 1F: 3 clusters Score -2613906 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11248 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -2614499.250000 Penalty: 4919.172363 Iteration 2F: 3 clusters Score -2614499 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11811 members Mstep: Class 2 contains 8475 members Entering Unmasked Estep Score: -2615201.250000 Penalty: 4919.172363 Iteration 3F: 3 clusters Score -2615201 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12454 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -2616119.250000 Penalty: 4919.172363 Iteration 4F: 3 clusters Score -2616119 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13121 members Mstep: Class 2 contains 7165 members Entering Unmasked Estep Score: -2617230.500000 Penalty: 4919.172363 Iteration 5F: 3 clusters Score -2617230 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -2618319.250000 Penalty: 4919.172363 Iteration 6F: 3 clusters Score -2618319 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13984 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -2619222.250000 Penalty: 4919.172363 Iteration 7F: 3 clusters Score -2619222 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14146 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -2619992.250000 Penalty: 4919.172363 Iteration 8Q: 3 clusters Score -2619992 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14249 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -2620550.750000 Penalty: 4919.172363 Iteration 9Q: 3 clusters Score -2620551 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14327 members Mstep: Class 2 contains 5959 members Entering Unmasked Estep Score: -2620921.000000 Penalty: 4919.172363 Iteration 10Q: 3 clusters Score -2620921 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14361 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -2621127.250000 Penalty: 4919.172363 Iteration 11Q: 3 clusters Score -2621127 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14426 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -2621264.250000 Penalty: 4919.172363 Iteration 12Q: 3 clusters Score -2621264 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14472 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -2621341.500000 Penalty: 4919.172363 Iteration 13Q: 3 clusters Score -2621342 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14486 members Mstep: Class 2 contains 5800 members Entering Unmasked Estep Score: -2621391.250000 Penalty: 4919.172363 Iteration 14Q: 3 clusters Score -2621391 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14504 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -2621425.250000 Penalty: 4919.172363 Iteration 15Q: 3 clusters Score -2621425 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14543 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -2621459.750000 Penalty: 4919.172363 Iteration 16Q: 3 clusters Score -2621460 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14573 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -2621484.250000 Penalty: 4919.172363 Iteration 17Q: 3 clusters Score -2621484 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14612 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -2621498.750000 Penalty: 4919.172363 Iteration 18Q: 3 clusters Score -2621499 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14654 members Mstep: Class 2 contains 5632 members Entering Unmasked Estep Score: -2621523.500000 Penalty: 4919.172363 Iteration 19Q: 3 clusters Score -2621524 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14686 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -2621531.250000 Penalty: 4919.172363 Iteration 20F: 3 clusters Score -2621531 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14728 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -2621546.000000 Penalty: 4919.172363 Iteration 21Q: 3 clusters Score -2621546 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14773 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -2621554.000000 Penalty: 4919.172363 Iteration 22Q: 3 clusters Score -2621554 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14813 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -2621569.750000 Penalty: 4919.172363 Iteration 23Q: 3 clusters Score -2621570 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14856 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -2621580.500000 Penalty: 4919.172363 Iteration 24Q: 3 clusters Score -2621580 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14898 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -2621594.500000 Penalty: 4919.172363 Iteration 25Q: 3 clusters Score -2621594 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14931 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -2621609.500000 Penalty: 4919.172363 Iteration 26Q: 3 clusters Score -2621610 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14967 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -2621615.500000 Penalty: 4919.172363 Iteration 27Q: 3 clusters Score -2621616 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14997 members Mstep: Class 2 contains 5289 members Entering Unmasked Estep Score: -2621631.000000 Penalty: 4919.172363 Iteration 28Q: 3 clusters Score -2621631 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15024 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -2621633.500000 Penalty: 4919.172363 Iteration 29Q: 3 clusters Score -2621634 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15058 members Mstep: Class 2 contains 5228 members Entering Unmasked Estep Score: -2621643.000000 Penalty: 4919.172363 Iteration 30Q: 3 clusters Score -2621643 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15111 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -2621656.500000 Penalty: 4919.172363 Iteration 31Q: 3 clusters Score -2621656 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15161 members Mstep: Class 2 contains 5125 members Entering Unmasked Estep Score: -2621675.750000 Penalty: 4919.172363 Iteration 32Q: 3 clusters Score -2621676 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15211 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -2621690.750000 Penalty: 4919.172363 Iteration 33Q: 3 clusters Score -2621691 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15265 members Mstep: Class 2 contains 5021 members Entering Unmasked Estep Score: -2621709.750000 Penalty: 4919.172363 Iteration 34Q: 3 clusters Score -2621710 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15317 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -2621727.000000 Penalty: 4919.172363 Iteration 35Q: 3 clusters Score -2621727 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15381 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -2621743.000000 Penalty: 4919.172363 Iteration 36Q: 3 clusters Score -2621743 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15445 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -2621762.000000 Penalty: 4919.172363 Iteration 37Q: 3 clusters Score -2621762 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15509 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -2621793.250000 Penalty: 4919.172363 Iteration 38Q: 3 clusters Score -2621793 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -2621819.500000 Penalty: 4919.172363 Iteration 39Q: 3 clusters Score -2621820 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15659 members Mstep: Class 2 contains 4627 members Entering Unmasked Estep Score: -2621840.000000 Penalty: 4919.172363 Iteration 40F: 3 clusters Score -2621840 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15732 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -2621862.000000 Penalty: 4919.172363 Iteration 41Q: 3 clusters Score -2621862 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15810 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -2621886.250000 Penalty: 4919.172363 Iteration 42Q: 3 clusters Score -2621886 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15895 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -2621918.250000 Penalty: 4919.172363 Iteration 43Q: 3 clusters Score -2621918 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15977 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -2621952.500000 Penalty: 4919.172363 Iteration 44Q: 3 clusters Score -2621952 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16056 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -2621976.250000 Penalty: 4919.172363 Iteration 45Q: 3 clusters Score -2621976 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16134 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -2621993.250000 Penalty: 4919.172363 Iteration 46Q: 3 clusters Score -2621993 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16209 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -2622015.750000 Penalty: 4919.172363 Iteration 47Q: 3 clusters Score -2622016 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16261 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -2622021.750000 Penalty: 4919.172363 Iteration 48Q: 3 clusters Score -2622022 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -2622037.500000 Penalty: 4919.172363 Iteration 49Q: 3 clusters Score -2622038 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16354 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -2622051.250000 Penalty: 4919.172363 Iteration 50Q: 3 clusters Score -2622051 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16393 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -2622063.500000 Penalty: 4919.172363 Iteration 51Q: 3 clusters Score -2622064 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16424 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -2622073.750000 Penalty: 4919.172363 Iteration 52Q: 3 clusters Score -2622074 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16454 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -2622076.750000 Penalty: 4919.172363 Iteration 53Q: 3 clusters Score -2622077 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16481 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -2622077.000000 Penalty: 4919.172363 Iteration 54Q: 3 clusters Score -2622077 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16503 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -2622084.250000 Penalty: 4919.172363 Iteration 55Q: 3 clusters Score -2622084 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16518 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -2622086.000000 Penalty: 4919.172363 Iteration 56Q: 3 clusters Score -2622086 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16531 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -2622079.250000 Penalty: 4919.172363 Iteration 57Q: 3 clusters Score -2622079 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16542 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -2622090.000000 Penalty: 4919.172363 Iteration 58Q: 3 clusters Score -2622090 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16552 members Mstep: Class 2 contains 3734 members Entering Unmasked Estep Score: -2622095.750000 Penalty: 4919.172363 Iteration 59Q: 3 clusters Score -2622096 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16561 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -2622095.000000 Penalty: 4919.172363 Iteration 60F: 3 clusters Score -2622095 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16575 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -2622093.250000 Penalty: 4919.172363 Iteration 61Q: 3 clusters Score -2622093 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16588 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -2622092.750000 Penalty: 4919.172363 Iteration 62Q: 3 clusters Score -2622093 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16605 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -2622095.000000 Penalty: 4919.172363 Iteration 63Q: 3 clusters Score -2622095 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16621 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -2622096.000000 Penalty: 4919.172363 Iteration 64Q: 3 clusters Score -2622096 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16631 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -2622101.000000 Penalty: 4919.172363 Iteration 65Q: 3 clusters Score -2622101 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16645 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -2622100.750000 Penalty: 4919.172363 Iteration 66Q: 3 clusters Score -2622101 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16658 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -2622105.500000 Penalty: 4919.172363 Iteration 67Q: 3 clusters Score -2622106 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16666 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -2622106.000000 Penalty: 4919.172363 Iteration 68Q: 3 clusters Score -2622106 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16678 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -2622107.750000 Penalty: 4919.172363 Iteration 69Q: 3 clusters Score -2622108 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16686 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -2622110.000000 Penalty: 4919.172363 Iteration 70Q: 3 clusters Score -2622110 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16689 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -2622105.000000 Penalty: 4919.172363 Iteration 71Q: 3 clusters Score -2622105 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16694 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -2622101.750000 Penalty: 4919.172363 Iteration 72Q: 3 clusters Score -2622102 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16698 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -2622106.500000 Penalty: 4919.172363 Iteration 73Q: 3 clusters Score -2622106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16702 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -2622106.750000 Penalty: 4919.172363 Iteration 74Q: 3 clusters Score -2622107 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16703 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -2622108.750000 Penalty: 4919.172363 Iteration 75Q: 3 clusters Score -2622109 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16704 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -2622107.750000 Penalty: 4919.172363 Iteration 76Q: 3 clusters Score -2622108 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16706 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -2622112.000000 Penalty: 4919.172363 Iteration 77Q: 3 clusters Score -2622112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16714 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -2622105.750000 Penalty: 4919.172363 Iteration 78Q: 3 clusters Score -2622106 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16723 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -2622107.500000 Penalty: 4919.172363 Iteration 79Q: 3 clusters Score -2622108 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16727 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -2622103.750000 Penalty: 4919.172363 Iteration 80F: 3 clusters Score -2622104 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16729 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -2622107.500000 Penalty: 4919.172363 Iteration 81Q: 3 clusters Score -2622108 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16730 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -2622105.250000 Penalty: 4919.172363 Iteration 82Q: 3 clusters Score -2622105 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16730 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -2622105.250000 Penalty: 4919.172363 Iteration 83F: 3 clusters Score -2622105 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Entering Unmasked Estep Score: -436574.156250 Penalty: 2023.240967 Iteration 0F: 2 clusters Score -436574.2 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 1769 members Entering Unmasked Estep Score: -433029.125000 Penalty: 4046.481934 Iteration 0F: 3 clusters Score -433029.1 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -433788.312500 Penalty: 4046.481934 Iteration 1F: 3 clusters Score -433788.3 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -433962.250000 Penalty: 4046.481934 Iteration 2F: 3 clusters Score -433962.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -434071.000000 Penalty: 4046.481934 Iteration 3Q: 3 clusters Score -434071 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -434141.812500 Penalty: 4046.481934 Iteration 4Q: 3 clusters Score -434141.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -434195.062500 Penalty: 4046.481934 Iteration 5Q: 3 clusters Score -434195.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -434236.718750 Penalty: 4046.481934 Iteration 6Q: 3 clusters Score -434236.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -434269.625000 Penalty: 4046.481934 Iteration 7Q: 3 clusters Score -434269.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -434304.625000 Penalty: 4046.481934 Iteration 8Q: 3 clusters Score -434304.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -434337.625000 Penalty: 4046.481934 Iteration 9Q: 3 clusters Score -434337.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -434385.437500 Penalty: 4046.481934 Iteration 10Q: 3 clusters Score -434385.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -434432.000000 Penalty: 4046.481934 Iteration 11Q: 3 clusters Score -434432 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -434473.500000 Penalty: 4046.481934 Iteration 12Q: 3 clusters Score -434473.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -434517.062500 Penalty: 4046.481934 Iteration 13Q: 3 clusters Score -434517.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -434572.593750 Penalty: 4046.481934 Iteration 14Q: 3 clusters Score -434572.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -434642.375000 Penalty: 4046.481934 Iteration 15Q: 3 clusters Score -434642.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -434714.500000 Penalty: 4046.481934 Iteration 16Q: 3 clusters Score -434714.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -434786.406250 Penalty: 4046.481934 Iteration 17Q: 3 clusters Score -434786.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -434857.625000 Penalty: 4046.481934 Iteration 18Q: 3 clusters Score -434857.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -434912.218750 Penalty: 4046.481934 Iteration 19Q: 3 clusters Score -434912.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -434954.125000 Penalty: 4046.481934 Iteration 20F: 3 clusters Score -434954.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -434994.250000 Penalty: 4046.481934 Iteration 21Q: 3 clusters Score -434994.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -435021.468750 Penalty: 4046.481934 Iteration 22Q: 3 clusters Score -435021.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -435052.875000 Penalty: 4046.481934 Iteration 23Q: 3 clusters Score -435052.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -435080.437500 Penalty: 4046.481934 Iteration 24Q: 3 clusters Score -435080.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -435102.375000 Penalty: 4046.481934 Iteration 25Q: 3 clusters Score -435102.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -435114.468750 Penalty: 4046.481934 Iteration 26Q: 3 clusters Score -435114.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -435123.156250 Penalty: 4046.481934 Iteration 27Q: 3 clusters Score -435123.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -435130.968750 Penalty: 4046.481934 Iteration 28Q: 3 clusters Score -435131 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -435139.062500 Penalty: 4046.481934 Iteration 29Q: 3 clusters Score -435139.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -435147.375000 Penalty: 4046.481934 Iteration 30Q: 3 clusters Score -435147.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -435156.312500 Penalty: 4046.481934 Iteration 31Q: 3 clusters Score -435156.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -435167.031250 Penalty: 4046.481934 Iteration 32Q: 3 clusters Score -435167 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -435176.437500 Penalty: 4046.481934 Iteration 33Q: 3 clusters Score -435176.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -435185.906250 Penalty: 4046.481934 Iteration 34Q: 3 clusters Score -435185.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -435195.468750 Penalty: 4046.481934 Iteration 35Q: 3 clusters Score -435195.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -435205.031250 Penalty: 4046.481934 Iteration 36Q: 3 clusters Score -435205 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -435215.187500 Penalty: 4046.481934 Iteration 37Q: 3 clusters Score -435215.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -435222.281250 Penalty: 4046.481934 Iteration 38Q: 3 clusters Score -435222.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -435230.156250 Penalty: 4046.481934 Iteration 39Q: 3 clusters Score -435230.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -435237.281250 Penalty: 4046.481934 Iteration 40F: 3 clusters Score -435237.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -435245.812500 Penalty: 4046.481934 Iteration 41Q: 3 clusters Score -435245.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -435252.875000 Penalty: 4046.481934 Iteration 42Q: 3 clusters Score -435252.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 2485 members Entering Unmasked Estep Score: -435255.218750 Penalty: 4046.481934 Iteration 43Q: 3 clusters Score -435255.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2490 members Entering Unmasked Estep Score: -435257.781250 Penalty: 4046.481934 Iteration 44Q: 3 clusters Score -435257.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -435260.906250 Penalty: 4046.481934 Iteration 45Q: 3 clusters Score -435260.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -435267.156250 Penalty: 4046.481934 Iteration 46Q: 3 clusters Score -435267.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -435273.906250 Penalty: 4046.481934 Iteration 47Q: 3 clusters Score -435273.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -435278.437500 Penalty: 4046.481934 Iteration 48Q: 3 clusters Score -435278.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -435280.687500 Penalty: 4046.481934 Iteration 49Q: 3 clusters Score -435280.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -435281.281250 Penalty: 4046.481934 Iteration 50Q: 3 clusters Score -435281.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -435281.500000 Penalty: 4046.481934 Iteration 51Q: 3 clusters Score -435281.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -435282.125000 Penalty: 4046.481934 Iteration 52Q: 3 clusters Score -435282.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -435282.906250 Penalty: 4046.481934 Iteration 53Q: 3 clusters Score -435282.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -435282.906250 Penalty: 4046.481934 Iteration 54F: 3 clusters Score -435282.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10184 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Entering Unmasked Estep Score: -1323581.375000 Penalty: 2288.686035 Iteration 0F: 2 clusters Score -1323581 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5127 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -1315789.625000 Penalty: 4577.372070 Iteration 0F: 3 clusters Score -1315790 nChanged 4236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -1318062.625000 Penalty: 4577.372070 Iteration 1F: 3 clusters Score -1318063 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1318383.375000 Penalty: 4577.372070 Iteration 2F: 3 clusters Score -1318383 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -1318700.875000 Penalty: 4577.372070 Iteration 3F: 3 clusters Score -1318701 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 5135 members Entering Unmasked Estep Score: -1319059.250000 Penalty: 4577.372070 Iteration 4Q: 3 clusters Score -1319059 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 5280 members Entering Unmasked Estep Score: -1319416.750000 Penalty: 4577.372070 Iteration 5F: 3 clusters Score -1319417 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 5500 members Entering Unmasked Estep Score: -1319739.750000 Penalty: 4577.372070 Iteration 6F: 3 clusters Score -1319740 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -1320039.375000 Penalty: 4577.372070 Iteration 7F: 3 clusters Score -1320039 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -1320314.875000 Penalty: 4577.372070 Iteration 8Q: 3 clusters Score -1320315 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 6389 members Entering Unmasked Estep Score: -1320608.250000 Penalty: 4577.372070 Iteration 9Q: 3 clusters Score -1320608 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -1320891.125000 Penalty: 4577.372070 Iteration 10Q: 3 clusters Score -1320891 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -1321092.875000 Penalty: 4577.372070 Iteration 11Q: 3 clusters Score -1321093 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 7319 members Entering Unmasked Estep Score: -1321266.625000 Penalty: 4577.372070 Iteration 12Q: 3 clusters Score -1321267 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -1321413.625000 Penalty: 4577.372070 Iteration 13Q: 3 clusters Score -1321414 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -1321533.375000 Penalty: 4577.372070 Iteration 14Q: 3 clusters Score -1321533 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -1321652.125000 Penalty: 4577.372070 Iteration 15Q: 3 clusters Score -1321652 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -1321742.375000 Penalty: 4577.372070 Iteration 16Q: 3 clusters Score -1321742 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 8352 members Entering Unmasked Estep Score: -1321836.375000 Penalty: 4577.372070 Iteration 17Q: 3 clusters Score -1321836 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 8503 members Entering Unmasked Estep Score: -1321919.750000 Penalty: 4577.372070 Iteration 18Q: 3 clusters Score -1321920 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 8633 members Entering Unmasked Estep Score: -1321990.875000 Penalty: 4577.372070 Iteration 19Q: 3 clusters Score -1321991 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 8719 members Entering Unmasked Estep Score: -1322024.125000 Penalty: 4577.372070 Iteration 20F: 3 clusters Score -1322024 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 8798 members Entering Unmasked Estep Score: -1322066.375000 Penalty: 4577.372070 Iteration 21Q: 3 clusters Score -1322066 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 8875 members Entering Unmasked Estep Score: -1322100.375000 Penalty: 4577.372070 Iteration 22Q: 3 clusters Score -1322100 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 8942 members Entering Unmasked Estep Score: -1322130.750000 Penalty: 4577.372070 Iteration 23Q: 3 clusters Score -1322131 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 8995 members Entering Unmasked Estep Score: -1322153.375000 Penalty: 4577.372070 Iteration 24Q: 3 clusters Score -1322153 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -1322170.250000 Penalty: 4577.372070 Iteration 25Q: 3 clusters Score -1322170 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 9075 members Entering Unmasked Estep Score: -1322189.250000 Penalty: 4577.372070 Iteration 26Q: 3 clusters Score -1322189 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1322202.375000 Penalty: 4577.372070 Iteration 27Q: 3 clusters Score -1322202 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 9132 members Entering Unmasked Estep Score: -1322217.125000 Penalty: 4577.372070 Iteration 28Q: 3 clusters Score -1322217 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 9156 members Entering Unmasked Estep Score: -1322228.250000 Penalty: 4577.372070 Iteration 29Q: 3 clusters Score -1322228 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -1322235.625000 Penalty: 4577.372070 Iteration 30Q: 3 clusters Score -1322236 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 9189 members Entering Unmasked Estep Score: -1322239.750000 Penalty: 4577.372070 Iteration 31Q: 3 clusters Score -1322240 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -1322244.375000 Penalty: 4577.372070 Iteration 32Q: 3 clusters Score -1322244 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 9203 members Entering Unmasked Estep Score: -1322245.500000 Penalty: 4577.372070 Iteration 33Q: 3 clusters Score -1322246 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -1322245.125000 Penalty: 4577.372070 Iteration 34Q: 3 clusters Score -1322245 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 9215 members Entering Unmasked Estep Score: -1322250.125000 Penalty: 4577.372070 Iteration 35Q: 3 clusters Score -1322250 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -1322251.875000 Penalty: 4577.372070 Iteration 36Q: 3 clusters Score -1322252 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 9222 members Entering Unmasked Estep Score: -1322251.875000 Penalty: 4577.372070 Iteration 37Q: 3 clusters Score -1322252 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -1322249.625000 Penalty: 4577.372070 Iteration 38Q: 3 clusters Score -1322250 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 9235 members Entering Unmasked Estep Score: -1322254.125000 Penalty: 4577.372070 Iteration 39Q: 3 clusters Score -1322254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 9240 members Entering Unmasked Estep Score: -1322255.250000 Penalty: 4577.372070 Iteration 40F: 3 clusters Score -1322255 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -1322258.000000 Penalty: 4577.372070 Iteration 41Q: 3 clusters Score -1322258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -1322262.375000 Penalty: 4577.372070 Iteration 42Q: 3 clusters Score -1322262 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 9259 members Entering Unmasked Estep Score: -1322264.875000 Penalty: 4577.372070 Iteration 43Q: 3 clusters Score -1322265 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 9265 members Entering Unmasked Estep Score: -1322267.375000 Penalty: 4577.372070 Iteration 44Q: 3 clusters Score -1322267 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -1322266.625000 Penalty: 4577.372070 Iteration 45Q: 3 clusters Score -1322267 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 9266 members Entering Unmasked Estep Score: -1322266.625000 Penalty: 4577.372070 Iteration 46F: 3 clusters Score -1322267 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8209 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8209 members Entering Unmasked Estep Score: -1027632.437500 Penalty: 2235.220459 Iteration 0F: 2 clusters Score -1027632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -1021107.687500 Penalty: 4470.440918 Iteration 0F: 3 clusters Score -1021108 nChanged 3347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1023013.812500 Penalty: 4470.440918 Iteration 1F: 3 clusters Score -1023014 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -1023337.375000 Penalty: 4470.440918 Iteration 2F: 3 clusters Score -1023337 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -1023625.812500 Penalty: 4470.440918 Iteration 3F: 3 clusters Score -1023626 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -1023953.875000 Penalty: 4470.440918 Iteration 4F: 3 clusters Score -1023954 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -1024329.187500 Penalty: 4470.440918 Iteration 5F: 3 clusters Score -1024329 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5690 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -1024763.750000 Penalty: 4470.440918 Iteration 6F: 3 clusters Score -1024764 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -1025185.875000 Penalty: 4470.440918 Iteration 7F: 3 clusters Score -1025186 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -1025511.187500 Penalty: 4470.440918 Iteration 8Q: 3 clusters Score -1025511 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6120 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -1025757.625000 Penalty: 4470.440918 Iteration 9Q: 3 clusters Score -1025758 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -1025948.187500 Penalty: 4470.440918 Iteration 10Q: 3 clusters Score -1025948 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -1026076.437500 Penalty: 4470.440918 Iteration 11Q: 3 clusters Score -1026076 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -1026155.187500 Penalty: 4470.440918 Iteration 12Q: 3 clusters Score -1026155 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -1026215.125000 Penalty: 4470.440918 Iteration 13Q: 3 clusters Score -1026215 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -1026255.687500 Penalty: 4470.440918 Iteration 14Q: 3 clusters Score -1026256 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -1026282.062500 Penalty: 4470.440918 Iteration 15Q: 3 clusters Score -1026282 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -1026300.750000 Penalty: 4470.440918 Iteration 16Q: 3 clusters Score -1026301 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1026313.187500 Penalty: 4470.440918 Iteration 17Q: 3 clusters Score -1026313 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -1026322.875000 Penalty: 4470.440918 Iteration 18Q: 3 clusters Score -1026323 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1026332.187500 Penalty: 4470.440918 Iteration 19Q: 3 clusters Score -1026332 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -1026343.812500 Penalty: 4470.440918 Iteration 20F: 3 clusters Score -1026344 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1026356.937500 Penalty: 4470.440918 Iteration 21Q: 3 clusters Score -1026357 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6657 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -1026364.250000 Penalty: 4470.440918 Iteration 22Q: 3 clusters Score -1026364 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1026376.187500 Penalty: 4470.440918 Iteration 23Q: 3 clusters Score -1026376 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -1026383.937500 Penalty: 4470.440918 Iteration 24Q: 3 clusters Score -1026384 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1026394.187500 Penalty: 4470.440918 Iteration 25Q: 3 clusters Score -1026394 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -1026398.875000 Penalty: 4470.440918 Iteration 26Q: 3 clusters Score -1026399 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -1026402.062500 Penalty: 4470.440918 Iteration 27Q: 3 clusters Score -1026402 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6736 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -1026405.937500 Penalty: 4470.440918 Iteration 28Q: 3 clusters Score -1026406 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -1026405.375000 Penalty: 4470.440918 Iteration 29Q: 3 clusters Score -1026405 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1026412.500000 Penalty: 4470.440918 Iteration 30Q: 3 clusters Score -1026412 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6755 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1026414.437500 Penalty: 4470.440918 Iteration 31Q: 3 clusters Score -1026414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -1026416.375000 Penalty: 4470.440918 Iteration 32Q: 3 clusters Score -1026416 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1026424.375000 Penalty: 4470.440918 Iteration 33Q: 3 clusters Score -1026424 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1026427.125000 Penalty: 4470.440918 Iteration 34Q: 3 clusters Score -1026427 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1026431.375000 Penalty: 4470.440918 Iteration 35Q: 3 clusters Score -1026431 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -1026435.000000 Penalty: 4470.440918 Iteration 36Q: 3 clusters Score -1026435 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1026441.250000 Penalty: 4470.440918 Iteration 37Q: 3 clusters Score -1026441 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1026447.312500 Penalty: 4470.440918 Iteration 38Q: 3 clusters Score -1026447 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -1026450.562500 Penalty: 4470.440918 Iteration 39Q: 3 clusters Score -1026451 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -1026458.062500 Penalty: 4470.440918 Iteration 40F: 3 clusters Score -1026458 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -1026459.625000 Penalty: 4470.440918 Iteration 41Q: 3 clusters Score -1026460 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1026463.562500 Penalty: 4470.440918 Iteration 42Q: 3 clusters Score -1026464 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1026464.312500 Penalty: 4470.440918 Iteration 43Q: 3 clusters Score -1026464 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -1026464.812500 Penalty: 4470.440918 Iteration 44Q: 3 clusters Score -1026465 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -1026466.000000 Penalty: 4470.440918 Iteration 45Q: 3 clusters Score -1026466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1026468.437500 Penalty: 4470.440918 Iteration 46Q: 3 clusters Score -1026468 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6872 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1026468.437500 Penalty: 4470.440918 Iteration 47F: 3 clusters Score -1026468 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (49576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49576 members Entering Unmasked Estep Score: -6646148.000000 Penalty: 2681.193115 Iteration 0F: 2 clusters Score -6646148 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24794 members Mstep: Class 2 contains 24782 members Entering Unmasked Estep Score: -6612600.500000 Penalty: 5362.386230 Iteration 0F: 3 clusters Score -6612600 nChanged 23110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24794 members Mstep: Class 2 contains 24782 members Entering Unmasked Estep Score: -6625349.500000 Penalty: 5362.386230 Iteration 1F: 3 clusters Score -6625350 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24945 members Mstep: Class 2 contains 24631 members Entering Unmasked Estep Score: -6625953.000000 Penalty: 5362.386230 Iteration 2Q: 3 clusters Score -6625953 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25246 members Mstep: Class 2 contains 24330 members Entering Unmasked Estep Score: -6626546.500000 Penalty: 5362.386230 Iteration 3Q: 3 clusters Score -6626546 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25742 members Mstep: Class 2 contains 23834 members Entering Unmasked Estep Score: -6627211.000000 Penalty: 5362.386230 Iteration 4Q: 3 clusters Score -6627211 nChanged 2178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26596 members Mstep: Class 2 contains 22980 members Entering Unmasked Estep Score: -6628078.000000 Penalty: 5362.386230 Iteration 5Q: 3 clusters Score -6628078 nChanged 2414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27756 members Mstep: Class 2 contains 21820 members Entering Unmasked Estep Score: -6629152.000000 Penalty: 5362.386230 Iteration 6Q: 3 clusters Score -6629152 nChanged 2748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29224 members Mstep: Class 2 contains 20352 members Entering Unmasked Estep Score: -6630554.500000 Penalty: 5362.386230 Iteration 7F: 3 clusters Score -6630554 nChanged 2962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31010 members Mstep: Class 2 contains 18566 members Entering Unmasked Estep Score: -6632111.500000 Penalty: 5362.386230 Iteration 8F: 3 clusters Score -6632112 nChanged 2931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32921 members Mstep: Class 2 contains 16655 members Entering Unmasked Estep Score: -6633694.000000 Penalty: 5362.386230 Iteration 9F: 3 clusters Score -6633694 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34933 members Mstep: Class 2 contains 14643 members Entering Unmasked Estep Score: -6635119.000000 Penalty: 5362.386230 Iteration 10F: 3 clusters Score -6635119 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36955 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -6636324.500000 Penalty: 5362.386230 Iteration 11Q: 3 clusters Score -6636324 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38955 members Mstep: Class 2 contains 10621 members Entering Unmasked Estep Score: -6637471.500000 Penalty: 5362.386230 Iteration 12Q: 3 clusters Score -6637472 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40885 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -6638599.500000 Penalty: 5362.386230 Iteration 13Q: 3 clusters Score -6638600 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42804 members Mstep: Class 2 contains 6772 members Entering Unmasked Estep Score: -6639806.000000 Penalty: 5362.386230 Iteration 14Q: 3 clusters Score -6639806 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44484 members Mstep: Class 2 contains 5092 members Entering Unmasked Estep Score: -6640878.000000 Penalty: 5362.386230 Iteration 15Q: 3 clusters Score -6640878 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45871 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -6641787.000000 Penalty: 5362.386230 Iteration 16Q: 3 clusters Score -6641787 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46951 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -6642529.000000 Penalty: 5362.386230 Iteration 17Q: 3 clusters Score -6642529 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47711 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -6643045.000000 Penalty: 5362.386230 Iteration 18Q: 3 clusters Score -6643045 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48181 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -6643377.500000 Penalty: 5362.386230 Iteration 19Q: 3 clusters Score -6643378 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48479 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -6643619.000000 Penalty: 5362.386230 Iteration 20F: 3 clusters Score -6643619 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48656 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -6643736.500000 Penalty: 5362.386230 Iteration 21Q: 3 clusters Score -6643736 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48774 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -6643819.500000 Penalty: 5362.386230 Iteration 22Q: 3 clusters Score -6643820 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48859 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -6643866.500000 Penalty: 5362.386230 Iteration 23Q: 3 clusters Score -6643866 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48908 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -6643927.500000 Penalty: 5362.386230 Iteration 24Q: 3 clusters Score -6643928 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48940 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -6643963.000000 Penalty: 5362.386230 Iteration 25Q: 3 clusters Score -6643963 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48958 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -6643982.000000 Penalty: 5362.386230 Iteration 26Q: 3 clusters Score -6643982 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48978 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -6644009.000000 Penalty: 5362.386230 Iteration 27Q: 3 clusters Score -6644009 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48990 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -6644017.500000 Penalty: 5362.386230 Iteration 28Q: 3 clusters Score -6644018 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49006 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -6644031.500000 Penalty: 5362.386230 Iteration 29Q: 3 clusters Score -6644032 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49013 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -6644037.500000 Penalty: 5362.386230 Iteration 30Q: 3 clusters Score -6644038 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49015 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -6644048.500000 Penalty: 5362.386230 Iteration 31Q: 3 clusters Score -6644048 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49016 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -6644047.000000 Penalty: 5362.386230 Iteration 32Q: 3 clusters Score -6644047 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49016 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -6644047.000000 Penalty: 5362.386230 Iteration 33F: 3 clusters Score -6644047 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (40022 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40022 members Entering Unmasked Estep Score: -5375931.500000 Penalty: 2628.101562 Iteration 0F: 2 clusters Score -5375932 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20071 members Mstep: Class 2 contains 19951 members Entering Unmasked Estep Score: -5348875.000000 Penalty: 5256.203125 Iteration 0F: 3 clusters Score -5348875 nChanged 18352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20365 members Mstep: Class 2 contains 19657 members Entering Unmasked Estep Score: -5358717.000000 Penalty: 5256.203125 Iteration 1F: 3 clusters Score -5358717 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20598 members Mstep: Class 2 contains 19424 members Entering Unmasked Estep Score: -5359165.000000 Penalty: 5256.203125 Iteration 2Q: 3 clusters Score -5359165 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20988 members Mstep: Class 2 contains 19034 members Entering Unmasked Estep Score: -5359555.500000 Penalty: 5256.203125 Iteration 3Q: 3 clusters Score -5359556 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21563 members Mstep: Class 2 contains 18459 members Entering Unmasked Estep Score: -5359952.500000 Penalty: 5256.203125 Iteration 4Q: 3 clusters Score -5359952 nChanged 1360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22305 members Mstep: Class 2 contains 17717 members Entering Unmasked Estep Score: -5360428.500000 Penalty: 5256.203125 Iteration 5Q: 3 clusters Score -5360428 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23413 members Mstep: Class 2 contains 16609 members Entering Unmasked Estep Score: -5360983.000000 Penalty: 5256.203125 Iteration 6Q: 3 clusters Score -5360983 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24977 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -5361823.000000 Penalty: 5256.203125 Iteration 7Q: 3 clusters Score -5361823 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27054 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -5363095.000000 Penalty: 5256.203125 Iteration 8F: 3 clusters Score -5363095 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29655 members Mstep: Class 2 contains 10367 members Entering Unmasked Estep Score: -5364965.500000 Penalty: 5256.203125 Iteration 9F: 3 clusters Score -5364966 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32526 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -5367362.000000 Penalty: 5256.203125 Iteration 10F: 3 clusters Score -5367362 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35211 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -5369815.000000 Penalty: 5256.203125 Iteration 11F: 3 clusters Score -5369815 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37188 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -5371550.000000 Penalty: 5256.203125 Iteration 12F: 3 clusters Score -5371550 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38361 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -5372513.500000 Penalty: 5256.203125 Iteration 13Q: 3 clusters Score -5372514 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38994 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -5373064.500000 Penalty: 5256.203125 Iteration 14Q: 3 clusters Score -5373064 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39317 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -5373340.500000 Penalty: 5256.203125 Iteration 15Q: 3 clusters Score -5373340 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39454 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -5373487.500000 Penalty: 5256.203125 Iteration 16Q: 3 clusters Score -5373488 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39531 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -5373550.000000 Penalty: 5256.203125 Iteration 17Q: 3 clusters Score -5373550 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39577 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -5373586.500000 Penalty: 5256.203125 Iteration 18Q: 3 clusters Score -5373586 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39596 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -5373621.000000 Penalty: 5256.203125 Iteration 19Q: 3 clusters Score -5373621 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39611 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -5373638.500000 Penalty: 5256.203125 Iteration 20F: 3 clusters Score -5373638 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39624 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -5373665.000000 Penalty: 5256.203125 Iteration 21Q: 3 clusters Score -5373665 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39635 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -5373681.000000 Penalty: 5256.203125 Iteration 22Q: 3 clusters Score -5373681 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39640 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -5373686.500000 Penalty: 5256.203125 Iteration 23Q: 3 clusters Score -5373686 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39646 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -5373691.000000 Penalty: 5256.203125 Iteration 24Q: 3 clusters Score -5373691 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39651 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -5373699.000000 Penalty: 5256.203125 Iteration 25Q: 3 clusters Score -5373699 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39659 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -5373709.500000 Penalty: 5256.203125 Iteration 26Q: 3 clusters Score -5373710 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39662 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -5373718.000000 Penalty: 5256.203125 Iteration 27Q: 3 clusters Score -5373718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39663 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -5373716.000000 Penalty: 5256.203125 Iteration 28Q: 3 clusters Score -5373716 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39665 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -5373714.000000 Penalty: 5256.203125 Iteration 29Q: 3 clusters Score -5373714 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39667 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -5373710.000000 Penalty: 5256.203125 Iteration 30Q: 3 clusters Score -5373710 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39666 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -5373713.500000 Penalty: 5256.203125 Iteration 31Q: 3 clusters Score -5373714 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39666 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -5373713.500000 Penalty: 5256.203125 Iteration 32F: 3 clusters Score -5373714 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Entering Unmasked Estep Score: -118522.375000 Penalty: 1719.005005 Iteration 0F: 2 clusters Score -118522.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -116626.039062 Penalty: 3438.010010 Iteration 0F: 3 clusters Score -116626 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -117382.773438 Penalty: 3438.010010 Iteration 1F: 3 clusters Score -117382.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -118683.882812 Penalty: 3438.010010 Iteration 2F: 3 clusters Score -118683.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -119177.039062 Penalty: 3438.010010 Iteration 3F: 3 clusters Score -119177 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -119405.718750 Penalty: 3438.010010 Iteration 4Q: 3 clusters Score -119405.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -119625.406250 Penalty: 3438.010010 Iteration 5Q: 3 clusters Score -119625.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -119927.500000 Penalty: 3438.010010 Iteration 6Q: 3 clusters Score -119927.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -120213.617188 Penalty: 3438.010010 Iteration 7Q: 3 clusters Score -120213.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -120508.984375 Penalty: 3438.010010 Iteration 8Q: 3 clusters Score -120509 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -120736.304688 Penalty: 3438.010010 Iteration 9Q: 3 clusters Score -120736.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -120741.414062 Penalty: 3438.010010 Iteration 10Q: 3 clusters Score -120741.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -120746.640625 Penalty: 3438.010010 Iteration 11Q: 3 clusters Score -120746.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -120753.140625 Penalty: 3438.010010 Iteration 12Q: 3 clusters Score -120753.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -120755.054688 Penalty: 3438.010010 Iteration 13Q: 3 clusters Score -120755.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -120755.773438 Penalty: 3438.010010 Iteration 14Q: 3 clusters Score -120755.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -120759.109375 Penalty: 3438.010010 Iteration 15Q: 3 clusters Score -120759.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -120766.585938 Penalty: 3438.010010 Iteration 16Q: 3 clusters Score -120766.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -120776.914062 Penalty: 3438.010010 Iteration 17Q: 3 clusters Score -120776.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -120793.992188 Penalty: 3438.010010 Iteration 18Q: 3 clusters Score -120794 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -120826.093750 Penalty: 3438.010010 Iteration 19Q: 3 clusters Score -120826.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -120879.578125 Penalty: 3438.010010 Iteration 20F: 3 clusters Score -120879.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -120952.960938 Penalty: 3438.010010 Iteration 21Q: 3 clusters Score -120953 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -121060.343750 Penalty: 3438.010010 Iteration 22Q: 3 clusters Score -121060.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -121078.687500 Penalty: 3438.010010 Iteration 23Q: 3 clusters Score -121078.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -121078.687500 Penalty: 3438.010010 Iteration 24F: 3 clusters Score -121078.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106545 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 57152 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 20286 members Mstep: Class 8 contains 3492 members Mstep: Class 9 contains 10184 members Mstep: Class 10 contains 8209 members Mstep: Class 11 contains 49576 members Mstep: Class 12 contains 40022 members Mstep: Class 13 contains 841 members Mstep: Class 14 contains 50710 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44838 members Mstep: Class 17 contains 22683 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76579 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3280 members Mstep: Class 23 contains 920 members Mstep: Class 24 contains 183 members Entering Unmasked Estep Score: -85887896.000000 Penalty: 79715.640625 Splitting cluster 13 changes total score from -85886992.000000 to -85887896.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 14 (50710 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50710 members Entering Unmasked Estep Score: -6831835.000000 Penalty: 2686.801758 Iteration 0F: 2 clusters Score -6831835 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25366 members Mstep: Class 2 contains 25344 members Entering Unmasked Estep Score: -6797574.000000 Penalty: 5373.603516 Iteration 0F: 3 clusters Score -6797574 nChanged 23301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25141 members Mstep: Class 2 contains 25569 members Entering Unmasked Estep Score: -6810714.500000 Penalty: 5373.603516 Iteration 1F: 3 clusters Score -6810714 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25024 members Mstep: Class 2 contains 25686 members Entering Unmasked Estep Score: -6811343.000000 Penalty: 5373.603516 Iteration 2Q: 3 clusters Score -6811343 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24812 members Mstep: Class 2 contains 25898 members Entering Unmasked Estep Score: -6812132.500000 Penalty: 5373.603516 Iteration 3Q: 3 clusters Score -6812132 nChanged 2314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24430 members Mstep: Class 2 contains 26280 members Entering Unmasked Estep Score: -6813077.000000 Penalty: 5373.603516 Iteration 4Q: 3 clusters Score -6813077 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23790 members Mstep: Class 2 contains 26920 members Entering Unmasked Estep Score: -6814338.000000 Penalty: 5373.603516 Iteration 5F: 3 clusters Score -6814338 nChanged 2765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22947 members Mstep: Class 2 contains 27763 members Entering Unmasked Estep Score: -6815819.500000 Penalty: 5373.603516 Iteration 6F: 3 clusters Score -6815820 nChanged 2930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21817 members Mstep: Class 2 contains 28893 members Entering Unmasked Estep Score: -6817403.500000 Penalty: 5373.603516 Iteration 7F: 3 clusters Score -6817404 nChanged 2825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20484 members Mstep: Class 2 contains 30226 members Entering Unmasked Estep Score: -6819149.000000 Penalty: 5373.603516 Iteration 8F: 3 clusters Score -6819149 nChanged 2633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19109 members Mstep: Class 2 contains 31601 members Entering Unmasked Estep Score: -6820949.500000 Penalty: 5373.603516 Iteration 9F: 3 clusters Score -6820950 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17857 members Mstep: Class 2 contains 32853 members Entering Unmasked Estep Score: -6822544.500000 Penalty: 5373.603516 Iteration 10Q: 3 clusters Score -6822544 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16719 members Mstep: Class 2 contains 33991 members Entering Unmasked Estep Score: -6823806.000000 Penalty: 5373.603516 Iteration 11Q: 3 clusters Score -6823806 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15758 members Mstep: Class 2 contains 34952 members Entering Unmasked Estep Score: -6824675.000000 Penalty: 5373.603516 Iteration 12Q: 3 clusters Score -6824675 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14861 members Mstep: Class 2 contains 35849 members Entering Unmasked Estep Score: -6825208.500000 Penalty: 5373.603516 Iteration 13Q: 3 clusters Score -6825208 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 36688 members Entering Unmasked Estep Score: -6825636.500000 Penalty: 5373.603516 Iteration 14Q: 3 clusters Score -6825636 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13206 members Mstep: Class 2 contains 37504 members Entering Unmasked Estep Score: -6825958.500000 Penalty: 5373.603516 Iteration 15Q: 3 clusters Score -6825958 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12398 members Mstep: Class 2 contains 38312 members Entering Unmasked Estep Score: -6826231.000000 Penalty: 5373.603516 Iteration 16Q: 3 clusters Score -6826231 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 39098 members Entering Unmasked Estep Score: -6826539.000000 Penalty: 5373.603516 Iteration 17Q: 3 clusters Score -6826539 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10819 members Mstep: Class 2 contains 39891 members Entering Unmasked Estep Score: -6826898.500000 Penalty: 5373.603516 Iteration 18Q: 3 clusters Score -6826898 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9995 members Mstep: Class 2 contains 40715 members Entering Unmasked Estep Score: -6827255.500000 Penalty: 5373.603516 Iteration 19Q: 3 clusters Score -6827256 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9192 members Mstep: Class 2 contains 41518 members Entering Unmasked Estep Score: -6827619.500000 Penalty: 5373.603516 Iteration 20F: 3 clusters Score -6827620 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 42253 members Entering Unmasked Estep Score: -6827960.500000 Penalty: 5373.603516 Iteration 21Q: 3 clusters Score -6827960 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7792 members Mstep: Class 2 contains 42918 members Entering Unmasked Estep Score: -6828272.500000 Penalty: 5373.603516 Iteration 22Q: 3 clusters Score -6828272 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 43533 members Entering Unmasked Estep Score: -6828569.500000 Penalty: 5373.603516 Iteration 23Q: 3 clusters Score -6828570 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 44086 members Entering Unmasked Estep Score: -6828846.500000 Penalty: 5373.603516 Iteration 24Q: 3 clusters Score -6828846 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 44584 members Entering Unmasked Estep Score: -6829084.000000 Penalty: 5373.603516 Iteration 25Q: 3 clusters Score -6829084 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 45019 members Entering Unmasked Estep Score: -6829282.500000 Penalty: 5373.603516 Iteration 26Q: 3 clusters Score -6829282 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5288 members Mstep: Class 2 contains 45422 members Entering Unmasked Estep Score: -6829494.500000 Penalty: 5373.603516 Iteration 27Q: 3 clusters Score -6829494 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 45780 members Entering Unmasked Estep Score: -6829612.500000 Penalty: 5373.603516 Iteration 28Q: 3 clusters Score -6829612 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4642 members Mstep: Class 2 contains 46068 members Entering Unmasked Estep Score: -6829742.000000 Penalty: 5373.603516 Iteration 29Q: 3 clusters Score -6829742 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 46312 members Entering Unmasked Estep Score: -6829845.500000 Penalty: 5373.603516 Iteration 30Q: 3 clusters Score -6829846 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 46500 members Entering Unmasked Estep Score: -6829889.500000 Penalty: 5373.603516 Iteration 31Q: 3 clusters Score -6829890 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 46667 members Entering Unmasked Estep Score: -6829931.500000 Penalty: 5373.603516 Iteration 32Q: 3 clusters Score -6829932 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 46825 members Entering Unmasked Estep Score: -6829971.000000 Penalty: 5373.603516 Iteration 33Q: 3 clusters Score -6829971 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 46959 members Entering Unmasked Estep Score: -6830026.500000 Penalty: 5373.603516 Iteration 34Q: 3 clusters Score -6830026 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 47088 members Entering Unmasked Estep Score: -6830053.000000 Penalty: 5373.603516 Iteration 35Q: 3 clusters Score -6830053 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 47203 members Entering Unmasked Estep Score: -6830089.500000 Penalty: 5373.603516 Iteration 36Q: 3 clusters Score -6830090 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 47324 members Entering Unmasked Estep Score: -6830127.500000 Penalty: 5373.603516 Iteration 37Q: 3 clusters Score -6830128 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 47409 members Entering Unmasked Estep Score: -6830150.000000 Penalty: 5373.603516 Iteration 38Q: 3 clusters Score -6830150 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 47486 members Entering Unmasked Estep Score: -6830173.000000 Penalty: 5373.603516 Iteration 39Q: 3 clusters Score -6830173 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 47540 members Entering Unmasked Estep Score: -6830172.500000 Penalty: 5373.603516 Iteration 40F: 3 clusters Score -6830172 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 47573 members Entering Unmasked Estep Score: -6830175.500000 Penalty: 5373.603516 Iteration 41Q: 3 clusters Score -6830176 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 47594 members Entering Unmasked Estep Score: -6830180.500000 Penalty: 5373.603516 Iteration 42Q: 3 clusters Score -6830180 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 47618 members Entering Unmasked Estep Score: -6830192.500000 Penalty: 5373.603516 Iteration 43Q: 3 clusters Score -6830192 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 47642 members Entering Unmasked Estep Score: -6830187.500000 Penalty: 5373.603516 Iteration 44Q: 3 clusters Score -6830188 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 47662 members Entering Unmasked Estep Score: -6830186.000000 Penalty: 5373.603516 Iteration 45Q: 3 clusters Score -6830186 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 47680 members Entering Unmasked Estep Score: -6830203.000000 Penalty: 5373.603516 Iteration 46Q: 3 clusters Score -6830203 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 47697 members Entering Unmasked Estep Score: -6830206.500000 Penalty: 5373.603516 Iteration 47Q: 3 clusters Score -6830206 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 47712 members Entering Unmasked Estep Score: -6830204.500000 Penalty: 5373.603516 Iteration 48Q: 3 clusters Score -6830204 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 47719 members Entering Unmasked Estep Score: -6830207.000000 Penalty: 5373.603516 Iteration 49Q: 3 clusters Score -6830207 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 47728 members Entering Unmasked Estep Score: -6830208.500000 Penalty: 5373.603516 Iteration 50Q: 3 clusters Score -6830208 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 47738 members Entering Unmasked Estep Score: -6830216.500000 Penalty: 5373.603516 Iteration 51Q: 3 clusters Score -6830216 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 47746 members Entering Unmasked Estep Score: -6830207.500000 Penalty: 5373.603516 Iteration 52Q: 3 clusters Score -6830208 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 47752 members Entering Unmasked Estep Score: -6830212.000000 Penalty: 5373.603516 Iteration 53Q: 3 clusters Score -6830212 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 47756 members Entering Unmasked Estep Score: -6830216.500000 Penalty: 5373.603516 Iteration 54Q: 3 clusters Score -6830216 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 47763 members Entering Unmasked Estep Score: -6830222.500000 Penalty: 5373.603516 Iteration 55Q: 3 clusters Score -6830222 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 47770 members Entering Unmasked Estep Score: -6830219.000000 Penalty: 5373.603516 Iteration 56Q: 3 clusters Score -6830219 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 47777 members Entering Unmasked Estep Score: -6830220.500000 Penalty: 5373.603516 Iteration 57Q: 3 clusters Score -6830220 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 47781 members Entering Unmasked Estep Score: -6830220.500000 Penalty: 5373.603516 Iteration 58Q: 3 clusters Score -6830220 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 47786 members Entering Unmasked Estep Score: -6830231.000000 Penalty: 5373.603516 Iteration 59Q: 3 clusters Score -6830231 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 47793 members Entering Unmasked Estep Score: -6830227.500000 Penalty: 5373.603516 Iteration 60F: 3 clusters Score -6830228 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 47800 members Entering Unmasked Estep Score: -6830231.500000 Penalty: 5373.603516 Iteration 61Q: 3 clusters Score -6830232 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 47804 members Entering Unmasked Estep Score: -6830241.500000 Penalty: 5373.603516 Iteration 62Q: 3 clusters Score -6830242 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 47805 members Entering Unmasked Estep Score: -6830236.500000 Penalty: 5373.603516 Iteration 63Q: 3 clusters Score -6830236 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 47805 members Entering Unmasked Estep Score: -6830236.500000 Penalty: 5373.603516 Iteration 64F: 3 clusters Score -6830236 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5242 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Entering Unmasked Estep Score: -696188.875000 Penalty: 2123.985840 Iteration 0F: 2 clusters Score -696188.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -691528.687500 Penalty: 4247.971680 Iteration 0F: 3 clusters Score -691528.7 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -692703.500000 Penalty: 4247.971680 Iteration 1F: 3 clusters Score -692703.5 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -692979.000000 Penalty: 4247.971680 Iteration 2F: 3 clusters Score -692979 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -693235.187500 Penalty: 4247.971680 Iteration 3F: 3 clusters Score -693235.2 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -693466.062500 Penalty: 4247.971680 Iteration 4F: 3 clusters Score -693466.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -693692.312500 Penalty: 4247.971680 Iteration 5F: 3 clusters Score -693692.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -693915.875000 Penalty: 4247.971680 Iteration 6Q: 3 clusters Score -693915.9 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -694118.687500 Penalty: 4247.971680 Iteration 7F: 3 clusters Score -694118.7 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -694309.375000 Penalty: 4247.971680 Iteration 8Q: 3 clusters Score -694309.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -694471.625000 Penalty: 4247.971680 Iteration 9Q: 3 clusters Score -694471.6 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -694606.250000 Penalty: 4247.971680 Iteration 10Q: 3 clusters Score -694606.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -694721.187500 Penalty: 4247.971680 Iteration 11Q: 3 clusters Score -694721.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -694803.000000 Penalty: 4247.971680 Iteration 12Q: 3 clusters Score -694803 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -694856.375000 Penalty: 4247.971680 Iteration 13Q: 3 clusters Score -694856.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -694893.687500 Penalty: 4247.971680 Iteration 14Q: 3 clusters Score -694893.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -694919.187500 Penalty: 4247.971680 Iteration 15Q: 3 clusters Score -694919.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -694938.062500 Penalty: 4247.971680 Iteration 16Q: 3 clusters Score -694938.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -694955.937500 Penalty: 4247.971680 Iteration 17Q: 3 clusters Score -694955.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -694964.250000 Penalty: 4247.971680 Iteration 18Q: 3 clusters Score -694964.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -694972.875000 Penalty: 4247.971680 Iteration 19Q: 3 clusters Score -694972.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -694977.875000 Penalty: 4247.971680 Iteration 20F: 3 clusters Score -694977.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -694985.375000 Penalty: 4247.971680 Iteration 21Q: 3 clusters Score -694985.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -694995.625000 Penalty: 4247.971680 Iteration 22Q: 3 clusters Score -694995.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -694999.187500 Penalty: 4247.971680 Iteration 23Q: 3 clusters Score -694999.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -695004.000000 Penalty: 4247.971680 Iteration 24Q: 3 clusters Score -695004 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -695009.437500 Penalty: 4247.971680 Iteration 25Q: 3 clusters Score -695009.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -695011.812500 Penalty: 4247.971680 Iteration 26Q: 3 clusters Score -695011.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -695013.875000 Penalty: 4247.971680 Iteration 27Q: 3 clusters Score -695013.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -695017.437500 Penalty: 4247.971680 Iteration 28Q: 3 clusters Score -695017.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 4658 members Entering Unmasked Estep Score: -695019.312500 Penalty: 4247.971680 Iteration 29Q: 3 clusters Score -695019.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -695019.375000 Penalty: 4247.971680 Iteration 30Q: 3 clusters Score -695019.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -695020.437500 Penalty: 4247.971680 Iteration 31Q: 3 clusters Score -695020.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -695023.187500 Penalty: 4247.971680 Iteration 32Q: 3 clusters Score -695023.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -695023.187500 Penalty: 4247.971680 Iteration 33F: 3 clusters Score -695023.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (44838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44838 members Entering Unmasked Estep Score: -6019181.000000 Penalty: 2656.281250 Iteration 0F: 2 clusters Score -6019181 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22446 members Mstep: Class 2 contains 22392 members Entering Unmasked Estep Score: -5988831.500000 Penalty: 5312.562500 Iteration 0F: 3 clusters Score -5988832 nChanged 20506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23022 members Mstep: Class 2 contains 21816 members Entering Unmasked Estep Score: -6000221.000000 Penalty: 5312.562500 Iteration 1F: 3 clusters Score -6000221 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23523 members Mstep: Class 2 contains 21315 members Entering Unmasked Estep Score: -6000806.000000 Penalty: 5312.562500 Iteration 2Q: 3 clusters Score -6000806 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24155 members Mstep: Class 2 contains 20683 members Entering Unmasked Estep Score: -6001466.500000 Penalty: 5312.562500 Iteration 3Q: 3 clusters Score -6001466 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25079 members Mstep: Class 2 contains 19759 members Entering Unmasked Estep Score: -6002247.500000 Penalty: 5312.562500 Iteration 4Q: 3 clusters Score -6002248 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26351 members Mstep: Class 2 contains 18487 members Entering Unmasked Estep Score: -6003124.500000 Penalty: 5312.562500 Iteration 5Q: 3 clusters Score -6003124 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28045 members Mstep: Class 2 contains 16793 members Entering Unmasked Estep Score: -6004295.500000 Penalty: 5312.562500 Iteration 6F: 3 clusters Score -6004296 nChanged 2504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30075 members Mstep: Class 2 contains 14763 members Entering Unmasked Estep Score: -6005705.500000 Penalty: 5312.562500 Iteration 7F: 3 clusters Score -6005706 nChanged 2738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32487 members Mstep: Class 2 contains 12351 members Entering Unmasked Estep Score: -6007509.500000 Penalty: 5312.562500 Iteration 8F: 3 clusters Score -6007510 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35115 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -6009489.000000 Penalty: 5312.562500 Iteration 9F: 3 clusters Score -6009489 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37671 members Mstep: Class 2 contains 7167 members Entering Unmasked Estep Score: -6011532.500000 Penalty: 5312.562500 Iteration 10F: 3 clusters Score -6011532 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39818 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -6013263.000000 Penalty: 5312.562500 Iteration 11Q: 3 clusters Score -6013263 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41475 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -6014615.000000 Penalty: 5312.562500 Iteration 12Q: 3 clusters Score -6014615 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42570 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -6015517.000000 Penalty: 5312.562500 Iteration 13Q: 3 clusters Score -6015517 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43212 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -6016048.000000 Penalty: 5312.562500 Iteration 14Q: 3 clusters Score -6016048 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43566 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -6016326.500000 Penalty: 5312.562500 Iteration 15Q: 3 clusters Score -6016326 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43806 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -6016548.000000 Penalty: 5312.562500 Iteration 16Q: 3 clusters Score -6016548 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43948 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -6016643.500000 Penalty: 5312.562500 Iteration 17Q: 3 clusters Score -6016644 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44030 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -6016725.000000 Penalty: 5312.562500 Iteration 18Q: 3 clusters Score -6016725 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44079 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -6016784.000000 Penalty: 5312.562500 Iteration 19Q: 3 clusters Score -6016784 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44104 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -6016837.500000 Penalty: 5312.562500 Iteration 20F: 3 clusters Score -6016838 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44129 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -6016869.000000 Penalty: 5312.562500 Iteration 21Q: 3 clusters Score -6016869 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44144 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -6016898.000000 Penalty: 5312.562500 Iteration 22Q: 3 clusters Score -6016898 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44162 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -6016923.500000 Penalty: 5312.562500 Iteration 23Q: 3 clusters Score -6016924 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44169 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -6016946.500000 Penalty: 5312.562500 Iteration 24Q: 3 clusters Score -6016946 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44171 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -6016955.500000 Penalty: 5312.562500 Iteration 25Q: 3 clusters Score -6016956 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44181 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -6016960.500000 Penalty: 5312.562500 Iteration 26Q: 3 clusters Score -6016960 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44182 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -6016966.500000 Penalty: 5312.562500 Iteration 27Q: 3 clusters Score -6016966 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44184 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -6016974.500000 Penalty: 5312.562500 Iteration 28Q: 3 clusters Score -6016974 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44186 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -6016972.000000 Penalty: 5312.562500 Iteration 29Q: 3 clusters Score -6016972 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44186 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -6016975.000000 Penalty: 5312.562500 Iteration 30Q: 3 clusters Score -6016975 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44188 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -6016975.000000 Penalty: 5312.562500 Iteration 31Q: 3 clusters Score -6016975 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44188 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -6016985.500000 Penalty: 5312.562500 Iteration 32Q: 3 clusters Score -6016986 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44191 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -6016989.000000 Penalty: 5312.562500 Iteration 33Q: 3 clusters Score -6016989 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44192 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -6017003.000000 Penalty: 5312.562500 Iteration 34Q: 3 clusters Score -6017003 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44196 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -6017002.500000 Penalty: 5312.562500 Iteration 35Q: 3 clusters Score -6017002 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44196 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -6017002.500000 Penalty: 5312.562500 Iteration 36Q: 3 clusters Score -6017002 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44193 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -6017013.500000 Penalty: 5312.562500 Iteration 37Q: 3 clusters Score -6017014 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44195 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -6017020.000000 Penalty: 5312.562500 Iteration 38Q: 3 clusters Score -6017020 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44195 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -6017025.500000 Penalty: 5312.562500 Iteration 39Q: 3 clusters Score -6017026 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44191 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -6017028.500000 Penalty: 5312.562500 Iteration 40F: 3 clusters Score -6017028 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44189 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -6017025.500000 Penalty: 5312.562500 Iteration 41Q: 3 clusters Score -6017026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44192 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -6017025.000000 Penalty: 5312.562500 Iteration 42Q: 3 clusters Score -6017025 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44189 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -6017025.500000 Penalty: 5312.562500 Iteration 43Q: 3 clusters Score -6017026 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44186 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -6017022.500000 Penalty: 5312.562500 Iteration 44Q: 3 clusters Score -6017022 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44186 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -6017023.000000 Penalty: 5312.562500 Iteration 45Q: 3 clusters Score -6017023 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44184 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -6017027.500000 Penalty: 5312.562500 Iteration 46Q: 3 clusters Score -6017028 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44181 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -6017031.500000 Penalty: 5312.562500 Iteration 47Q: 3 clusters Score -6017032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44182 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -6017033.000000 Penalty: 5312.562500 Iteration 48Q: 3 clusters Score -6017033 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44182 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -6017032.000000 Penalty: 5312.562500 Iteration 49Q: 3 clusters Score -6017032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44180 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -6017032.500000 Penalty: 5312.562500 Iteration 50Q: 3 clusters Score -6017032 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44179 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -6017032.500000 Penalty: 5312.562500 Iteration 51Q: 3 clusters Score -6017032 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44179 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -6017032.500000 Penalty: 5312.562500 Iteration 52F: 3 clusters Score -6017032 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (22683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22683 members Entering Unmasked Estep Score: -3018455.500000 Penalty: 2487.284180 Iteration 0F: 2 clusters Score -3018456 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11513 members Mstep: Class 2 contains 11170 members Entering Unmasked Estep Score: -3002701.000000 Penalty: 4974.568359 Iteration 0F: 3 clusters Score -3002701 nChanged 10059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12230 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -3008091.000000 Penalty: 4974.568359 Iteration 1F: 3 clusters Score -3008091 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12715 members Mstep: Class 2 contains 9968 members Entering Unmasked Estep Score: -3008527.500000 Penalty: 4974.568359 Iteration 2F: 3 clusters Score -3008528 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Mstep: Class 2 contains 9339 members Entering Unmasked Estep Score: -3008915.500000 Penalty: 4974.568359 Iteration 3Q: 3 clusters Score -3008916 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 8436 members Entering Unmasked Estep Score: -3009440.000000 Penalty: 4974.568359 Iteration 4Q: 3 clusters Score -3009440 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -3010177.750000 Penalty: 4974.568359 Iteration 5F: 3 clusters Score -3010178 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16857 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -3011184.750000 Penalty: 4974.568359 Iteration 6F: 3 clusters Score -3011185 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18425 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -3012437.750000 Penalty: 4974.568359 Iteration 7F: 3 clusters Score -3012438 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19927 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -3013809.000000 Penalty: 4974.568359 Iteration 8F: 3 clusters Score -3013809 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21129 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -3014948.500000 Penalty: 4974.568359 Iteration 9F: 3 clusters Score -3014948 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21813 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -3015618.750000 Penalty: 4974.568359 Iteration 10Q: 3 clusters Score -3015619 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22136 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -3015932.500000 Penalty: 4974.568359 Iteration 11Q: 3 clusters Score -3015932 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22275 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -3016094.750000 Penalty: 4974.568359 Iteration 12Q: 3 clusters Score -3016095 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22344 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -3016183.250000 Penalty: 4974.568359 Iteration 13Q: 3 clusters Score -3016183 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22380 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -3016238.750000 Penalty: 4974.568359 Iteration 14Q: 3 clusters Score -3016239 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22399 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -3016279.500000 Penalty: 4974.568359 Iteration 15Q: 3 clusters Score -3016280 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22410 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -3016294.500000 Penalty: 4974.568359 Iteration 16Q: 3 clusters Score -3016294 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22417 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -3016300.000000 Penalty: 4974.568359 Iteration 17Q: 3 clusters Score -3016300 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22418 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -3016301.500000 Penalty: 4974.568359 Iteration 18Q: 3 clusters Score -3016302 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22417 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -3016303.250000 Penalty: 4974.568359 Iteration 19Q: 3 clusters Score -3016303 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22417 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -3016303.250000 Penalty: 4974.568359 Iteration 20F: 3 clusters Score -3016303 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (143260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143260 members Entering Unmasked Estep Score: -19278752.000000 Penalty: 2944.359375 Iteration 0F: 2 clusters Score -1.927875e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71417 members Mstep: Class 2 contains 71843 members Entering Unmasked Estep Score: -19186884.000000 Penalty: 5888.718750 Iteration 0F: 3 clusters Score -1.918688e+07 nChanged 68418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66685 members Mstep: Class 2 contains 76575 members Entering Unmasked Estep Score: -19227492.000000 Penalty: 5888.718750 Iteration 1F: 3 clusters Score -1.922749e+07 nChanged 5866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63279 members Mstep: Class 2 contains 79981 members Entering Unmasked Estep Score: -19229402.000000 Penalty: 5888.718750 Iteration 2Q: 3 clusters Score -1.92294e+07 nChanged 7548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58119 members Mstep: Class 2 contains 85141 members Entering Unmasked Estep Score: -19233064.000000 Penalty: 5888.718750 Iteration 3F: 3 clusters Score -1.923306e+07 nChanged 9544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50959 members Mstep: Class 2 contains 92301 members Entering Unmasked Estep Score: -19238762.000000 Penalty: 5888.718750 Iteration 4F: 3 clusters Score -1.923876e+07 nChanged 11196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42023 members Mstep: Class 2 contains 101237 members Entering Unmasked Estep Score: -19246092.000000 Penalty: 5888.718750 Iteration 5F: 3 clusters Score -1.924609e+07 nChanged 11156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32461 members Mstep: Class 2 contains 110799 members Entering Unmasked Estep Score: -19253624.000000 Penalty: 5888.718750 Iteration 6F: 3 clusters Score -1.925362e+07 nChanged 9328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23957 members Mstep: Class 2 contains 119303 members Entering Unmasked Estep Score: -19259780.000000 Penalty: 5888.718750 Iteration 7F: 3 clusters Score -1.925978e+07 nChanged 7221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16966 members Mstep: Class 2 contains 126294 members Entering Unmasked Estep Score: -19264878.000000 Penalty: 5888.718750 Iteration 8F: 3 clusters Score -1.926488e+07 nChanged 5400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11600 members Mstep: Class 2 contains 131660 members Entering Unmasked Estep Score: -19269252.000000 Penalty: 5888.718750 Iteration 9Q: 3 clusters Score -1.926925e+07 nChanged 3770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7836 members Mstep: Class 2 contains 135424 members Entering Unmasked Estep Score: -19273110.000000 Penalty: 5888.718750 Iteration 10Q: 3 clusters Score -1.927311e+07 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 137519 members Entering Unmasked Estep Score: -19275768.000000 Penalty: 5888.718750 Iteration 11Q: 3 clusters Score -1.927577e+07 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 138267 members Entering Unmasked Estep Score: -19277272.000000 Penalty: 5888.718750 Iteration 12Q: 3 clusters Score -1.927727e+07 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 138506 members Entering Unmasked Estep Score: -19277742.000000 Penalty: 5888.718750 Iteration 13Q: 3 clusters Score -1.927774e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 138724 members Entering Unmasked Estep Score: -19277912.000000 Penalty: 5888.718750 Iteration 14Q: 3 clusters Score -1.927791e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 138916 members Entering Unmasked Estep Score: -19278006.000000 Penalty: 5888.718750 Iteration 15Q: 3 clusters Score -1.927801e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 139037 members Entering Unmasked Estep Score: -19278062.000000 Penalty: 5888.718750 Iteration 16Q: 3 clusters Score -1.927806e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 139137 members Entering Unmasked Estep Score: -19278076.000000 Penalty: 5888.718750 Iteration 17Q: 3 clusters Score -1.927808e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 139214 members Entering Unmasked Estep Score: -19278076.000000 Penalty: 5888.718750 Iteration 18Q: 3 clusters Score -1.927808e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 139280 members Entering Unmasked Estep Score: -19278058.000000 Penalty: 5888.718750 Iteration 19Q: 3 clusters Score -1.927806e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3928 members Mstep: Class 2 contains 139332 members Entering Unmasked Estep Score: -19278066.000000 Penalty: 5888.718750 Iteration 20F: 3 clusters Score -1.927807e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 139371 members Entering Unmasked Estep Score: -19278098.000000 Penalty: 5888.718750 Iteration 21Q: 3 clusters Score -1.92781e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 139408 members Entering Unmasked Estep Score: -19278076.000000 Penalty: 5888.718750 Iteration 22Q: 3 clusters Score -1.927808e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 139438 members Entering Unmasked Estep Score: -19278072.000000 Penalty: 5888.718750 Iteration 23Q: 3 clusters Score -1.927807e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 139469 members Entering Unmasked Estep Score: -19278074.000000 Penalty: 5888.718750 Iteration 24Q: 3 clusters Score -1.927807e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 139492 members Entering Unmasked Estep Score: -19278054.000000 Penalty: 5888.718750 Iteration 25Q: 3 clusters Score -1.927805e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 139520 members Entering Unmasked Estep Score: -19278044.000000 Penalty: 5888.718750 Iteration 26Q: 3 clusters Score -1.927804e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 139540 members Entering Unmasked Estep Score: -19278040.000000 Penalty: 5888.718750 Iteration 27Q: 3 clusters Score -1.927804e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 139564 members Entering Unmasked Estep Score: -19278050.000000 Penalty: 5888.718750 Iteration 28Q: 3 clusters Score -1.927805e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 139587 members Entering Unmasked Estep Score: -19278042.000000 Penalty: 5888.718750 Iteration 29Q: 3 clusters Score -1.927804e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 139609 members Entering Unmasked Estep Score: -19278030.000000 Penalty: 5888.718750 Iteration 30Q: 3 clusters Score -1.927803e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 139632 members Entering Unmasked Estep Score: -19278038.000000 Penalty: 5888.718750 Iteration 31Q: 3 clusters Score -1.927804e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 139652 members Entering Unmasked Estep Score: -19278044.000000 Penalty: 5888.718750 Iteration 32Q: 3 clusters Score -1.927804e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 139672 members Entering Unmasked Estep Score: -19278052.000000 Penalty: 5888.718750 Iteration 33Q: 3 clusters Score -1.927805e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 139691 members Entering Unmasked Estep Score: -19278074.000000 Penalty: 5888.718750 Iteration 34Q: 3 clusters Score -1.927807e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 139714 members Entering Unmasked Estep Score: -19278078.000000 Penalty: 5888.718750 Iteration 35Q: 3 clusters Score -1.927808e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 139735 members Entering Unmasked Estep Score: -19278074.000000 Penalty: 5888.718750 Iteration 36Q: 3 clusters Score -1.927807e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 139750 members Entering Unmasked Estep Score: -19278082.000000 Penalty: 5888.718750 Iteration 37Q: 3 clusters Score -1.927808e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 139764 members Entering Unmasked Estep Score: -19278072.000000 Penalty: 5888.718750 Iteration 38Q: 3 clusters Score -1.927807e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 139780 members Entering Unmasked Estep Score: -19278092.000000 Penalty: 5888.718750 Iteration 39Q: 3 clusters Score -1.927809e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 139792 members Entering Unmasked Estep Score: -19278070.000000 Penalty: 5888.718750 Iteration 40F: 3 clusters Score -1.927807e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 139801 members Entering Unmasked Estep Score: -19278084.000000 Penalty: 5888.718750 Iteration 41Q: 3 clusters Score -1.927808e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 139806 members Entering Unmasked Estep Score: -19278082.000000 Penalty: 5888.718750 Iteration 42Q: 3 clusters Score -1.927808e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3451 members Mstep: Class 2 contains 139809 members Entering Unmasked Estep Score: -19278088.000000 Penalty: 5888.718750 Iteration 43Q: 3 clusters Score -1.927809e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 139812 members Entering Unmasked Estep Score: -19278080.000000 Penalty: 5888.718750 Iteration 44Q: 3 clusters Score -1.927808e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 139814 members Entering Unmasked Estep Score: -19278076.000000 Penalty: 5888.718750 Iteration 45Q: 3 clusters Score -1.927808e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 139818 members Entering Unmasked Estep Score: -19278074.000000 Penalty: 5888.718750 Iteration 46Q: 3 clusters Score -1.927807e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 139820 members Entering Unmasked Estep Score: -19278078.000000 Penalty: 5888.718750 Iteration 47Q: 3 clusters Score -1.927808e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 139821 members Entering Unmasked Estep Score: -19278078.000000 Penalty: 5888.718750 Iteration 48Q: 3 clusters Score -1.927808e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 139820 members Entering Unmasked Estep Score: -19278080.000000 Penalty: 5888.718750 Iteration 49Q: 3 clusters Score -1.927808e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 139821 members Entering Unmasked Estep Score: -19278072.000000 Penalty: 5888.718750 Iteration 50Q: 3 clusters Score -1.927807e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 139821 members Entering Unmasked Estep Score: -19278072.000000 Penalty: 5888.718750 Iteration 51F: 3 clusters Score -1.927807e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Entering Unmasked Estep Score: -169307.343750 Penalty: 1780.846069 Iteration 0F: 2 clusters Score -169307.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -167159.328125 Penalty: 3561.692139 Iteration 0F: 3 clusters Score -167159.3 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -167501.281250 Penalty: 3561.692139 Iteration 1F: 3 clusters Score -167501.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -167582.515625 Penalty: 3561.692139 Iteration 2F: 3 clusters Score -167582.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -167627.937500 Penalty: 3561.692139 Iteration 3Q: 3 clusters Score -167627.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -167659.140625 Penalty: 3561.692139 Iteration 4Q: 3 clusters Score -167659.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -167679.796875 Penalty: 3561.692139 Iteration 5Q: 3 clusters Score -167679.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -167700.718750 Penalty: 3561.692139 Iteration 6Q: 3 clusters Score -167700.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -167721.156250 Penalty: 3561.692139 Iteration 7Q: 3 clusters Score -167721.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -167734.031250 Penalty: 3561.692139 Iteration 8Q: 3 clusters Score -167734 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -167741.531250 Penalty: 3561.692139 Iteration 9Q: 3 clusters Score -167741.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -167747.406250 Penalty: 3561.692139 Iteration 10Q: 3 clusters Score -167747.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -167750.312500 Penalty: 3561.692139 Iteration 11Q: 3 clusters Score -167750.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -167751.812500 Penalty: 3561.692139 Iteration 12Q: 3 clusters Score -167751.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -167755.265625 Penalty: 3561.692139 Iteration 13Q: 3 clusters Score -167755.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -167755.515625 Penalty: 3561.692139 Iteration 14Q: 3 clusters Score -167755.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -167755.515625 Penalty: 3561.692139 Iteration 15F: 3 clusters Score -167755.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (76579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76579 members Entering Unmasked Estep Score: -10269772.000000 Penalty: 2789.027344 Iteration 0F: 2 clusters Score -1.026977e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38450 members Mstep: Class 2 contains 38129 members Entering Unmasked Estep Score: -10218314.000000 Penalty: 5578.054688 Iteration 0F: 3 clusters Score -1.021831e+07 nChanged 35905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40149 members Mstep: Class 2 contains 36430 members Entering Unmasked Estep Score: -10238988.000000 Penalty: 5578.054688 Iteration 1F: 3 clusters Score -1.023899e+07 nChanged 2786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41091 members Mstep: Class 2 contains 35488 members Entering Unmasked Estep Score: -10239627.000000 Penalty: 5578.054688 Iteration 2Q: 3 clusters Score -1.023963e+07 nChanged 2640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42547 members Mstep: Class 2 contains 34032 members Entering Unmasked Estep Score: -10240375.000000 Penalty: 5578.054688 Iteration 3Q: 3 clusters Score -1.024038e+07 nChanged 2817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44652 members Mstep: Class 2 contains 31927 members Entering Unmasked Estep Score: -10241308.000000 Penalty: 5578.054688 Iteration 4Q: 3 clusters Score -1.024131e+07 nChanged 3451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47653 members Mstep: Class 2 contains 28926 members Entering Unmasked Estep Score: -10242827.000000 Penalty: 5578.054688 Iteration 5Q: 3 clusters Score -1.024283e+07 nChanged 4535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52016 members Mstep: Class 2 contains 24563 members Entering Unmasked Estep Score: -10245454.000000 Penalty: 5578.054688 Iteration 6F: 3 clusters Score -1.024545e+07 nChanged 5835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57787 members Mstep: Class 2 contains 18792 members Entering Unmasked Estep Score: -10249818.000000 Penalty: 5578.054688 Iteration 7F: 3 clusters Score -1.024982e+07 nChanged 6490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64253 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -10255635.000000 Penalty: 5578.054688 Iteration 8F: 3 clusters Score -1.025564e+07 nChanged 5891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70134 members Mstep: Class 2 contains 6445 members Entering Unmasked Estep Score: -10261452.000000 Penalty: 5578.054688 Iteration 9F: 3 clusters Score -1.026145e+07 nChanged 3657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73785 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -10264974.000000 Penalty: 5578.054688 Iteration 10Q: 3 clusters Score -1.026497e+07 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75363 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -10266468.000000 Penalty: 5578.054688 Iteration 11Q: 3 clusters Score -1.026647e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75923 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -10267022.000000 Penalty: 5578.054688 Iteration 12Q: 3 clusters Score -1.026702e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76084 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -10267234.000000 Penalty: 5578.054688 Iteration 13Q: 3 clusters Score -1.026723e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76138 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -10267327.000000 Penalty: 5578.054688 Iteration 14Q: 3 clusters Score -1.026733e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76159 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -10267385.000000 Penalty: 5578.054688 Iteration 15Q: 3 clusters Score -1.026738e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76175 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -10267429.000000 Penalty: 5578.054688 Iteration 16Q: 3 clusters Score -1.026743e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76183 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -10267447.000000 Penalty: 5578.054688 Iteration 17Q: 3 clusters Score -1.026745e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76193 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -10267472.000000 Penalty: 5578.054688 Iteration 18Q: 3 clusters Score -1.026747e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76202 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -10267484.000000 Penalty: 5578.054688 Iteration 19Q: 3 clusters Score -1.026748e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76208 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -10267501.000000 Penalty: 5578.054688 Iteration 20F: 3 clusters Score -1.02675e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76214 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -10267507.000000 Penalty: 5578.054688 Iteration 21Q: 3 clusters Score -1.026751e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76214 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -10267516.000000 Penalty: 5578.054688 Iteration 22Q: 3 clusters Score -1.026752e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76217 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -10267514.000000 Penalty: 5578.054688 Iteration 23Q: 3 clusters Score -1.026751e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76219 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -10267513.000000 Penalty: 5578.054688 Iteration 24Q: 3 clusters Score -1.026751e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76219 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -10267513.000000 Penalty: 5578.054688 Iteration 25F: 3 clusters Score -1.026751e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Entering Unmasked Estep Score: -692787.187500 Penalty: 2135.539795 Iteration 0F: 2 clusters Score -692787.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -687982.437500 Penalty: 4271.079590 Iteration 0F: 3 clusters Score -687982.4 nChanged 2168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -689248.125000 Penalty: 4271.079590 Iteration 1F: 3 clusters Score -689248.1 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -689545.750000 Penalty: 4271.079590 Iteration 2F: 3 clusters Score -689545.8 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -689735.500000 Penalty: 4271.079590 Iteration 3F: 3 clusters Score -689735.5 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -689847.062500 Penalty: 4271.079590 Iteration 4Q: 3 clusters Score -689847.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -689941.187500 Penalty: 4271.079590 Iteration 5Q: 3 clusters Score -689941.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -690014.125000 Penalty: 4271.079590 Iteration 6Q: 3 clusters Score -690014.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -690084.562500 Penalty: 4271.079590 Iteration 7Q: 3 clusters Score -690084.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -690153.375000 Penalty: 4271.079590 Iteration 8Q: 3 clusters Score -690153.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -690223.875000 Penalty: 4271.079590 Iteration 9Q: 3 clusters Score -690223.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -690290.000000 Penalty: 4271.079590 Iteration 10Q: 3 clusters Score -690290 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -690352.750000 Penalty: 4271.079590 Iteration 11Q: 3 clusters Score -690352.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -690435.375000 Penalty: 4271.079590 Iteration 12Q: 3 clusters Score -690435.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -690513.062500 Penalty: 4271.079590 Iteration 13Q: 3 clusters Score -690513.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -690579.312500 Penalty: 4271.079590 Iteration 14Q: 3 clusters Score -690579.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -690643.937500 Penalty: 4271.079590 Iteration 15Q: 3 clusters Score -690643.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -690700.312500 Penalty: 4271.079590 Iteration 16Q: 3 clusters Score -690700.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -690765.625000 Penalty: 4271.079590 Iteration 17Q: 3 clusters Score -690765.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -690849.937500 Penalty: 4271.079590 Iteration 18Q: 3 clusters Score -690849.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -690928.187500 Penalty: 4271.079590 Iteration 19Q: 3 clusters Score -690928.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -690991.000000 Penalty: 4271.079590 Iteration 20F: 3 clusters Score -690991 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -691043.625000 Penalty: 4271.079590 Iteration 21Q: 3 clusters Score -691043.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -691093.750000 Penalty: 4271.079590 Iteration 22Q: 3 clusters Score -691093.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -691139.687500 Penalty: 4271.079590 Iteration 23Q: 3 clusters Score -691139.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -691173.750000 Penalty: 4271.079590 Iteration 24Q: 3 clusters Score -691173.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -691203.687500 Penalty: 4271.079590 Iteration 25Q: 3 clusters Score -691203.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -691231.000000 Penalty: 4271.079590 Iteration 26Q: 3 clusters Score -691231 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -691255.875000 Penalty: 4271.079590 Iteration 27Q: 3 clusters Score -691255.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -691273.312500 Penalty: 4271.079590 Iteration 28Q: 3 clusters Score -691273.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -691290.625000 Penalty: 4271.079590 Iteration 29Q: 3 clusters Score -691290.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -691306.250000 Penalty: 4271.079590 Iteration 30Q: 3 clusters Score -691306.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -691332.875000 Penalty: 4271.079590 Iteration 31Q: 3 clusters Score -691332.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -691366.250000 Penalty: 4271.079590 Iteration 32Q: 3 clusters Score -691366.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -691391.062500 Penalty: 4271.079590 Iteration 33Q: 3 clusters Score -691391.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 4845 members Entering Unmasked Estep Score: -691402.000000 Penalty: 4271.079590 Iteration 34Q: 3 clusters Score -691402 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 4853 members Entering Unmasked Estep Score: -691410.000000 Penalty: 4271.079590 Iteration 35Q: 3 clusters Score -691410 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 4861 members Entering Unmasked Estep Score: -691412.312500 Penalty: 4271.079590 Iteration 36Q: 3 clusters Score -691412.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 4864 members Entering Unmasked Estep Score: -691415.375000 Penalty: 4271.079590 Iteration 37Q: 3 clusters Score -691415.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -691415.000000 Penalty: 4271.079590 Iteration 38Q: 3 clusters Score -691415 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -691415.000000 Penalty: 4271.079590 Iteration 39F: 3 clusters Score -691415 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Entering Unmasked Estep Score: -406034.406250 Penalty: 2007.708374 Iteration 0F: 2 clusters Score -406034.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -402606.125000 Penalty: 4015.416748 Iteration 0F: 3 clusters Score -402606.1 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -403355.937500 Penalty: 4015.416748 Iteration 1F: 3 clusters Score -403355.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -403551.250000 Penalty: 4015.416748 Iteration 2F: 3 clusters Score -403551.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -403662.968750 Penalty: 4015.416748 Iteration 3Q: 3 clusters Score -403663 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -403739.718750 Penalty: 4015.416748 Iteration 4Q: 3 clusters Score -403739.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -403778.468750 Penalty: 4015.416748 Iteration 5Q: 3 clusters Score -403778.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -403807.781250 Penalty: 4015.416748 Iteration 6Q: 3 clusters Score -403807.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -403829.343750 Penalty: 4015.416748 Iteration 7Q: 3 clusters Score -403829.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -403849.375000 Penalty: 4015.416748 Iteration 8Q: 3 clusters Score -403849.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -403864.906250 Penalty: 4015.416748 Iteration 9Q: 3 clusters Score -403864.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -403879.968750 Penalty: 4015.416748 Iteration 10Q: 3 clusters Score -403880 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -403895.218750 Penalty: 4015.416748 Iteration 11Q: 3 clusters Score -403895.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -403910.406250 Penalty: 4015.416748 Iteration 12Q: 3 clusters Score -403910.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -403919.218750 Penalty: 4015.416748 Iteration 13Q: 3 clusters Score -403919.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -403925.343750 Penalty: 4015.416748 Iteration 14Q: 3 clusters Score -403925.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -403929.156250 Penalty: 4015.416748 Iteration 15Q: 3 clusters Score -403929.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -403935.968750 Penalty: 4015.416748 Iteration 16Q: 3 clusters Score -403936 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -403941.031250 Penalty: 4015.416748 Iteration 17Q: 3 clusters Score -403941 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -403946.031250 Penalty: 4015.416748 Iteration 18Q: 3 clusters Score -403946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -403953.093750 Penalty: 4015.416748 Iteration 19Q: 3 clusters Score -403953.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -403958.812500 Penalty: 4015.416748 Iteration 20F: 3 clusters Score -403958.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -403963.062500 Penalty: 4015.416748 Iteration 21Q: 3 clusters Score -403963.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -403970.218750 Penalty: 4015.416748 Iteration 22Q: 3 clusters Score -403970.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -403979.218750 Penalty: 4015.416748 Iteration 23Q: 3 clusters Score -403979.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -403992.187500 Penalty: 4015.416748 Iteration 24Q: 3 clusters Score -403992.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -404001.187500 Penalty: 4015.416748 Iteration 25Q: 3 clusters Score -404001.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -404007.187500 Penalty: 4015.416748 Iteration 26Q: 3 clusters Score -404007.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -404012.968750 Penalty: 4015.416748 Iteration 27Q: 3 clusters Score -404013 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -404024.156250 Penalty: 4015.416748 Iteration 28Q: 3 clusters Score -404024.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -404036.750000 Penalty: 4015.416748 Iteration 29Q: 3 clusters Score -404036.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -404052.593750 Penalty: 4015.416748 Iteration 30Q: 3 clusters Score -404052.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -404066.625000 Penalty: 4015.416748 Iteration 31Q: 3 clusters Score -404066.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -404083.625000 Penalty: 4015.416748 Iteration 32Q: 3 clusters Score -404083.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -404104.375000 Penalty: 4015.416748 Iteration 33Q: 3 clusters Score -404104.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -404125.218750 Penalty: 4015.416748 Iteration 34Q: 3 clusters Score -404125.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -404152.562500 Penalty: 4015.416748 Iteration 35Q: 3 clusters Score -404152.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -404175.312500 Penalty: 4015.416748 Iteration 36Q: 3 clusters Score -404175.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -404195.625000 Penalty: 4015.416748 Iteration 37Q: 3 clusters Score -404195.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -404215.312500 Penalty: 4015.416748 Iteration 38Q: 3 clusters Score -404215.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -404228.000000 Penalty: 4015.416748 Iteration 39Q: 3 clusters Score -404228 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -404236.937500 Penalty: 4015.416748 Iteration 40F: 3 clusters Score -404236.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -404242.906250 Penalty: 4015.416748 Iteration 41Q: 3 clusters Score -404242.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -404249.468750 Penalty: 4015.416748 Iteration 42Q: 3 clusters Score -404249.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -404255.031250 Penalty: 4015.416748 Iteration 43Q: 3 clusters Score -404255 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -404260.093750 Penalty: 4015.416748 Iteration 44Q: 3 clusters Score -404260.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -404267.062500 Penalty: 4015.416748 Iteration 45Q: 3 clusters Score -404267.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -404274.312500 Penalty: 4015.416748 Iteration 46Q: 3 clusters Score -404274.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -404277.437500 Penalty: 4015.416748 Iteration 47Q: 3 clusters Score -404277.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -404282.812500 Penalty: 4015.416748 Iteration 48Q: 3 clusters Score -404282.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -404294.125000 Penalty: 4015.416748 Iteration 49Q: 3 clusters Score -404294.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -404303.812500 Penalty: 4015.416748 Iteration 50Q: 3 clusters Score -404303.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -404312.375000 Penalty: 4015.416748 Iteration 51Q: 3 clusters Score -404312.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -404320.500000 Penalty: 4015.416748 Iteration 52Q: 3 clusters Score -404320.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -404331.281250 Penalty: 4015.416748 Iteration 53Q: 3 clusters Score -404331.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -404341.093750 Penalty: 4015.416748 Iteration 54Q: 3 clusters Score -404341.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -404358.093750 Penalty: 4015.416748 Iteration 55Q: 3 clusters Score -404358.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -404370.781250 Penalty: 4015.416748 Iteration 56Q: 3 clusters Score -404370.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -404387.187500 Penalty: 4015.416748 Iteration 57Q: 3 clusters Score -404387.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -404396.968750 Penalty: 4015.416748 Iteration 58Q: 3 clusters Score -404397 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -404404.187500 Penalty: 4015.416748 Iteration 59Q: 3 clusters Score -404404.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -404417.656250 Penalty: 4015.416748 Iteration 60F: 3 clusters Score -404417.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -404431.625000 Penalty: 4015.416748 Iteration 61Q: 3 clusters Score -404431.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -404446.875000 Penalty: 4015.416748 Iteration 62Q: 3 clusters Score -404446.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -404460.218750 Penalty: 4015.416748 Iteration 63Q: 3 clusters Score -404460.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -404476.968750 Penalty: 4015.416748 Iteration 64Q: 3 clusters Score -404477 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -404489.625000 Penalty: 4015.416748 Iteration 65Q: 3 clusters Score -404489.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -404500.500000 Penalty: 4015.416748 Iteration 66Q: 3 clusters Score -404500.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -404510.875000 Penalty: 4015.416748 Iteration 67Q: 3 clusters Score -404510.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -404522.500000 Penalty: 4015.416748 Iteration 68Q: 3 clusters Score -404522.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -404537.718750 Penalty: 4015.416748 Iteration 69Q: 3 clusters Score -404537.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -404553.718750 Penalty: 4015.416748 Iteration 70Q: 3 clusters Score -404553.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -404565.750000 Penalty: 4015.416748 Iteration 71Q: 3 clusters Score -404565.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -404578.406250 Penalty: 4015.416748 Iteration 72Q: 3 clusters Score -404578.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -404588.468750 Penalty: 4015.416748 Iteration 73Q: 3 clusters Score -404588.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -404596.156250 Penalty: 4015.416748 Iteration 74Q: 3 clusters Score -404596.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -404603.000000 Penalty: 4015.416748 Iteration 75Q: 3 clusters Score -404603 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -404606.656250 Penalty: 4015.416748 Iteration 76Q: 3 clusters Score -404606.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -404608.687500 Penalty: 4015.416748 Iteration 77Q: 3 clusters Score -404608.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -404608.812500 Penalty: 4015.416748 Iteration 78Q: 3 clusters Score -404608.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -404609.468750 Penalty: 4015.416748 Iteration 79Q: 3 clusters Score -404609.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -404609.625000 Penalty: 4015.416748 Iteration 80F: 3 clusters Score -404609.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Entering Unmasked Estep Score: -104814.835938 Penalty: 1692.444702 Iteration 0F: 2 clusters Score -104814.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -103042.984375 Penalty: 3384.889404 Iteration 0F: 3 clusters Score -103043 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -103535.750000 Penalty: 3384.889404 Iteration 1F: 3 clusters Score -103535.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -103928.148438 Penalty: 3384.889404 Iteration 2F: 3 clusters Score -103928.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -104082.070312 Penalty: 3384.889404 Iteration 3F: 3 clusters Score -104082.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -104228.218750 Penalty: 3384.889404 Iteration 4Q: 3 clusters Score -104228.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -104362.890625 Penalty: 3384.889404 Iteration 5Q: 3 clusters Score -104362.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -104454.601562 Penalty: 3384.889404 Iteration 6Q: 3 clusters Score -104454.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -104506.367188 Penalty: 3384.889404 Iteration 7Q: 3 clusters Score -104506.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -104529.507812 Penalty: 3384.889404 Iteration 8Q: 3 clusters Score -104529.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -104543.390625 Penalty: 3384.889404 Iteration 9Q: 3 clusters Score -104543.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -104545.109375 Penalty: 3384.889404 Iteration 10Q: 3 clusters Score -104545.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -104546.656250 Penalty: 3384.889404 Iteration 11Q: 3 clusters Score -104546.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -104549.156250 Penalty: 3384.889404 Iteration 12Q: 3 clusters Score -104549.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -104551.335938 Penalty: 3384.889404 Iteration 13Q: 3 clusters Score -104551.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -104551.335938 Penalty: 3384.889404 Iteration 14F: 3 clusters Score -104551.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106545 members Mstep: Class 2 contains 328 members Mstep: Class 3 contains 57152 members Mstep: Class 4 contains 1052 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 20286 members Mstep: Class 8 contains 3492 members Mstep: Class 9 contains 10184 members Mstep: Class 10 contains 8209 members Mstep: Class 11 contains 49576 members Mstep: Class 12 contains 40022 members Mstep: Class 13 contains 841 members Mstep: Class 14 contains 50710 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44838 members Mstep: Class 17 contains 22683 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76579 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3280 members Mstep: Class 23 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -85887920.000000 Penalty: 79715.640625 Iteration 79Q: 25 clusters Score -8.588792e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 106552 members Mstep: Class 2 contains 332 members Mstep: Class 3 contains 57222 members Mstep: Class 4 contains 1055 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 20208 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 10185 members Mstep: Class 10 contains 8208 members Mstep: Class 11 contains 49579 members Mstep: Class 12 contains 40024 members Mstep: Class 13 contains 834 members Mstep: Class 14 contains 50699 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44848 members Mstep: Class 17 contains 22684 members Mstep: Class 18 contains 143263 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76574 members Mstep: Class 21 contains 5491 members Mstep: Class 22 contains 3280 members Mstep: Class 23 contains 920 members Mstep: Class 24 contains 183 members Entering Unmasked Estep ConsiderDeletion Score: -85888200.000000 Penalty: 79715.640625 Iteration 80F: 25 clusters Score -8.58882e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106553 members Mstep: Class 2 contains 337 members Mstep: Class 3 contains 57288 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 20145 members Mstep: Class 8 contains 3490 members Mstep: Class 9 contains 10185 members Mstep: Class 10 contains 8207 members Mstep: Class 11 contains 49582 members Mstep: Class 12 contains 40025 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50681 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44861 members Mstep: Class 17 contains 22687 members Mstep: Class 18 contains 143263 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76569 members Mstep: Class 21 contains 5491 members Mstep: Class 22 contains 3281 members Mstep: Class 23 contains 921 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888200.000000 Penalty: 79715.640625 Iteration 81Q: 25 clusters Score -8.58882e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106561 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 57336 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2668 members Mstep: Class 7 contains 20095 members Mstep: Class 8 contains 3488 members Mstep: Class 9 contains 10184 members Mstep: Class 10 contains 8208 members Mstep: Class 11 contains 49582 members Mstep: Class 12 contains 40024 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50666 members Mstep: Class 15 contains 5243 members Mstep: Class 16 contains 44875 members Mstep: Class 17 contains 22689 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76565 members Mstep: Class 21 contains 5495 members Mstep: Class 22 contains 3282 members Mstep: Class 23 contains 919 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888280.000000 Penalty: 79715.640625 Iteration 82Q: 25 clusters Score -8.588828e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106566 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57377 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 20041 members Mstep: Class 8 contains 3487 members Mstep: Class 9 contains 10185 members Mstep: Class 10 contains 8208 members Mstep: Class 11 contains 49579 members Mstep: Class 12 contains 40026 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50656 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44891 members Mstep: Class 17 contains 22695 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76561 members Mstep: Class 21 contains 5494 members Mstep: Class 22 contains 3285 members Mstep: Class 23 contains 919 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888336.000000 Penalty: 79715.640625 Iteration 83Q: 25 clusters Score -8.588834e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106578 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57416 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19992 members Mstep: Class 8 contains 3484 members Mstep: Class 9 contains 10185 members Mstep: Class 10 contains 8209 members Mstep: Class 11 contains 49579 members Mstep: Class 12 contains 40026 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50644 members Mstep: Class 15 contains 5243 members Mstep: Class 16 contains 44901 members Mstep: Class 17 contains 22699 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76559 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 919 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888320.000000 Penalty: 79715.640625 Iteration 84Q: 25 clusters Score -8.588832e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106577 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57471 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2670 members Mstep: Class 7 contains 19932 members Mstep: Class 8 contains 3482 members Mstep: Class 9 contains 10187 members Mstep: Class 10 contains 8206 members Mstep: Class 11 contains 49578 members Mstep: Class 12 contains 40027 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50638 members Mstep: Class 15 contains 5244 members Mstep: Class 16 contains 44909 members Mstep: Class 17 contains 22702 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76563 members Mstep: Class 21 contains 5493 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888264.000000 Penalty: 79715.640625 Iteration 85Q: 25 clusters Score -8.588826e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106577 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57523 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 19874 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10187 members Mstep: Class 10 contains 8206 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40027 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50630 members Mstep: Class 15 contains 5244 members Mstep: Class 16 contains 44917 members Mstep: Class 17 contains 22705 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76565 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888200.000000 Penalty: 79715.640625 Iteration 86Q: 25 clusters Score -8.58882e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106582 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57578 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2670 members Mstep: Class 7 contains 19816 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8205 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40028 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50621 members Mstep: Class 15 contains 5245 members Mstep: Class 16 contains 44923 members Mstep: Class 17 contains 22705 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76564 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888200.000000 Penalty: 79715.640625 Iteration 87Q: 25 clusters Score -8.58882e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106585 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57630 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19766 members Mstep: Class 8 contains 3477 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8205 members Mstep: Class 11 contains 49582 members Mstep: Class 12 contains 40029 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50617 members Mstep: Class 15 contains 5243 members Mstep: Class 16 contains 44931 members Mstep: Class 17 contains 22706 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76557 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888232.000000 Penalty: 79715.640625 Iteration 88Q: 25 clusters Score -8.588823e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106595 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57686 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19707 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8205 members Mstep: Class 11 contains 49583 members Mstep: Class 12 contains 40029 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50609 members Mstep: Class 15 contains 5243 members Mstep: Class 16 contains 44935 members Mstep: Class 17 contains 22704 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76555 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888216.000000 Penalty: 79715.640625 Iteration 89Q: 25 clusters Score -8.588822e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106604 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57728 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19661 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8205 members Mstep: Class 11 contains 49583 members Mstep: Class 12 contains 40029 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50602 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44942 members Mstep: Class 17 contains 22705 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888224.000000 Penalty: 79715.640625 Iteration 90Q: 25 clusters Score -8.588822e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106606 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57773 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19615 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8205 members Mstep: Class 11 contains 49583 members Mstep: Class 12 contains 40028 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50596 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44950 members Mstep: Class 17 contains 22706 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76547 members Mstep: Class 21 contains 5492 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888176.000000 Penalty: 79715.640625 Iteration 91Q: 25 clusters Score -8.588818e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106605 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57806 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19581 members Mstep: Class 8 contains 3477 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8205 members Mstep: Class 11 contains 49582 members Mstep: Class 12 contains 40029 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50592 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44955 members Mstep: Class 17 contains 22712 members Mstep: Class 18 contains 143259 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76545 members Mstep: Class 21 contains 5491 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888168.000000 Penalty: 79715.640625 Iteration 92Q: 25 clusters Score -8.588817e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106609 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57839 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19543 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49583 members Mstep: Class 12 contains 40031 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50587 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44958 members Mstep: Class 17 contains 22718 members Mstep: Class 18 contains 143258 members Mstep: Class 19 contains 1314 members Mstep: Class 20 contains 76541 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888112.000000 Penalty: 79715.640625 Iteration 93Q: 25 clusters Score -8.588811e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106611 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57881 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19496 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49584 members Mstep: Class 12 contains 40031 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50583 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44960 members Mstep: Class 17 contains 22720 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76540 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888144.000000 Penalty: 79715.640625 Iteration 94Q: 25 clusters Score -8.588814e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106612 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57924 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19449 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49584 members Mstep: Class 12 contains 40031 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50576 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44968 members Mstep: Class 17 contains 22722 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76539 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888176.000000 Penalty: 79715.640625 Iteration 95Q: 25 clusters Score -8.588818e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106615 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57959 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19410 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49584 members Mstep: Class 12 contains 40032 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50570 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44972 members Mstep: Class 17 contains 22722 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76541 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888144.000000 Penalty: 79715.640625 Iteration 96Q: 25 clusters Score -8.588814e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106616 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 57983 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19382 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40032 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50565 members Mstep: Class 15 contains 5242 members Mstep: Class 16 contains 44977 members Mstep: Class 17 contains 22723 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76541 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888160.000000 Penalty: 79715.640625 Iteration 97Q: 25 clusters Score -8.588816e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106618 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 58008 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19349 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49588 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50562 members Mstep: Class 15 contains 5241 members Mstep: Class 16 contains 44979 members Mstep: Class 17 contains 22726 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76543 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888152.000000 Penalty: 79715.640625 Iteration 98Q: 25 clusters Score -8.588815e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106623 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 58047 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19307 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8203 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50557 members Mstep: Class 15 contains 5241 members Mstep: Class 16 contains 44981 members Mstep: Class 17 contains 22726 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76544 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888144.000000 Penalty: 79715.640625 Iteration 99Q: 25 clusters Score -8.588814e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 106628 members Mstep: Class 2 contains 333 members Mstep: Class 3 contains 58068 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19279 members Mstep: Class 8 contains 3481 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8203 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50556 members Mstep: Class 15 contains 5241 members Mstep: Class 16 contains 44982 members Mstep: Class 17 contains 22727 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76544 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888200.000000 Penalty: 79715.640625 Iteration 100F: 25 clusters Score -8.58882e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106630 members Mstep: Class 2 contains 335 members Mstep: Class 3 contains 58091 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2669 members Mstep: Class 7 contains 19245 members Mstep: Class 8 contains 3481 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8203 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50557 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 44985 members Mstep: Class 17 contains 22733 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76544 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888272.000000 Penalty: 79715.640625 Iteration 101Q: 25 clusters Score -8.588827e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106630 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58118 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2670 members Mstep: Class 7 contains 19210 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8203 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50559 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 44986 members Mstep: Class 17 contains 22738 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76543 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888256.000000 Penalty: 79715.640625 Iteration 102Q: 25 clusters Score -8.588826e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106632 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58146 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 19174 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10189 members Mstep: Class 10 contains 8203 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50559 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 44988 members Mstep: Class 17 contains 22740 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76544 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888240.000000 Penalty: 79715.640625 Iteration 103Q: 25 clusters Score -8.588824e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106629 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58176 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 19140 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10190 members Mstep: Class 10 contains 8203 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50558 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 44990 members Mstep: Class 17 contains 22745 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76546 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888264.000000 Penalty: 79715.640625 Iteration 104Q: 25 clusters Score -8.588826e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106626 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58204 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 19110 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10191 members Mstep: Class 10 contains 8203 members Mstep: Class 11 contains 49583 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50557 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 44992 members Mstep: Class 17 contains 22751 members Mstep: Class 18 contains 143259 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76547 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888256.000000 Penalty: 79715.640625 Iteration 105Q: 25 clusters Score -8.588826e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106623 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58229 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 19086 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10191 members Mstep: Class 10 contains 8203 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50555 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 44994 members Mstep: Class 17 contains 22756 members Mstep: Class 18 contains 143258 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76547 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3286 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888280.000000 Penalty: 79715.640625 Iteration 106Q: 25 clusters Score -8.588828e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106622 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58247 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 19060 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10191 members Mstep: Class 10 contains 8205 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50553 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 44996 members Mstep: Class 17 contains 22762 members Mstep: Class 18 contains 143256 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3287 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888248.000000 Penalty: 79715.640625 Iteration 107Q: 25 clusters Score -8.588825e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106625 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58263 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 19039 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10192 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50551 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 44999 members Mstep: Class 17 contains 22759 members Mstep: Class 18 contains 143256 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76552 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888272.000000 Penalty: 79715.640625 Iteration 108Q: 25 clusters Score -8.588827e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106631 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58278 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 19016 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10192 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50552 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45002 members Mstep: Class 17 contains 22760 members Mstep: Class 18 contains 143256 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76549 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888240.000000 Penalty: 79715.640625 Iteration 109Q: 25 clusters Score -8.588824e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106635 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58291 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18997 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10192 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50548 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45006 members Mstep: Class 17 contains 22763 members Mstep: Class 18 contains 143255 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76549 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888272.000000 Penalty: 79715.640625 Iteration 110Q: 25 clusters Score -8.588827e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106636 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58300 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18985 members Mstep: Class 8 contains 3483 members Mstep: Class 9 contains 10192 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49581 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50543 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45008 members Mstep: Class 17 contains 22765 members Mstep: Class 18 contains 143255 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76551 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888328.000000 Penalty: 79715.640625 Iteration 111Q: 25 clusters Score -8.588833e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106637 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58315 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18969 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10193 members Mstep: Class 10 contains 8204 members Mstep: Class 11 contains 49581 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50539 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45014 members Mstep: Class 17 contains 22767 members Mstep: Class 18 contains 143255 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888296.000000 Penalty: 79715.640625 Iteration 112Q: 25 clusters Score -8.58883e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106645 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58328 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18953 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10193 members Mstep: Class 10 contains 8203 members Mstep: Class 11 contains 49581 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50535 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45015 members Mstep: Class 17 contains 22767 members Mstep: Class 18 contains 143255 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888320.000000 Penalty: 79715.640625 Iteration 113Q: 25 clusters Score -8.588832e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106646 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58343 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18936 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10193 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50534 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45015 members Mstep: Class 17 contains 22769 members Mstep: Class 18 contains 143256 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76551 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888240.000000 Penalty: 79715.640625 Iteration 114Q: 25 clusters Score -8.588824e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106645 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58355 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18922 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10194 members Mstep: Class 10 contains 8199 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50535 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45016 members Mstep: Class 17 contains 22769 members Mstep: Class 18 contains 143258 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76551 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888280.000000 Penalty: 79715.640625 Iteration 115Q: 25 clusters Score -8.588828e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106647 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58371 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18902 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10194 members Mstep: Class 10 contains 8199 members Mstep: Class 11 contains 49580 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50536 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45016 members Mstep: Class 17 contains 22769 members Mstep: Class 18 contains 143257 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76553 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888296.000000 Penalty: 79715.640625 Iteration 116Q: 25 clusters Score -8.58883e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106647 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58385 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18884 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10194 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49581 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50535 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45016 members Mstep: Class 17 contains 22772 members Mstep: Class 18 contains 143259 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76555 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888232.000000 Penalty: 79715.640625 Iteration 117Q: 25 clusters Score -8.588823e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106644 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58399 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18871 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10194 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49583 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50532 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45017 members Mstep: Class 17 contains 22772 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888224.000000 Penalty: 79715.640625 Iteration 118Q: 25 clusters Score -8.588822e+07 nChanged 23 Entering ConstructFrom: Score: -85888224.000000 Penalty: 79715.640625 Entering ConstructFrom: Trying to split cluster 1 (106644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106644 members Entering Unmasked Estep Score: -14088237.000000 Penalty: 2871.158447 Iteration 0F: 2 clusters Score -1.408824e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53168 members Mstep: Class 2 contains 53476 members Entering Unmasked Estep Score: -14017187.000000 Penalty: 5742.316895 Iteration 0F: 3 clusters Score -1.401719e+07 nChanged 50299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52389 members Mstep: Class 2 contains 54255 members Entering Unmasked Estep Score: -14046261.000000 Penalty: 5742.316895 Iteration 1F: 3 clusters Score -1.404626e+07 nChanged 3516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51847 members Mstep: Class 2 contains 54797 members Entering Unmasked Estep Score: -14047172.000000 Penalty: 5742.316895 Iteration 2Q: 3 clusters Score -1.404717e+07 nChanged 3439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51074 members Mstep: Class 2 contains 55570 members Entering Unmasked Estep Score: -14048142.000000 Penalty: 5742.316895 Iteration 3Q: 3 clusters Score -1.404814e+07 nChanged 3574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49982 members Mstep: Class 2 contains 56662 members Entering Unmasked Estep Score: -14049158.000000 Penalty: 5742.316895 Iteration 4Q: 3 clusters Score -1.404916e+07 nChanged 3678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48464 members Mstep: Class 2 contains 58180 members Entering Unmasked Estep Score: -14050334.000000 Penalty: 5742.316895 Iteration 5Q: 3 clusters Score -1.405033e+07 nChanged 3989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46257 members Mstep: Class 2 contains 60387 members Entering Unmasked Estep Score: -14051839.000000 Penalty: 5742.316895 Iteration 6Q: 3 clusters Score -1.405184e+07 nChanged 4334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43263 members Mstep: Class 2 contains 63381 members Entering Unmasked Estep Score: -14053702.000000 Penalty: 5742.316895 Iteration 7Q: 3 clusters Score -1.40537e+07 nChanged 4889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39176 members Mstep: Class 2 contains 67468 members Entering Unmasked Estep Score: -14056399.000000 Penalty: 5742.316895 Iteration 8Q: 3 clusters Score -1.40564e+07 nChanged 5760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33992 members Mstep: Class 2 contains 72652 members Entering Unmasked Estep Score: -14060011.000000 Penalty: 5742.316895 Iteration 9F: 3 clusters Score -1.406001e+07 nChanged 6415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27947 members Mstep: Class 2 contains 78697 members Entering Unmasked Estep Score: -14064613.000000 Penalty: 5742.316895 Iteration 10F: 3 clusters Score -1.406461e+07 nChanged 6378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21811 members Mstep: Class 2 contains 84833 members Entering Unmasked Estep Score: -14069322.000000 Penalty: 5742.316895 Iteration 11F: 3 clusters Score -1.406932e+07 nChanged 5704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16237 members Mstep: Class 2 contains 90407 members Entering Unmasked Estep Score: -14073448.000000 Penalty: 5742.316895 Iteration 12F: 3 clusters Score -1.407345e+07 nChanged 4918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11379 members Mstep: Class 2 contains 95265 members Entering Unmasked Estep Score: -14077136.000000 Penalty: 5742.316895 Iteration 13Q: 3 clusters Score -1.407714e+07 nChanged 3960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 99207 members Entering Unmasked Estep Score: -14080237.000000 Penalty: 5742.316895 Iteration 14Q: 3 clusters Score -1.408024e+07 nChanged 2899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4548 members Mstep: Class 2 contains 102096 members Entering Unmasked Estep Score: -14082699.000000 Penalty: 5742.316895 Iteration 15Q: 3 clusters Score -1.40827e+07 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 103865 members Entering Unmasked Estep Score: -14084127.000000 Penalty: 5742.316895 Iteration 16Q: 3 clusters Score -1.408413e+07 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 104840 members Entering Unmasked Estep Score: -14084818.000000 Penalty: 5742.316895 Iteration 17Q: 3 clusters Score -1.408482e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 105366 members Entering Unmasked Estep Score: -14085240.000000 Penalty: 5742.316895 Iteration 18Q: 3 clusters Score -1.408524e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 105645 members Entering Unmasked Estep Score: -14085416.000000 Penalty: 5742.316895 Iteration 19Q: 3 clusters Score -1.408542e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 105822 members Entering Unmasked Estep Score: -14085543.000000 Penalty: 5742.316895 Iteration 20F: 3 clusters Score -1.408554e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 105919 members Entering Unmasked Estep Score: -14085651.000000 Penalty: 5742.316895 Iteration 21Q: 3 clusters Score -1.408565e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 105974 members Entering Unmasked Estep Score: -14085704.000000 Penalty: 5742.316895 Iteration 22Q: 3 clusters Score -1.40857e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 106013 members Entering Unmasked Estep Score: -14085721.000000 Penalty: 5742.316895 Iteration 23Q: 3 clusters Score -1.408572e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 106042 members Entering Unmasked Estep Score: -14085746.000000 Penalty: 5742.316895 Iteration 24Q: 3 clusters Score -1.408575e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 106054 members Entering Unmasked Estep Score: -14085753.000000 Penalty: 5742.316895 Iteration 25Q: 3 clusters Score -1.408575e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 106065 members Entering Unmasked Estep Score: -14085765.000000 Penalty: 5742.316895 Iteration 26Q: 3 clusters Score -1.408576e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 106081 members Entering Unmasked Estep Score: -14085789.000000 Penalty: 5742.316895 Iteration 27Q: 3 clusters Score -1.408579e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 106090 members Entering Unmasked Estep Score: -14085784.000000 Penalty: 5742.316895 Iteration 28Q: 3 clusters Score -1.408578e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 106093 members Entering Unmasked Estep Score: -14085797.000000 Penalty: 5742.316895 Iteration 29Q: 3 clusters Score -1.40858e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 106096 members Entering Unmasked Estep Score: -14085815.000000 Penalty: 5742.316895 Iteration 30Q: 3 clusters Score -1.408582e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 106099 members Entering Unmasked Estep Score: -14085808.000000 Penalty: 5742.316895 Iteration 31Q: 3 clusters Score -1.408581e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 106103 members Entering Unmasked Estep Score: -14085814.000000 Penalty: 5742.316895 Iteration 32Q: 3 clusters Score -1.408581e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 106110 members Entering Unmasked Estep Score: -14085822.000000 Penalty: 5742.316895 Iteration 33Q: 3 clusters Score -1.408582e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 106114 members Entering Unmasked Estep Score: -14085816.000000 Penalty: 5742.316895 Iteration 34Q: 3 clusters Score -1.408582e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 106120 members Entering Unmasked Estep Score: -14085818.000000 Penalty: 5742.316895 Iteration 35Q: 3 clusters Score -1.408582e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 106127 members Entering Unmasked Estep Score: -14085820.000000 Penalty: 5742.316895 Iteration 36Q: 3 clusters Score -1.408582e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 106137 members Entering Unmasked Estep Score: -14085829.000000 Penalty: 5742.316895 Iteration 37Q: 3 clusters Score -1.408583e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 106142 members Entering Unmasked Estep Score: -14085824.000000 Penalty: 5742.316895 Iteration 38Q: 3 clusters Score -1.408582e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 106149 members Entering Unmasked Estep Score: -14085841.000000 Penalty: 5742.316895 Iteration 39Q: 3 clusters Score -1.408584e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 106152 members Entering Unmasked Estep Score: -14085835.000000 Penalty: 5742.316895 Iteration 40F: 3 clusters Score -1.408584e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 106155 members Entering Unmasked Estep Score: -14085838.000000 Penalty: 5742.316895 Iteration 41Q: 3 clusters Score -1.408584e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 106160 members Entering Unmasked Estep Score: -14085846.000000 Penalty: 5742.316895 Iteration 42Q: 3 clusters Score -1.408585e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 106160 members Entering Unmasked Estep Score: -14085846.000000 Penalty: 5742.316895 Iteration 43Q: 3 clusters Score -1.408585e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 106166 members Entering Unmasked Estep Score: -14085854.000000 Penalty: 5742.316895 Iteration 44Q: 3 clusters Score -1.408585e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 106170 members Entering Unmasked Estep Score: -14085867.000000 Penalty: 5742.316895 Iteration 45Q: 3 clusters Score -1.408587e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 106173 members Entering Unmasked Estep Score: -14085864.000000 Penalty: 5742.316895 Iteration 46Q: 3 clusters Score -1.408586e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 106174 members Entering Unmasked Estep Score: -14085856.000000 Penalty: 5742.316895 Iteration 47Q: 3 clusters Score -1.408586e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 106174 members Entering Unmasked Estep Score: -14085856.000000 Penalty: 5742.316895 Iteration 48F: 3 clusters Score -1.408586e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -31315.226562 Penalty: 1441.162964 Iteration 0F: 2 clusters Score -31315.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -30109.552734 Penalty: 2882.325928 Iteration 0F: 3 clusters Score -30109.55 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -30440.388672 Penalty: 2882.325928 Iteration 1F: 3 clusters Score -30440.39 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -30822.128906 Penalty: 2882.325928 Iteration 2F: 3 clusters Score -30822.13 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -31216.013672 Penalty: 2882.325928 Iteration 3F: 3 clusters Score -31216.01 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -31411.304688 Penalty: 2882.325928 Iteration 4Q: 3 clusters Score -31411.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -31447.828125 Penalty: 2882.325928 Iteration 5Q: 3 clusters Score -31447.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -31501.039062 Penalty: 2882.325928 Iteration 6Q: 3 clusters Score -31501.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -31511.687500 Penalty: 2882.325928 Iteration 7Q: 3 clusters Score -31511.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -31520.812500 Penalty: 2882.325928 Iteration 8Q: 3 clusters Score -31520.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -31538.683594 Penalty: 2882.325928 Iteration 9Q: 3 clusters Score -31538.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -31551.197266 Penalty: 2882.325928 Iteration 10Q: 3 clusters Score -31551.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -31554.080078 Penalty: 2882.325928 Iteration 11Q: 3 clusters Score -31554.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -31554.080078 Penalty: 2882.325928 Iteration 12F: 3 clusters Score -31554.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106644 members Mstep: Class 2 contains 93 members Mstep: Class 3 contains 58413 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18857 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10195 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49584 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50529 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45019 members Mstep: Class 17 contains 22771 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 241 members Entering Unmasked Estep Score: -85886648.000000 Penalty: 83037.125000 Splitting cluster 2 changes total score from -85888224.000000 to -85886648.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (58413 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58413 members Entering Unmasked Estep Score: -7956165.000000 Penalty: 2721.873047 Iteration 0F: 2 clusters Score -7956165 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29307 members Mstep: Class 2 contains 29106 members Entering Unmasked Estep Score: -7917055.500000 Penalty: 5443.746094 Iteration 0F: 3 clusters Score -7917056 nChanged 27079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29764 members Mstep: Class 2 contains 28649 members Entering Unmasked Estep Score: -7932128.500000 Penalty: 5443.746094 Iteration 1F: 3 clusters Score -7932128 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30013 members Mstep: Class 2 contains 28400 members Entering Unmasked Estep Score: -7932643.000000 Penalty: 5443.746094 Iteration 2Q: 3 clusters Score -7932643 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30306 members Mstep: Class 2 contains 28107 members Entering Unmasked Estep Score: -7933139.500000 Penalty: 5443.746094 Iteration 3Q: 3 clusters Score -7933140 nChanged 1987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30747 members Mstep: Class 2 contains 27666 members Entering Unmasked Estep Score: -7933709.500000 Penalty: 5443.746094 Iteration 4Q: 3 clusters Score -7933710 nChanged 2099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31326 members Mstep: Class 2 contains 27087 members Entering Unmasked Estep Score: -7934385.000000 Penalty: 5443.746094 Iteration 5Q: 3 clusters Score -7934385 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32074 members Mstep: Class 2 contains 26339 members Entering Unmasked Estep Score: -7935149.500000 Penalty: 5443.746094 Iteration 6Q: 3 clusters Score -7935150 nChanged 2307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33127 members Mstep: Class 2 contains 25286 members Entering Unmasked Estep Score: -7936048.000000 Penalty: 5443.746094 Iteration 7Q: 3 clusters Score -7936048 nChanged 2493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34536 members Mstep: Class 2 contains 23877 members Entering Unmasked Estep Score: -7937263.000000 Penalty: 5443.746094 Iteration 8Q: 3 clusters Score -7937263 nChanged 2688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36218 members Mstep: Class 2 contains 22195 members Entering Unmasked Estep Score: -7938760.000000 Penalty: 5443.746094 Iteration 9Q: 3 clusters Score -7938760 nChanged 2863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38251 members Mstep: Class 2 contains 20162 members Entering Unmasked Estep Score: -7940500.500000 Penalty: 5443.746094 Iteration 10Q: 3 clusters Score -7940500 nChanged 2918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40431 members Mstep: Class 2 contains 17982 members Entering Unmasked Estep Score: -7942262.000000 Penalty: 5443.746094 Iteration 11Q: 3 clusters Score -7942262 nChanged 2710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42559 members Mstep: Class 2 contains 15854 members Entering Unmasked Estep Score: -7943834.000000 Penalty: 5443.746094 Iteration 12Q: 3 clusters Score -7943834 nChanged 2378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44545 members Mstep: Class 2 contains 13868 members Entering Unmasked Estep Score: -7945137.000000 Penalty: 5443.746094 Iteration 13Q: 3 clusters Score -7945137 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46348 members Mstep: Class 2 contains 12065 members Entering Unmasked Estep Score: -7946167.500000 Penalty: 5443.746094 Iteration 14Q: 3 clusters Score -7946168 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48046 members Mstep: Class 2 contains 10367 members Entering Unmasked Estep Score: -7947091.500000 Penalty: 5443.746094 Iteration 15Q: 3 clusters Score -7947092 nChanged 1634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49650 members Mstep: Class 2 contains 8763 members Entering Unmasked Estep Score: -7947985.500000 Penalty: 5443.746094 Iteration 16Q: 3 clusters Score -7947986 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51199 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -7948885.000000 Penalty: 5443.746094 Iteration 17Q: 3 clusters Score -7948885 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52644 members Mstep: Class 2 contains 5769 members Entering Unmasked Estep Score: -7949795.000000 Penalty: 5443.746094 Iteration 18Q: 3 clusters Score -7949795 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54020 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -7950758.000000 Penalty: 5443.746094 Iteration 19Q: 3 clusters Score -7950758 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55252 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -7951663.000000 Penalty: 5443.746094 Iteration 20F: 3 clusters Score -7951663 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56216 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -7952420.000000 Penalty: 5443.746094 Iteration 21Q: 3 clusters Score -7952420 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56899 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -7952955.000000 Penalty: 5443.746094 Iteration 22Q: 3 clusters Score -7952955 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57335 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -7953346.500000 Penalty: 5443.746094 Iteration 23Q: 3 clusters Score -7953346 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57566 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -7953557.000000 Penalty: 5443.746094 Iteration 24Q: 3 clusters Score -7953557 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57712 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -7953721.500000 Penalty: 5443.746094 Iteration 25Q: 3 clusters Score -7953722 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57788 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -7953809.500000 Penalty: 5443.746094 Iteration 26Q: 3 clusters Score -7953810 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57837 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -7953863.500000 Penalty: 5443.746094 Iteration 27Q: 3 clusters Score -7953864 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57871 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -7953896.500000 Penalty: 5443.746094 Iteration 28Q: 3 clusters Score -7953896 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57889 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -7953912.000000 Penalty: 5443.746094 Iteration 29Q: 3 clusters Score -7953912 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57900 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -7953932.000000 Penalty: 5443.746094 Iteration 30Q: 3 clusters Score -7953932 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57913 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -7953941.500000 Penalty: 5443.746094 Iteration 31Q: 3 clusters Score -7953942 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57924 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -7953941.000000 Penalty: 5443.746094 Iteration 32Q: 3 clusters Score -7953941 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57929 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -7953946.000000 Penalty: 5443.746094 Iteration 33Q: 3 clusters Score -7953946 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57933 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -7953953.500000 Penalty: 5443.746094 Iteration 34Q: 3 clusters Score -7953954 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57934 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -7953954.500000 Penalty: 5443.746094 Iteration 35Q: 3 clusters Score -7953954 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57938 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -7953961.000000 Penalty: 5443.746094 Iteration 36Q: 3 clusters Score -7953961 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57942 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -7953963.500000 Penalty: 5443.746094 Iteration 37Q: 3 clusters Score -7953964 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57944 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -7953969.500000 Penalty: 5443.746094 Iteration 38Q: 3 clusters Score -7953970 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57946 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -7953973.000000 Penalty: 5443.746094 Iteration 39Q: 3 clusters Score -7953973 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57946 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -7953971.500000 Penalty: 5443.746094 Iteration 40F: 3 clusters Score -7953972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57946 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -7953969.500000 Penalty: 5443.746094 Iteration 41Q: 3 clusters Score -7953970 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57946 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -7953969.500000 Penalty: 5443.746094 Iteration 42F: 3 clusters Score -7953970 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Entering Unmasked Estep Score: -124474.343750 Penalty: 1725.223267 Iteration 0F: 2 clusters Score -124474.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -122607.687500 Penalty: 3450.446533 Iteration 0F: 3 clusters Score -122607.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -123175.984375 Penalty: 3450.446533 Iteration 1F: 3 clusters Score -123176 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -123655.132812 Penalty: 3450.446533 Iteration 2F: 3 clusters Score -123655.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -124005.390625 Penalty: 3450.446533 Iteration 3F: 3 clusters Score -124005.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -124173.015625 Penalty: 3450.446533 Iteration 4F: 3 clusters Score -124173 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -124345.054688 Penalty: 3450.446533 Iteration 5Q: 3 clusters Score -124345.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -124598.570312 Penalty: 3450.446533 Iteration 6Q: 3 clusters Score -124598.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -124883.062500 Penalty: 3450.446533 Iteration 7Q: 3 clusters Score -124883.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -124976.695312 Penalty: 3450.446533 Iteration 8Q: 3 clusters Score -124976.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -124998.679688 Penalty: 3450.446533 Iteration 9Q: 3 clusters Score -124998.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -125012.226562 Penalty: 3450.446533 Iteration 10Q: 3 clusters Score -125012.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -125021.234375 Penalty: 3450.446533 Iteration 11Q: 3 clusters Score -125021.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -125032.171875 Penalty: 3450.446533 Iteration 12Q: 3 clusters Score -125032.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -125040.195312 Penalty: 3450.446533 Iteration 13Q: 3 clusters Score -125040.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -125047.625000 Penalty: 3450.446533 Iteration 14Q: 3 clusters Score -125047.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -125056.414062 Penalty: 3450.446533 Iteration 15Q: 3 clusters Score -125056.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -125067.210938 Penalty: 3450.446533 Iteration 16Q: 3 clusters Score -125067.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -125075.445312 Penalty: 3450.446533 Iteration 17Q: 3 clusters Score -125075.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -125082.375000 Penalty: 3450.446533 Iteration 18Q: 3 clusters Score -125082.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -125095.265625 Penalty: 3450.446533 Iteration 19Q: 3 clusters Score -125095.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -125114.546875 Penalty: 3450.446533 Iteration 20F: 3 clusters Score -125114.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -125158.914062 Penalty: 3450.446533 Iteration 21Q: 3 clusters Score -125158.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -125185.898438 Penalty: 3450.446533 Iteration 22Q: 3 clusters Score -125185.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -125211.921875 Penalty: 3450.446533 Iteration 23Q: 3 clusters Score -125211.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -125258.843750 Penalty: 3450.446533 Iteration 24Q: 3 clusters Score -125258.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -125325.062500 Penalty: 3450.446533 Iteration 25Q: 3 clusters Score -125325.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -125396.882812 Penalty: 3450.446533 Iteration 26Q: 3 clusters Score -125396.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -125449.421875 Penalty: 3450.446533 Iteration 27Q: 3 clusters Score -125449.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -125495.085938 Penalty: 3450.446533 Iteration 28Q: 3 clusters Score -125495.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -125511.171875 Penalty: 3450.446533 Iteration 29Q: 3 clusters Score -125511.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -125515.500000 Penalty: 3450.446533 Iteration 30Q: 3 clusters Score -125515.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -125519.726562 Penalty: 3450.446533 Iteration 31Q: 3 clusters Score -125519.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -125522.140625 Penalty: 3450.446533 Iteration 32Q: 3 clusters Score -125522.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -125522.140625 Penalty: 3450.446533 Iteration 33F: 3 clusters Score -125522.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106644 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58413 members Mstep: Class 4 contains 401 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18857 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10195 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49584 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50529 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45019 members Mstep: Class 17 contains 22771 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 649 members Entering Unmasked Estep Score: -85887720.000000 Penalty: 83037.125000 Splitting cluster 4 changes total score from -85888224.000000 to -85887720.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (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: -68071.804688 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -68071.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -66544.195312 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -66544.2 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -66959.273438 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -66959.27 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -67385.140625 Penalty: 3151.767578 Iteration 2F: 3 clusters Score -67385.14 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -67729.804688 Penalty: 3151.767578 Iteration 3F: 3 clusters Score -67729.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -67974.648438 Penalty: 3151.767578 Iteration 4F: 3 clusters Score -67974.65 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -68151.156250 Penalty: 3151.767578 Iteration 5Q: 3 clusters Score -68151.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -68198.062500 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -68198.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -68201.546875 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -68201.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -68201.546875 Penalty: 3151.767578 Iteration 8F: 3 clusters Score -68201.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106644 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58413 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 151 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18857 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10195 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49584 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50529 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45019 members Mstep: Class 17 contains 22771 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 424 members Entering Unmasked Estep Score: -85886680.000000 Penalty: 83037.125000 Splitting cluster 5 changes total score from -85888224.000000 to -85886680.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (2671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Entering Unmasked Estep Score: -346008.718750 Penalty: 1956.771606 Iteration 0F: 2 clusters Score -346008.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -342939.187500 Penalty: 3913.543213 Iteration 0F: 3 clusters Score -342939.2 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -343653.218750 Penalty: 3913.543213 Iteration 1F: 3 clusters Score -343653.2 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -343957.312500 Penalty: 3913.543213 Iteration 2F: 3 clusters Score -343957.3 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -344197.218750 Penalty: 3913.543213 Iteration 3F: 3 clusters Score -344197.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -344441.406250 Penalty: 3913.543213 Iteration 4F: 3 clusters Score -344441.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -344707.218750 Penalty: 3913.543213 Iteration 5F: 3 clusters Score -344707.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -344871.906250 Penalty: 3913.543213 Iteration 6Q: 3 clusters Score -344871.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -344988.000000 Penalty: 3913.543213 Iteration 7Q: 3 clusters Score -344988 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -345048.843750 Penalty: 3913.543213 Iteration 8Q: 3 clusters Score -345048.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -345083.937500 Penalty: 3913.543213 Iteration 9Q: 3 clusters Score -345083.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -345110.656250 Penalty: 3913.543213 Iteration 10Q: 3 clusters Score -345110.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -345127.437500 Penalty: 3913.543213 Iteration 11Q: 3 clusters Score -345127.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -345136.062500 Penalty: 3913.543213 Iteration 12Q: 3 clusters Score -345136.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -345139.875000 Penalty: 3913.543213 Iteration 13Q: 3 clusters Score -345139.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -345141.531250 Penalty: 3913.543213 Iteration 14Q: 3 clusters Score -345141.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -345144.625000 Penalty: 3913.543213 Iteration 15Q: 3 clusters Score -345144.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -345147.531250 Penalty: 3913.543213 Iteration 16Q: 3 clusters Score -345147.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -345149.093750 Penalty: 3913.543213 Iteration 17Q: 3 clusters Score -345149.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -345152.812500 Penalty: 3913.543213 Iteration 18Q: 3 clusters Score -345152.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -345153.656250 Penalty: 3913.543213 Iteration 19Q: 3 clusters Score -345153.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -345156.343750 Penalty: 3913.543213 Iteration 20F: 3 clusters Score -345156.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -345157.187500 Penalty: 3913.543213 Iteration 21Q: 3 clusters Score -345157.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -345157.125000 Penalty: 3913.543213 Iteration 22Q: 3 clusters Score -345157.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -345157.625000 Penalty: 3913.543213 Iteration 23Q: 3 clusters Score -345157.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -345157.843750 Penalty: 3913.543213 Iteration 24Q: 3 clusters Score -345157.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -345158.875000 Penalty: 3913.543213 Iteration 25Q: 3 clusters Score -345158.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -345159.406250 Penalty: 3913.543213 Iteration 26Q: 3 clusters Score -345159.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -345159.406250 Penalty: 3913.543213 Iteration 27F: 3 clusters Score -345159.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (18857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18857 members Entering Unmasked Estep Score: -2435838.000000 Penalty: 2441.470703 Iteration 0F: 2 clusters Score -2435838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9521 members Mstep: Class 2 contains 9336 members Entering Unmasked Estep Score: -2422463.750000 Penalty: 4882.941406 Iteration 0F: 3 clusters Score -2422464 nChanged 8273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9760 members Mstep: Class 2 contains 9097 members Entering Unmasked Estep Score: -2427285.750000 Penalty: 4882.941406 Iteration 1F: 3 clusters Score -2427286 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9874 members Mstep: Class 2 contains 8983 members Entering Unmasked Estep Score: -2427894.000000 Penalty: 4882.941406 Iteration 2F: 3 clusters Score -2427894 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -2428500.250000 Penalty: 4882.941406 Iteration 3F: 3 clusters Score -2428500 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10010 members Mstep: Class 2 contains 8847 members Entering Unmasked Estep Score: -2429122.500000 Penalty: 4882.941406 Iteration 4F: 3 clusters Score -2429122 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -2429737.250000 Penalty: 4882.941406 Iteration 5F: 3 clusters Score -2429737 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10133 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -2430326.500000 Penalty: 4882.941406 Iteration 6F: 3 clusters Score -2430326 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 8554 members Entering Unmasked Estep Score: -2430757.250000 Penalty: 4882.941406 Iteration 7Q: 3 clusters Score -2430757 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10520 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -2431062.250000 Penalty: 4882.941406 Iteration 8Q: 3 clusters Score -2431062 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10776 members Mstep: Class 2 contains 8081 members Entering Unmasked Estep Score: -2431342.500000 Penalty: 4882.941406 Iteration 9Q: 3 clusters Score -2431342 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11115 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -2431664.250000 Penalty: 4882.941406 Iteration 10Q: 3 clusters Score -2431664 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11536 members Mstep: Class 2 contains 7321 members Entering Unmasked Estep Score: -2432079.750000 Penalty: 4882.941406 Iteration 11Q: 3 clusters Score -2432080 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 6840 members Entering Unmasked Estep Score: -2432627.250000 Penalty: 4882.941406 Iteration 12Q: 3 clusters Score -2432627 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12465 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -2433162.000000 Penalty: 4882.941406 Iteration 13Q: 3 clusters Score -2433162 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12774 members Mstep: Class 2 contains 6083 members Entering Unmasked Estep Score: -2433554.500000 Penalty: 4882.941406 Iteration 14Q: 3 clusters Score -2433554 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13004 members Mstep: Class 2 contains 5853 members Entering Unmasked Estep Score: -2433785.000000 Penalty: 4882.941406 Iteration 15Q: 3 clusters Score -2433785 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13195 members Mstep: Class 2 contains 5662 members Entering Unmasked Estep Score: -2433928.250000 Penalty: 4882.941406 Iteration 16Q: 3 clusters Score -2433928 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13336 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -2434048.500000 Penalty: 4882.941406 Iteration 17Q: 3 clusters Score -2434048 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13450 members Mstep: Class 2 contains 5407 members Entering Unmasked Estep Score: -2434119.250000 Penalty: 4882.941406 Iteration 18Q: 3 clusters Score -2434119 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13542 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -2434171.000000 Penalty: 4882.941406 Iteration 19Q: 3 clusters Score -2434171 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13626 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -2434204.750000 Penalty: 4882.941406 Iteration 20F: 3 clusters Score -2434205 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13714 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -2434240.250000 Penalty: 4882.941406 Iteration 21Q: 3 clusters Score -2434240 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13800 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -2434272.500000 Penalty: 4882.941406 Iteration 22Q: 3 clusters Score -2434272 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13866 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -2434282.500000 Penalty: 4882.941406 Iteration 23Q: 3 clusters Score -2434282 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13923 members Mstep: Class 2 contains 4934 members Entering Unmasked Estep Score: -2434301.250000 Penalty: 4882.941406 Iteration 24Q: 3 clusters Score -2434301 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13995 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -2434331.250000 Penalty: 4882.941406 Iteration 25Q: 3 clusters Score -2434331 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14056 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -2434339.500000 Penalty: 4882.941406 Iteration 26Q: 3 clusters Score -2434340 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14112 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -2434355.000000 Penalty: 4882.941406 Iteration 27Q: 3 clusters Score -2434355 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14158 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -2434373.000000 Penalty: 4882.941406 Iteration 28Q: 3 clusters Score -2434373 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14209 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -2434376.750000 Penalty: 4882.941406 Iteration 29Q: 3 clusters Score -2434377 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14252 members Mstep: Class 2 contains 4605 members Entering Unmasked Estep Score: -2434388.750000 Penalty: 4882.941406 Iteration 30Q: 3 clusters Score -2434389 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -2434396.000000 Penalty: 4882.941406 Iteration 31Q: 3 clusters Score -2434396 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14326 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -2434413.000000 Penalty: 4882.941406 Iteration 32Q: 3 clusters Score -2434413 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14377 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -2434426.000000 Penalty: 4882.941406 Iteration 33Q: 3 clusters Score -2434426 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14443 members Mstep: Class 2 contains 4414 members Entering Unmasked Estep Score: -2434441.750000 Penalty: 4882.941406 Iteration 34Q: 3 clusters Score -2434442 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Mstep: Class 2 contains 4355 members Entering Unmasked Estep Score: -2434459.250000 Penalty: 4882.941406 Iteration 35Q: 3 clusters Score -2434459 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -2434475.250000 Penalty: 4882.941406 Iteration 36Q: 3 clusters Score -2434475 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14621 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -2434493.500000 Penalty: 4882.941406 Iteration 37Q: 3 clusters Score -2434494 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14680 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -2434513.750000 Penalty: 4882.941406 Iteration 38Q: 3 clusters Score -2434514 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14740 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -2434524.750000 Penalty: 4882.941406 Iteration 39Q: 3 clusters Score -2434525 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14795 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -2434545.750000 Penalty: 4882.941406 Iteration 40F: 3 clusters Score -2434546 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14865 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -2434571.500000 Penalty: 4882.941406 Iteration 41Q: 3 clusters Score -2434572 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14925 members Mstep: Class 2 contains 3932 members Entering Unmasked Estep Score: -2434580.250000 Penalty: 4882.941406 Iteration 42Q: 3 clusters Score -2434580 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14984 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -2434593.000000 Penalty: 4882.941406 Iteration 43Q: 3 clusters Score -2434593 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15049 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -2434627.750000 Penalty: 4882.941406 Iteration 44Q: 3 clusters Score -2434628 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15099 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -2434627.500000 Penalty: 4882.941406 Iteration 45Q: 3 clusters Score -2434628 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -2434638.250000 Penalty: 4882.941406 Iteration 46Q: 3 clusters Score -2434638 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15177 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -2434651.000000 Penalty: 4882.941406 Iteration 47Q: 3 clusters Score -2434651 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15198 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -2434656.500000 Penalty: 4882.941406 Iteration 48Q: 3 clusters Score -2434656 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15211 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -2434656.250000 Penalty: 4882.941406 Iteration 49Q: 3 clusters Score -2434656 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -2434660.000000 Penalty: 4882.941406 Iteration 50Q: 3 clusters Score -2434660 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15233 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -2434660.500000 Penalty: 4882.941406 Iteration 51Q: 3 clusters Score -2434660 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15249 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -2434663.000000 Penalty: 4882.941406 Iteration 52Q: 3 clusters Score -2434663 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15265 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -2434671.000000 Penalty: 4882.941406 Iteration 53Q: 3 clusters Score -2434671 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15280 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -2434678.500000 Penalty: 4882.941406 Iteration 54Q: 3 clusters Score -2434678 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15298 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -2434678.000000 Penalty: 4882.941406 Iteration 55Q: 3 clusters Score -2434678 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15314 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -2434681.000000 Penalty: 4882.941406 Iteration 56Q: 3 clusters Score -2434681 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15330 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -2434684.750000 Penalty: 4882.941406 Iteration 57Q: 3 clusters Score -2434685 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15343 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -2434685.000000 Penalty: 4882.941406 Iteration 58Q: 3 clusters Score -2434685 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -2434688.000000 Penalty: 4882.941406 Iteration 59Q: 3 clusters Score -2434688 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15360 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -2434693.500000 Penalty: 4882.941406 Iteration 60F: 3 clusters Score -2434694 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15368 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -2434692.500000 Penalty: 4882.941406 Iteration 61Q: 3 clusters Score -2434692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15370 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -2434693.500000 Penalty: 4882.941406 Iteration 62Q: 3 clusters Score -2434694 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15372 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -2434692.750000 Penalty: 4882.941406 Iteration 63Q: 3 clusters Score -2434693 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15374 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -2434697.000000 Penalty: 4882.941406 Iteration 64Q: 3 clusters Score -2434697 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15376 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -2434696.000000 Penalty: 4882.941406 Iteration 65Q: 3 clusters Score -2434696 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15379 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -2434695.750000 Penalty: 4882.941406 Iteration 66Q: 3 clusters Score -2434696 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15381 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -2434695.250000 Penalty: 4882.941406 Iteration 67Q: 3 clusters Score -2434695 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15382 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -2434693.750000 Penalty: 4882.941406 Iteration 68Q: 3 clusters Score -2434694 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15383 members Mstep: Class 2 contains 3474 members Entering Unmasked Estep Score: -2434695.000000 Penalty: 4882.941406 Iteration 69Q: 3 clusters Score -2434695 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15385 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -2434695.750000 Penalty: 4882.941406 Iteration 70Q: 3 clusters Score -2434696 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15386 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -2434696.500000 Penalty: 4882.941406 Iteration 71Q: 3 clusters Score -2434696 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15386 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -2434696.500000 Penalty: 4882.941406 Iteration 72F: 3 clusters Score -2434696 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Entering Unmasked Estep Score: -434966.437500 Penalty: 2022.316040 Iteration 0F: 2 clusters Score -434966.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -431371.562500 Penalty: 4044.632080 Iteration 0F: 3 clusters Score -431371.6 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -432234.750000 Penalty: 4044.632080 Iteration 1F: 3 clusters Score -432234.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -432448.875000 Penalty: 4044.632080 Iteration 2F: 3 clusters Score -432448.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -432621.906250 Penalty: 4044.632080 Iteration 3F: 3 clusters Score -432621.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -432757.000000 Penalty: 4044.632080 Iteration 4Q: 3 clusters Score -432757 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -432870.250000 Penalty: 4044.632080 Iteration 5Q: 3 clusters Score -432870.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -432956.656250 Penalty: 4044.632080 Iteration 6Q: 3 clusters Score -432956.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -433044.125000 Penalty: 4044.632080 Iteration 7Q: 3 clusters Score -433044.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -433111.031250 Penalty: 4044.632080 Iteration 8Q: 3 clusters Score -433111 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -433170.593750 Penalty: 4044.632080 Iteration 9Q: 3 clusters Score -433170.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -433219.093750 Penalty: 4044.632080 Iteration 10Q: 3 clusters Score -433219.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -433265.718750 Penalty: 4044.632080 Iteration 11Q: 3 clusters Score -433265.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -433304.781250 Penalty: 4044.632080 Iteration 12Q: 3 clusters Score -433304.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -433334.406250 Penalty: 4044.632080 Iteration 13Q: 3 clusters Score -433334.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -433358.062500 Penalty: 4044.632080 Iteration 14Q: 3 clusters Score -433358.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -433380.156250 Penalty: 4044.632080 Iteration 15Q: 3 clusters Score -433380.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -433391.062500 Penalty: 4044.632080 Iteration 16Q: 3 clusters Score -433391.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -433400.968750 Penalty: 4044.632080 Iteration 17Q: 3 clusters Score -433401 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -433410.843750 Penalty: 4044.632080 Iteration 18Q: 3 clusters Score -433410.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -433419.843750 Penalty: 4044.632080 Iteration 19Q: 3 clusters Score -433419.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -433426.343750 Penalty: 4044.632080 Iteration 20F: 3 clusters Score -433426.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -433433.125000 Penalty: 4044.632080 Iteration 21Q: 3 clusters Score -433433.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -433434.187500 Penalty: 4044.632080 Iteration 22Q: 3 clusters Score -433434.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -433436.750000 Penalty: 4044.632080 Iteration 23Q: 3 clusters Score -433436.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -433438.531250 Penalty: 4044.632080 Iteration 24Q: 3 clusters Score -433438.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -433439.000000 Penalty: 4044.632080 Iteration 25Q: 3 clusters Score -433439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -433439.750000 Penalty: 4044.632080 Iteration 26Q: 3 clusters Score -433439.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -433439.750000 Penalty: 4044.632080 Iteration 27F: 3 clusters Score -433439.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Entering Unmasked Estep Score: -1325003.375000 Penalty: 2288.953857 Iteration 0F: 2 clusters Score -1325003 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -1317261.750000 Penalty: 4577.907715 Iteration 0F: 3 clusters Score -1317262 nChanged 4259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1319815.375000 Penalty: 4577.907715 Iteration 1F: 3 clusters Score -1319815 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5436 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -1320457.875000 Penalty: 4577.907715 Iteration 2F: 3 clusters Score -1320458 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -1321030.500000 Penalty: 4577.907715 Iteration 3F: 3 clusters Score -1321030 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -1321469.625000 Penalty: 4577.907715 Iteration 4F: 3 clusters Score -1321470 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -1321888.500000 Penalty: 4577.907715 Iteration 5F: 3 clusters Score -1321888 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7031 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1322260.250000 Penalty: 4577.907715 Iteration 6F: 3 clusters Score -1322260 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7437 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -1322579.625000 Penalty: 4577.907715 Iteration 7Q: 3 clusters Score -1322580 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7773 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -1322823.125000 Penalty: 4577.907715 Iteration 8Q: 3 clusters Score -1322823 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -1323008.875000 Penalty: 4577.907715 Iteration 9Q: 3 clusters Score -1323009 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -1323171.375000 Penalty: 4577.907715 Iteration 10Q: 3 clusters Score -1323171 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -1323285.625000 Penalty: 4577.907715 Iteration 11Q: 3 clusters Score -1323286 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -1323374.500000 Penalty: 4577.907715 Iteration 12Q: 3 clusters Score -1323374 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8755 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -1323434.500000 Penalty: 4577.907715 Iteration 13Q: 3 clusters Score -1323434 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -1323498.500000 Penalty: 4577.907715 Iteration 14Q: 3 clusters Score -1323498 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -1323540.750000 Penalty: 4577.907715 Iteration 15Q: 3 clusters Score -1323541 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -1323579.000000 Penalty: 4577.907715 Iteration 16Q: 3 clusters Score -1323579 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9096 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -1323600.375000 Penalty: 4577.907715 Iteration 17Q: 3 clusters Score -1323600 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9143 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1323616.750000 Penalty: 4577.907715 Iteration 18Q: 3 clusters Score -1323617 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9176 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1323633.750000 Penalty: 4577.907715 Iteration 19Q: 3 clusters Score -1323634 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9199 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1323645.750000 Penalty: 4577.907715 Iteration 20F: 3 clusters Score -1323646 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -1323658.500000 Penalty: 4577.907715 Iteration 21Q: 3 clusters Score -1323658 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9245 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -1323664.375000 Penalty: 4577.907715 Iteration 22Q: 3 clusters Score -1323664 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1323678.000000 Penalty: 4577.907715 Iteration 23Q: 3 clusters Score -1323678 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1323685.000000 Penalty: 4577.907715 Iteration 24Q: 3 clusters Score -1323685 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9287 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -1323688.375000 Penalty: 4577.907715 Iteration 25Q: 3 clusters Score -1323688 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9291 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -1323690.375000 Penalty: 4577.907715 Iteration 26Q: 3 clusters Score -1323690 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1323692.250000 Penalty: 4577.907715 Iteration 27Q: 3 clusters Score -1323692 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1323692.500000 Penalty: 4577.907715 Iteration 28Q: 3 clusters Score -1323692 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1323693.750000 Penalty: 4577.907715 Iteration 29Q: 3 clusters Score -1323694 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9310 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1323700.250000 Penalty: 4577.907715 Iteration 30Q: 3 clusters Score -1323700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9312 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -1323701.875000 Penalty: 4577.907715 Iteration 31Q: 3 clusters Score -1323702 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1323703.250000 Penalty: 4577.907715 Iteration 32Q: 3 clusters Score -1323703 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1323705.500000 Penalty: 4577.907715 Iteration 33Q: 3 clusters Score -1323706 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1323709.875000 Penalty: 4577.907715 Iteration 34Q: 3 clusters Score -1323710 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -1323712.375000 Penalty: 4577.907715 Iteration 35Q: 3 clusters Score -1323712 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -1323718.000000 Penalty: 4577.907715 Iteration 36Q: 3 clusters Score -1323718 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1323719.625000 Penalty: 4577.907715 Iteration 37Q: 3 clusters Score -1323720 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1323720.750000 Penalty: 4577.907715 Iteration 38Q: 3 clusters Score -1323721 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9358 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1323723.000000 Penalty: 4577.907715 Iteration 39Q: 3 clusters Score -1323723 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1323721.875000 Penalty: 4577.907715 Iteration 40F: 3 clusters Score -1323722 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1323727.250000 Penalty: 4577.907715 Iteration 41Q: 3 clusters Score -1323727 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1323728.500000 Penalty: 4577.907715 Iteration 42Q: 3 clusters Score -1323728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1323735.375000 Penalty: 4577.907715 Iteration 43Q: 3 clusters Score -1323735 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1323738.375000 Penalty: 4577.907715 Iteration 44Q: 3 clusters Score -1323738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1323740.000000 Penalty: 4577.907715 Iteration 45Q: 3 clusters Score -1323740 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1323740.000000 Penalty: 4577.907715 Iteration 46F: 3 clusters Score -1323740 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Entering Unmasked Estep Score: -1026007.312500 Penalty: 2234.827393 Iteration 0F: 2 clusters Score -1026007 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 4131 members Entering Unmasked Estep Score: -1019472.312500 Penalty: 4469.654785 Iteration 0F: 3 clusters Score -1019472 nChanged 3311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -1021350.375000 Penalty: 4469.654785 Iteration 1F: 3 clusters Score -1021350 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 4378 members Entering Unmasked Estep Score: -1021814.937500 Penalty: 4469.654785 Iteration 2F: 3 clusters Score -1021815 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1022256.000000 Penalty: 4469.654785 Iteration 3F: 3 clusters Score -1022256 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -1022659.187500 Penalty: 4469.654785 Iteration 4F: 3 clusters Score -1022659 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -1022933.125000 Penalty: 4469.654785 Iteration 5F: 3 clusters Score -1022933 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -1023136.500000 Penalty: 4469.654785 Iteration 6Q: 3 clusters Score -1023136 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -1023274.375000 Penalty: 4469.654785 Iteration 7Q: 3 clusters Score -1023274 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 4472 members Entering Unmasked Estep Score: -1023384.500000 Penalty: 4469.654785 Iteration 8Q: 3 clusters Score -1023384 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1023480.875000 Penalty: 4469.654785 Iteration 9Q: 3 clusters Score -1023481 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1023558.312500 Penalty: 4469.654785 Iteration 10Q: 3 clusters Score -1023558 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -1023608.187500 Penalty: 4469.654785 Iteration 11Q: 3 clusters Score -1023608 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1023657.937500 Penalty: 4469.654785 Iteration 12Q: 3 clusters Score -1023658 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -1023699.500000 Penalty: 4469.654785 Iteration 13Q: 3 clusters Score -1023700 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -1023742.812500 Penalty: 4469.654785 Iteration 14Q: 3 clusters Score -1023743 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -1023780.687500 Penalty: 4469.654785 Iteration 15Q: 3 clusters Score -1023781 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -1023822.625000 Penalty: 4469.654785 Iteration 16Q: 3 clusters Score -1023823 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1023861.312500 Penalty: 4469.654785 Iteration 17Q: 3 clusters Score -1023861 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -1023904.500000 Penalty: 4469.654785 Iteration 18Q: 3 clusters Score -1023904 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -1023956.125000 Penalty: 4469.654785 Iteration 19Q: 3 clusters Score -1023956 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -1024020.250000 Penalty: 4469.654785 Iteration 20F: 3 clusters Score -1024020 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -1024079.625000 Penalty: 4469.654785 Iteration 21Q: 3 clusters Score -1024080 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -1024148.500000 Penalty: 4469.654785 Iteration 22Q: 3 clusters Score -1024148 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -1024198.375000 Penalty: 4469.654785 Iteration 23Q: 3 clusters Score -1024198 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -1024252.750000 Penalty: 4469.654785 Iteration 24Q: 3 clusters Score -1024253 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5424 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1024304.937500 Penalty: 4469.654785 Iteration 25Q: 3 clusters Score -1024305 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1024357.812500 Penalty: 4469.654785 Iteration 26Q: 3 clusters Score -1024358 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -1024398.125000 Penalty: 4469.654785 Iteration 27Q: 3 clusters Score -1024398 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5680 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -1024427.562500 Penalty: 4469.654785 Iteration 28Q: 3 clusters Score -1024428 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1024448.875000 Penalty: 4469.654785 Iteration 29Q: 3 clusters Score -1024449 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5792 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -1024462.250000 Penalty: 4469.654785 Iteration 30Q: 3 clusters Score -1024462 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -1024488.187500 Penalty: 4469.654785 Iteration 31Q: 3 clusters Score -1024488 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -1024502.312500 Penalty: 4469.654785 Iteration 32Q: 3 clusters Score -1024502 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5930 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -1024512.687500 Penalty: 4469.654785 Iteration 33Q: 3 clusters Score -1024513 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -1024520.500000 Penalty: 4469.654785 Iteration 34Q: 3 clusters Score -1024520 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5994 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -1024530.687500 Penalty: 4469.654785 Iteration 35Q: 3 clusters Score -1024531 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -1024541.000000 Penalty: 4469.654785 Iteration 36Q: 3 clusters Score -1024541 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -1024546.937500 Penalty: 4469.654785 Iteration 37Q: 3 clusters Score -1024547 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -1024555.937500 Penalty: 4469.654785 Iteration 38Q: 3 clusters Score -1024556 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -1024566.562500 Penalty: 4469.654785 Iteration 39Q: 3 clusters Score -1024567 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -1024572.625000 Penalty: 4469.654785 Iteration 40F: 3 clusters Score -1024573 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -1024576.562500 Penalty: 4469.654785 Iteration 41Q: 3 clusters Score -1024577 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -1024585.812500 Penalty: 4469.654785 Iteration 42Q: 3 clusters Score -1024586 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -1024595.750000 Penalty: 4469.654785 Iteration 43Q: 3 clusters Score -1024596 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -1024606.750000 Penalty: 4469.654785 Iteration 44Q: 3 clusters Score -1024607 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -1024623.750000 Penalty: 4469.654785 Iteration 45Q: 3 clusters Score -1024624 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6297 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -1024634.437500 Penalty: 4469.654785 Iteration 46Q: 3 clusters Score -1024634 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -1024648.375000 Penalty: 4469.654785 Iteration 47Q: 3 clusters Score -1024648 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -1024660.375000 Penalty: 4469.654785 Iteration 48Q: 3 clusters Score -1024660 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -1024674.375000 Penalty: 4469.654785 Iteration 49Q: 3 clusters Score -1024674 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -1024684.625000 Penalty: 4469.654785 Iteration 50Q: 3 clusters Score -1024685 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -1024698.312500 Penalty: 4469.654785 Iteration 51Q: 3 clusters Score -1024698 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -1024712.562500 Penalty: 4469.654785 Iteration 52Q: 3 clusters Score -1024713 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1024726.500000 Penalty: 4469.654785 Iteration 53Q: 3 clusters Score -1024726 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -1024740.750000 Penalty: 4469.654785 Iteration 54Q: 3 clusters Score -1024741 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6598 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -1024757.312500 Penalty: 4469.654785 Iteration 55Q: 3 clusters Score -1024757 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1024770.375000 Penalty: 4469.654785 Iteration 56Q: 3 clusters Score -1024770 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -1024777.625000 Penalty: 4469.654785 Iteration 57Q: 3 clusters Score -1024778 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -1024785.062500 Penalty: 4469.654785 Iteration 58Q: 3 clusters Score -1024785 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -1024787.062500 Penalty: 4469.654785 Iteration 59Q: 3 clusters Score -1024787 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1024790.500000 Penalty: 4469.654785 Iteration 60F: 3 clusters Score -1024790 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -1024793.687500 Penalty: 4469.654785 Iteration 61Q: 3 clusters Score -1024794 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -1024796.125000 Penalty: 4469.654785 Iteration 62Q: 3 clusters Score -1024796 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1024799.375000 Penalty: 4469.654785 Iteration 63Q: 3 clusters Score -1024799 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -1024804.375000 Penalty: 4469.654785 Iteration 64Q: 3 clusters Score -1024804 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6719 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -1024809.000000 Penalty: 4469.654785 Iteration 65Q: 3 clusters Score -1024809 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -1024809.875000 Penalty: 4469.654785 Iteration 66Q: 3 clusters Score -1024810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -1024810.500000 Penalty: 4469.654785 Iteration 67Q: 3 clusters Score -1024810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6728 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -1024809.625000 Penalty: 4469.654785 Iteration 68Q: 3 clusters Score -1024810 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1024812.437500 Penalty: 4469.654785 Iteration 69Q: 3 clusters Score -1024812 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -1024811.937500 Penalty: 4469.654785 Iteration 70Q: 3 clusters Score -1024812 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6740 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -1024814.187500 Penalty: 4469.654785 Iteration 71Q: 3 clusters Score -1024814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -1024814.625000 Penalty: 4469.654785 Iteration 72Q: 3 clusters Score -1024815 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -1024815.937500 Penalty: 4469.654785 Iteration 73Q: 3 clusters Score -1024816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6750 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -1024814.812500 Penalty: 4469.654785 Iteration 74Q: 3 clusters Score -1024815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -1024817.437500 Penalty: 4469.654785 Iteration 75Q: 3 clusters Score -1024817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -1024817.875000 Penalty: 4469.654785 Iteration 76Q: 3 clusters Score -1024818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -1024821.812500 Penalty: 4469.654785 Iteration 77Q: 3 clusters Score -1024822 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6763 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -1024821.875000 Penalty: 4469.654785 Iteration 78Q: 3 clusters Score -1024822 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -1024823.437500 Penalty: 4469.654785 Iteration 79Q: 3 clusters Score -1024823 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6768 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -1024823.250000 Penalty: 4469.654785 Iteration 80F: 3 clusters Score -1024823 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1024825.687500 Penalty: 4469.654785 Iteration 81Q: 3 clusters Score -1024826 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -1024828.875000 Penalty: 4469.654785 Iteration 82Q: 3 clusters Score -1024829 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -1024830.000000 Penalty: 4469.654785 Iteration 83Q: 3 clusters Score -1024830 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -1024829.000000 Penalty: 4469.654785 Iteration 84Q: 3 clusters Score -1024829 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1024832.687500 Penalty: 4469.654785 Iteration 85Q: 3 clusters Score -1024833 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -1024835.062500 Penalty: 4469.654785 Iteration 86Q: 3 clusters Score -1024835 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6797 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -1024838.187500 Penalty: 4469.654785 Iteration 87Q: 3 clusters Score -1024838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1024841.062500 Penalty: 4469.654785 Iteration 88Q: 3 clusters Score -1024841 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6800 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -1024840.500000 Penalty: 4469.654785 Iteration 89Q: 3 clusters Score -1024840 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6801 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -1024840.562500 Penalty: 4469.654785 Iteration 90Q: 3 clusters Score -1024841 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -1024842.875000 Penalty: 4469.654785 Iteration 91Q: 3 clusters Score -1024843 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -1024844.312500 Penalty: 4469.654785 Iteration 92Q: 3 clusters Score -1024844 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1024843.312500 Penalty: 4469.654785 Iteration 93Q: 3 clusters Score -1024843 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1024842.750000 Penalty: 4469.654785 Iteration 94Q: 3 clusters Score -1024843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1024842.750000 Penalty: 4469.654785 Iteration 95F: 3 clusters Score -1024843 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (49584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49584 members Entering Unmasked Estep Score: -6647184.500000 Penalty: 2681.232910 Iteration 0F: 2 clusters Score -6647184 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24822 members Mstep: Class 2 contains 24762 members Entering Unmasked Estep Score: -6613791.500000 Penalty: 5362.465820 Iteration 0F: 3 clusters Score -6613792 nChanged 22873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25145 members Mstep: Class 2 contains 24439 members Entering Unmasked Estep Score: -6626523.500000 Penalty: 5362.465820 Iteration 1F: 3 clusters Score -6626524 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25224 members Mstep: Class 2 contains 24360 members Entering Unmasked Estep Score: -6627003.500000 Penalty: 5362.465820 Iteration 2Q: 3 clusters Score -6627004 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25389 members Mstep: Class 2 contains 24195 members Entering Unmasked Estep Score: -6627470.500000 Penalty: 5362.465820 Iteration 3Q: 3 clusters Score -6627470 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25567 members Mstep: Class 2 contains 24017 members Entering Unmasked Estep Score: -6627759.500000 Penalty: 5362.465820 Iteration 4Q: 3 clusters Score -6627760 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25768 members Mstep: Class 2 contains 23816 members Entering Unmasked Estep Score: -6628051.000000 Penalty: 5362.465820 Iteration 5Q: 3 clusters Score -6628051 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25968 members Mstep: Class 2 contains 23616 members Entering Unmasked Estep Score: -6628346.500000 Penalty: 5362.465820 Iteration 6Q: 3 clusters Score -6628346 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26288 members Mstep: Class 2 contains 23296 members Entering Unmasked Estep Score: -6628645.000000 Penalty: 5362.465820 Iteration 7Q: 3 clusters Score -6628645 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26691 members Mstep: Class 2 contains 22893 members Entering Unmasked Estep Score: -6628936.500000 Penalty: 5362.465820 Iteration 8Q: 3 clusters Score -6628936 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27271 members Mstep: Class 2 contains 22313 members Entering Unmasked Estep Score: -6629277.000000 Penalty: 5362.465820 Iteration 9Q: 3 clusters Score -6629277 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28016 members Mstep: Class 2 contains 21568 members Entering Unmasked Estep Score: -6629676.000000 Penalty: 5362.465820 Iteration 10Q: 3 clusters Score -6629676 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29028 members Mstep: Class 2 contains 20556 members Entering Unmasked Estep Score: -6630159.500000 Penalty: 5362.465820 Iteration 11Q: 3 clusters Score -6630160 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30327 members Mstep: Class 2 contains 19257 members Entering Unmasked Estep Score: -6630914.500000 Penalty: 5362.465820 Iteration 12Q: 3 clusters Score -6630914 nChanged 1983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31968 members Mstep: Class 2 contains 17616 members Entering Unmasked Estep Score: -6631858.500000 Penalty: 5362.465820 Iteration 13Q: 3 clusters Score -6631858 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33927 members Mstep: Class 2 contains 15657 members Entering Unmasked Estep Score: -6633115.000000 Penalty: 5362.465820 Iteration 14Q: 3 clusters Score -6633115 nChanged 2451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36212 members Mstep: Class 2 contains 13372 members Entering Unmasked Estep Score: -6634729.500000 Penalty: 5362.465820 Iteration 15Q: 3 clusters Score -6634730 nChanged 2603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38763 members Mstep: Class 2 contains 10821 members Entering Unmasked Estep Score: -6636515.500000 Penalty: 5362.465820 Iteration 16F: 3 clusters Score -6636516 nChanged 2603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41352 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -6638499.500000 Penalty: 5362.465820 Iteration 17F: 3 clusters Score -6638500 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43804 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -6640503.000000 Penalty: 5362.465820 Iteration 18Q: 3 clusters Score -6640503 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45771 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -6642078.000000 Penalty: 5362.465820 Iteration 19Q: 3 clusters Score -6642078 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47189 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -6643244.000000 Penalty: 5362.465820 Iteration 20F: 3 clusters Score -6643244 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48068 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -6643927.000000 Penalty: 5362.465820 Iteration 21Q: 3 clusters Score -6643927 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48579 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -6644345.000000 Penalty: 5362.465820 Iteration 22Q: 3 clusters Score -6644345 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48823 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -6644526.000000 Penalty: 5362.465820 Iteration 23Q: 3 clusters Score -6644526 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48956 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -6644627.500000 Penalty: 5362.465820 Iteration 24Q: 3 clusters Score -6644628 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49029 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -6644703.500000 Penalty: 5362.465820 Iteration 25Q: 3 clusters Score -6644704 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49078 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -6644750.500000 Penalty: 5362.465820 Iteration 26Q: 3 clusters Score -6644750 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49107 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -6644772.000000 Penalty: 5362.465820 Iteration 27Q: 3 clusters Score -6644772 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49132 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -6644789.000000 Penalty: 5362.465820 Iteration 28Q: 3 clusters Score -6644789 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49146 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -6644818.000000 Penalty: 5362.465820 Iteration 29Q: 3 clusters Score -6644818 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49160 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -6644835.500000 Penalty: 5362.465820 Iteration 30Q: 3 clusters Score -6644836 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49168 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -6644842.500000 Penalty: 5362.465820 Iteration 31Q: 3 clusters Score -6644842 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49180 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -6644854.000000 Penalty: 5362.465820 Iteration 32Q: 3 clusters Score -6644854 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49188 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -6644854.000000 Penalty: 5362.465820 Iteration 33Q: 3 clusters Score -6644854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49195 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -6644868.000000 Penalty: 5362.465820 Iteration 34Q: 3 clusters Score -6644868 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49202 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -6644869.000000 Penalty: 5362.465820 Iteration 35Q: 3 clusters Score -6644869 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49205 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -6644870.000000 Penalty: 5362.465820 Iteration 36Q: 3 clusters Score -6644870 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49207 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -6644871.500000 Penalty: 5362.465820 Iteration 37Q: 3 clusters Score -6644872 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49208 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -6644875.000000 Penalty: 5362.465820 Iteration 38Q: 3 clusters Score -6644875 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49208 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -6644872.500000 Penalty: 5362.465820 Iteration 39Q: 3 clusters Score -6644872 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49209 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -6644872.500000 Penalty: 5362.465820 Iteration 40F: 3 clusters Score -6644872 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49213 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -6644882.500000 Penalty: 5362.465820 Iteration 41Q: 3 clusters Score -6644882 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49216 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -6644888.000000 Penalty: 5362.465820 Iteration 42Q: 3 clusters Score -6644888 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49218 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -6644888.500000 Penalty: 5362.465820 Iteration 43Q: 3 clusters Score -6644888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49219 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -6644888.500000 Penalty: 5362.465820 Iteration 44Q: 3 clusters Score -6644888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49220 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -6644889.500000 Penalty: 5362.465820 Iteration 45Q: 3 clusters Score -6644890 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49219 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -6644892.500000 Penalty: 5362.465820 Iteration 46Q: 3 clusters Score -6644892 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49219 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -6644892.500000 Penalty: 5362.465820 Iteration 47F: 3 clusters Score -6644892 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (40033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40033 members Entering Unmasked Estep Score: -5377401.000000 Penalty: 2628.169922 Iteration 0F: 2 clusters Score -5377401 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19956 members Mstep: Class 2 contains 20077 members Entering Unmasked Estep Score: -5350244.500000 Penalty: 5256.339844 Iteration 0F: 3 clusters Score -5350244 nChanged 18322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19328 members Mstep: Class 2 contains 20705 members Entering Unmasked Estep Score: -5360254.000000 Penalty: 5256.339844 Iteration 1F: 3 clusters Score -5360254 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18870 members Mstep: Class 2 contains 21163 members Entering Unmasked Estep Score: -5360880.000000 Penalty: 5256.339844 Iteration 2Q: 3 clusters Score -5360880 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18130 members Mstep: Class 2 contains 21903 members Entering Unmasked Estep Score: -5361743.000000 Penalty: 5256.339844 Iteration 3Q: 3 clusters Score -5361743 nChanged 2268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16994 members Mstep: Class 2 contains 23039 members Entering Unmasked Estep Score: -5362871.500000 Penalty: 5256.339844 Iteration 4F: 3 clusters Score -5362872 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15538 members Mstep: Class 2 contains 24495 members Entering Unmasked Estep Score: -5364233.000000 Penalty: 5256.339844 Iteration 5F: 3 clusters Score -5364233 nChanged 2647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13825 members Mstep: Class 2 contains 26208 members Entering Unmasked Estep Score: -5365892.000000 Penalty: 5256.339844 Iteration 6F: 3 clusters Score -5365892 nChanged 2636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11951 members Mstep: Class 2 contains 28082 members Entering Unmasked Estep Score: -5367549.000000 Penalty: 5256.339844 Iteration 7F: 3 clusters Score -5367549 nChanged 2385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10130 members Mstep: Class 2 contains 29903 members Entering Unmasked Estep Score: -5369048.500000 Penalty: 5256.339844 Iteration 8F: 3 clusters Score -5369048 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8469 members Mstep: Class 2 contains 31564 members Entering Unmasked Estep Score: -5370192.000000 Penalty: 5256.339844 Iteration 9Q: 3 clusters Score -5370192 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 33033 members Entering Unmasked Estep Score: -5371138.000000 Penalty: 5256.339844 Iteration 10Q: 3 clusters Score -5371138 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 34323 members Entering Unmasked Estep Score: -5371862.000000 Penalty: 5256.339844 Iteration 11Q: 3 clusters Score -5371862 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 35402 members Entering Unmasked Estep Score: -5372497.000000 Penalty: 5256.339844 Iteration 12Q: 3 clusters Score -5372497 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 36342 members Entering Unmasked Estep Score: -5373074.500000 Penalty: 5256.339844 Iteration 13Q: 3 clusters Score -5373074 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 37168 members Entering Unmasked Estep Score: -5373590.000000 Penalty: 5256.339844 Iteration 14Q: 3 clusters Score -5373590 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 37832 members Entering Unmasked Estep Score: -5374055.500000 Penalty: 5256.339844 Iteration 15Q: 3 clusters Score -5374056 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 38365 members Entering Unmasked Estep Score: -5374458.000000 Penalty: 5256.339844 Iteration 16Q: 3 clusters Score -5374458 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 38743 members Entering Unmasked Estep Score: -5374712.500000 Penalty: 5256.339844 Iteration 17Q: 3 clusters Score -5374712 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 38984 members Entering Unmasked Estep Score: -5374890.000000 Penalty: 5256.339844 Iteration 18Q: 3 clusters Score -5374890 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 39129 members Entering Unmasked Estep Score: -5374972.000000 Penalty: 5256.339844 Iteration 19Q: 3 clusters Score -5374972 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 39243 members Entering Unmasked Estep Score: -5375071.500000 Penalty: 5256.339844 Iteration 20F: 3 clusters Score -5375072 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 39314 members Entering Unmasked Estep Score: -5375130.000000 Penalty: 5256.339844 Iteration 21Q: 3 clusters Score -5375130 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 39362 members Entering Unmasked Estep Score: -5375184.000000 Penalty: 5256.339844 Iteration 22Q: 3 clusters Score -5375184 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 39399 members Entering Unmasked Estep Score: -5375214.500000 Penalty: 5256.339844 Iteration 23Q: 3 clusters Score -5375214 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 39414 members Entering Unmasked Estep Score: -5375227.000000 Penalty: 5256.339844 Iteration 24Q: 3 clusters Score -5375227 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 39422 members Entering Unmasked Estep Score: -5375240.500000 Penalty: 5256.339844 Iteration 25Q: 3 clusters Score -5375240 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 39434 members Entering Unmasked Estep Score: -5375255.000000 Penalty: 5256.339844 Iteration 26Q: 3 clusters Score -5375255 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 39442 members Entering Unmasked Estep Score: -5375265.500000 Penalty: 5256.339844 Iteration 27Q: 3 clusters Score -5375266 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 39446 members Entering Unmasked Estep Score: -5375270.500000 Penalty: 5256.339844 Iteration 28Q: 3 clusters Score -5375270 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 39450 members Entering Unmasked Estep Score: -5375270.000000 Penalty: 5256.339844 Iteration 29Q: 3 clusters Score -5375270 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 39454 members Entering Unmasked Estep Score: -5375280.000000 Penalty: 5256.339844 Iteration 30Q: 3 clusters Score -5375280 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 39455 members Entering Unmasked Estep Score: -5375280.500000 Penalty: 5256.339844 Iteration 31Q: 3 clusters Score -5375280 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 39455 members Entering Unmasked Estep Score: -5375280.500000 Penalty: 5256.339844 Iteration 32F: 3 clusters Score -5375280 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Entering Unmasked Estep Score: -101149.148438 Penalty: 1667.808350 Iteration 0F: 2 clusters Score -101149.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -99376.078125 Penalty: 3335.616699 Iteration 0F: 3 clusters Score -99376.08 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -99654.984375 Penalty: 3335.616699 Iteration 1F: 3 clusters Score -99654.98 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -99799.578125 Penalty: 3335.616699 Iteration 2F: 3 clusters Score -99799.58 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -99920.250000 Penalty: 3335.616699 Iteration 3F: 3 clusters Score -99920.25 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -100083.523438 Penalty: 3335.616699 Iteration 4F: 3 clusters Score -100083.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -100258.140625 Penalty: 3335.616699 Iteration 5F: 3 clusters Score -100258.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -100531.140625 Penalty: 3335.616699 Iteration 6F: 3 clusters Score -100531.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -100746.398438 Penalty: 3335.616699 Iteration 7Q: 3 clusters Score -100746.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -100882.265625 Penalty: 3335.616699 Iteration 8Q: 3 clusters Score -100882.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -100954.335938 Penalty: 3335.616699 Iteration 9Q: 3 clusters Score -100954.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -101065.093750 Penalty: 3335.616699 Iteration 10Q: 3 clusters Score -101065.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -101451.906250 Penalty: 3335.616699 Iteration 11Q: 3 clusters Score -101451.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -101797.843750 Penalty: 3335.616699 Iteration 12Q: 3 clusters Score -101797.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -101864.882812 Penalty: 3335.616699 Iteration 13Q: 3 clusters Score -101864.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -101988.242188 Penalty: 3335.616699 Iteration 14Q: 3 clusters Score -101988.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -102100.851562 Penalty: 3335.616699 Iteration 15Q: 3 clusters Score -102100.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -102147.179688 Penalty: 3335.616699 Iteration 16Q: 3 clusters Score -102147.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -102150.445312 Penalty: 3335.616699 Iteration 17Q: 3 clusters Score -102150.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -102150.445312 Penalty: 3335.616699 Iteration 18F: 3 clusters Score -102150.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106644 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58413 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18857 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10195 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49584 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 392 members Mstep: Class 14 contains 50529 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45019 members Mstep: Class 17 contains 22771 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 441 members Entering Unmasked Estep Score: -85887528.000000 Penalty: 83037.125000 Splitting cluster 13 changes total score from -85888224.000000 to -85887528.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (50529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50529 members Entering Unmasked Estep Score: -6807852.500000 Penalty: 2685.915283 Iteration 0F: 2 clusters Score -6807852 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25105 members Mstep: Class 2 contains 25424 members Entering Unmasked Estep Score: -6773684.000000 Penalty: 5371.830566 Iteration 0F: 3 clusters Score -6773684 nChanged 23472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24059 members Mstep: Class 2 contains 26470 members Entering Unmasked Estep Score: -6786643.500000 Penalty: 5371.830566 Iteration 1F: 3 clusters Score -6786644 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23355 members Mstep: Class 2 contains 27174 members Entering Unmasked Estep Score: -6787221.500000 Penalty: 5371.830566 Iteration 2Q: 3 clusters Score -6787222 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22324 members Mstep: Class 2 contains 28205 members Entering Unmasked Estep Score: -6787946.000000 Penalty: 5371.830566 Iteration 3Q: 3 clusters Score -6787946 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20849 members Mstep: Class 2 contains 29680 members Entering Unmasked Estep Score: -6788919.000000 Penalty: 5371.830566 Iteration 4Q: 3 clusters Score -6788919 nChanged 2687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18764 members Mstep: Class 2 contains 31765 members Entering Unmasked Estep Score: -6790321.500000 Penalty: 5371.830566 Iteration 5F: 3 clusters Score -6790322 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15938 members Mstep: Class 2 contains 34591 members Entering Unmasked Estep Score: -6792417.000000 Penalty: 5371.830566 Iteration 6F: 3 clusters Score -6792417 nChanged 3759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12547 members Mstep: Class 2 contains 37982 members Entering Unmasked Estep Score: -6795320.500000 Penalty: 5371.830566 Iteration 7F: 3 clusters Score -6795320 nChanged 3850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8953 members Mstep: Class 2 contains 41576 members Entering Unmasked Estep Score: -6798751.500000 Penalty: 5371.830566 Iteration 8F: 3 clusters Score -6798752 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 44363 members Entering Unmasked Estep Score: -6801548.000000 Penalty: 5371.830566 Iteration 9F: 3 clusters Score -6801548 nChanged 1876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 46109 members Entering Unmasked Estep Score: -6803583.500000 Penalty: 5371.830566 Iteration 10Q: 3 clusters Score -6803584 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 46930 members Entering Unmasked Estep Score: -6804856.000000 Penalty: 5371.830566 Iteration 11Q: 3 clusters Score -6804856 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 47253 members Entering Unmasked Estep Score: -6805589.000000 Penalty: 5371.830566 Iteration 12Q: 3 clusters Score -6805589 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 47393 members Entering Unmasked Estep Score: -6805894.500000 Penalty: 5371.830566 Iteration 13Q: 3 clusters Score -6805894 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 47494 members Entering Unmasked Estep Score: -6806039.000000 Penalty: 5371.830566 Iteration 14Q: 3 clusters Score -6806039 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 47583 members Entering Unmasked Estep Score: -6806096.500000 Penalty: 5371.830566 Iteration 15Q: 3 clusters Score -6806096 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 47649 members Entering Unmasked Estep Score: -6806151.000000 Penalty: 5371.830566 Iteration 16Q: 3 clusters Score -6806151 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 47711 members Entering Unmasked Estep Score: -6806162.000000 Penalty: 5371.830566 Iteration 17Q: 3 clusters Score -6806162 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 47763 members Entering Unmasked Estep Score: -6806180.000000 Penalty: 5371.830566 Iteration 18Q: 3 clusters Score -6806180 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 47822 members Entering Unmasked Estep Score: -6806188.000000 Penalty: 5371.830566 Iteration 19Q: 3 clusters Score -6806188 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 47876 members Entering Unmasked Estep Score: -6806196.000000 Penalty: 5371.830566 Iteration 20F: 3 clusters Score -6806196 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 47908 members Entering Unmasked Estep Score: -6806203.000000 Penalty: 5371.830566 Iteration 21Q: 3 clusters Score -6806203 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 47931 members Entering Unmasked Estep Score: -6806218.000000 Penalty: 5371.830566 Iteration 22Q: 3 clusters Score -6806218 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 47951 members Entering Unmasked Estep Score: -6806234.500000 Penalty: 5371.830566 Iteration 23Q: 3 clusters Score -6806234 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 47964 members Entering Unmasked Estep Score: -6806232.500000 Penalty: 5371.830566 Iteration 24Q: 3 clusters Score -6806232 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 47978 members Entering Unmasked Estep Score: -6806237.000000 Penalty: 5371.830566 Iteration 25Q: 3 clusters Score -6806237 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 47988 members Entering Unmasked Estep Score: -6806244.000000 Penalty: 5371.830566 Iteration 26Q: 3 clusters Score -6806244 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 47998 members Entering Unmasked Estep Score: -6806245.000000 Penalty: 5371.830566 Iteration 27Q: 3 clusters Score -6806245 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 48005 members Entering Unmasked Estep Score: -6806239.000000 Penalty: 5371.830566 Iteration 28Q: 3 clusters Score -6806239 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 48013 members Entering Unmasked Estep Score: -6806239.500000 Penalty: 5371.830566 Iteration 29Q: 3 clusters Score -6806240 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 48019 members Entering Unmasked Estep Score: -6806244.000000 Penalty: 5371.830566 Iteration 30Q: 3 clusters Score -6806244 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 48024 members Entering Unmasked Estep Score: -6806240.500000 Penalty: 5371.830566 Iteration 31Q: 3 clusters Score -6806240 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 48027 members Entering Unmasked Estep Score: -6806237.500000 Penalty: 5371.830566 Iteration 32Q: 3 clusters Score -6806238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 48028 members Entering Unmasked Estep Score: -6806237.000000 Penalty: 5371.830566 Iteration 33Q: 3 clusters Score -6806237 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 48031 members Entering Unmasked Estep Score: -6806238.500000 Penalty: 5371.830566 Iteration 34Q: 3 clusters Score -6806238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 48035 members Entering Unmasked Estep Score: -6806241.000000 Penalty: 5371.830566 Iteration 35Q: 3 clusters Score -6806241 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 48036 members Entering Unmasked Estep Score: -6806241.000000 Penalty: 5371.830566 Iteration 36Q: 3 clusters Score -6806241 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 48039 members Entering Unmasked Estep Score: -6806238.500000 Penalty: 5371.830566 Iteration 37Q: 3 clusters Score -6806238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 48040 members Entering Unmasked Estep Score: -6806242.500000 Penalty: 5371.830566 Iteration 38Q: 3 clusters Score -6806242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 48044 members Entering Unmasked Estep Score: -6806248.500000 Penalty: 5371.830566 Iteration 39Q: 3 clusters Score -6806248 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 48050 members Entering Unmasked Estep Score: -6806256.000000 Penalty: 5371.830566 Iteration 40F: 3 clusters Score -6806256 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 48054 members Entering Unmasked Estep Score: -6806255.000000 Penalty: 5371.830566 Iteration 41Q: 3 clusters Score -6806255 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 48056 members Entering Unmasked Estep Score: -6806255.500000 Penalty: 5371.830566 Iteration 42Q: 3 clusters Score -6806256 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 48058 members Entering Unmasked Estep Score: -6806252.500000 Penalty: 5371.830566 Iteration 43Q: 3 clusters Score -6806252 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 48060 members Entering Unmasked Estep Score: -6806255.000000 Penalty: 5371.830566 Iteration 44Q: 3 clusters Score -6806255 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 48060 members Entering Unmasked Estep Score: -6806255.000000 Penalty: 5371.830566 Iteration 45F: 3 clusters Score -6806255 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5240 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Entering Unmasked Estep Score: -695860.562500 Penalty: 2123.890869 Iteration 0F: 2 clusters Score -695860.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -691175.375000 Penalty: 4247.781738 Iteration 0F: 3 clusters Score -691175.4 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -692245.125000 Penalty: 4247.781738 Iteration 1F: 3 clusters Score -692245.1 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -692480.125000 Penalty: 4247.781738 Iteration 2F: 3 clusters Score -692480.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -692640.625000 Penalty: 4247.781738 Iteration 3F: 3 clusters Score -692640.6 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -692746.625000 Penalty: 4247.781738 Iteration 4Q: 3 clusters Score -692746.6 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -692825.562500 Penalty: 4247.781738 Iteration 5Q: 3 clusters Score -692825.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -692897.812500 Penalty: 4247.781738 Iteration 6Q: 3 clusters Score -692897.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -692946.375000 Penalty: 4247.781738 Iteration 7Q: 3 clusters Score -692946.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -692977.500000 Penalty: 4247.781738 Iteration 8Q: 3 clusters Score -692977.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -693003.687500 Penalty: 4247.781738 Iteration 9Q: 3 clusters Score -693003.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -693032.625000 Penalty: 4247.781738 Iteration 10Q: 3 clusters Score -693032.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -693063.625000 Penalty: 4247.781738 Iteration 11Q: 3 clusters Score -693063.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -693087.437500 Penalty: 4247.781738 Iteration 12Q: 3 clusters Score -693087.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -693108.062500 Penalty: 4247.781738 Iteration 13Q: 3 clusters Score -693108.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -693116.250000 Penalty: 4247.781738 Iteration 14Q: 3 clusters Score -693116.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -693125.187500 Penalty: 4247.781738 Iteration 15Q: 3 clusters Score -693125.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -693132.187500 Penalty: 4247.781738 Iteration 16Q: 3 clusters Score -693132.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -693142.062500 Penalty: 4247.781738 Iteration 17Q: 3 clusters Score -693142.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -693153.750000 Penalty: 4247.781738 Iteration 18Q: 3 clusters Score -693153.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -693167.375000 Penalty: 4247.781738 Iteration 19Q: 3 clusters Score -693167.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -693178.187500 Penalty: 4247.781738 Iteration 20F: 3 clusters Score -693178.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -693189.562500 Penalty: 4247.781738 Iteration 21Q: 3 clusters Score -693189.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -693207.750000 Penalty: 4247.781738 Iteration 22Q: 3 clusters Score -693207.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -693224.437500 Penalty: 4247.781738 Iteration 23Q: 3 clusters Score -693224.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -693244.000000 Penalty: 4247.781738 Iteration 24Q: 3 clusters Score -693244 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -693262.000000 Penalty: 4247.781738 Iteration 25Q: 3 clusters Score -693262 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -693276.312500 Penalty: 4247.781738 Iteration 26Q: 3 clusters Score -693276.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -693292.000000 Penalty: 4247.781738 Iteration 27Q: 3 clusters Score -693292 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -693306.875000 Penalty: 4247.781738 Iteration 28Q: 3 clusters Score -693306.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -693320.062500 Penalty: 4247.781738 Iteration 29Q: 3 clusters Score -693320.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -693330.687500 Penalty: 4247.781738 Iteration 30Q: 3 clusters Score -693330.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -693348.312500 Penalty: 4247.781738 Iteration 31Q: 3 clusters Score -693348.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -693367.312500 Penalty: 4247.781738 Iteration 32Q: 3 clusters Score -693367.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -693386.562500 Penalty: 4247.781738 Iteration 33Q: 3 clusters Score -693386.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -693411.125000 Penalty: 4247.781738 Iteration 34Q: 3 clusters Score -693411.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -693434.312500 Penalty: 4247.781738 Iteration 35Q: 3 clusters Score -693434.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -693456.937500 Penalty: 4247.781738 Iteration 36Q: 3 clusters Score -693456.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -693477.562500 Penalty: 4247.781738 Iteration 37Q: 3 clusters Score -693477.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -693498.937500 Penalty: 4247.781738 Iteration 38Q: 3 clusters Score -693498.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -693528.750000 Penalty: 4247.781738 Iteration 39Q: 3 clusters Score -693528.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -693557.437500 Penalty: 4247.781738 Iteration 40F: 3 clusters Score -693557.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -693585.437500 Penalty: 4247.781738 Iteration 41Q: 3 clusters Score -693585.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -693622.687500 Penalty: 4247.781738 Iteration 42Q: 3 clusters Score -693622.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -693673.687500 Penalty: 4247.781738 Iteration 43Q: 3 clusters Score -693673.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -693734.562500 Penalty: 4247.781738 Iteration 44Q: 3 clusters Score -693734.6 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -693821.250000 Penalty: 4247.781738 Iteration 45Q: 3 clusters Score -693821.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -693907.437500 Penalty: 4247.781738 Iteration 46Q: 3 clusters Score -693907.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -693979.125000 Penalty: 4247.781738 Iteration 47Q: 3 clusters Score -693979.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -694052.000000 Penalty: 4247.781738 Iteration 48Q: 3 clusters Score -694052 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4689 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -694117.375000 Penalty: 4247.781738 Iteration 49Q: 3 clusters Score -694117.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -694170.562500 Penalty: 4247.781738 Iteration 50Q: 3 clusters Score -694170.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4798 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -694210.187500 Penalty: 4247.781738 Iteration 51Q: 3 clusters Score -694210.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -694242.625000 Penalty: 4247.781738 Iteration 52Q: 3 clusters Score -694242.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -694267.687500 Penalty: 4247.781738 Iteration 53Q: 3 clusters Score -694267.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -694278.250000 Penalty: 4247.781738 Iteration 54Q: 3 clusters Score -694278.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4881 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -694288.187500 Penalty: 4247.781738 Iteration 55Q: 3 clusters Score -694288.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -694292.687500 Penalty: 4247.781738 Iteration 56Q: 3 clusters Score -694292.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4886 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -694297.437500 Penalty: 4247.781738 Iteration 57Q: 3 clusters Score -694297.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -694301.000000 Penalty: 4247.781738 Iteration 58Q: 3 clusters Score -694301 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -694305.125000 Penalty: 4247.781738 Iteration 59Q: 3 clusters Score -694305.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -694309.937500 Penalty: 4247.781738 Iteration 60F: 3 clusters Score -694309.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (45019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45019 members Entering Unmasked Estep Score: -6042950.000000 Penalty: 2657.280273 Iteration 0F: 2 clusters Score -6042950 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22486 members Mstep: Class 2 contains 22533 members Entering Unmasked Estep Score: -6012557.500000 Penalty: 5314.560547 Iteration 0F: 3 clusters Score -6012558 nChanged 20800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22476 members Mstep: Class 2 contains 22543 members Entering Unmasked Estep Score: -6023829.000000 Penalty: 5314.560547 Iteration 1F: 3 clusters Score -6023829 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22482 members Mstep: Class 2 contains 22537 members Entering Unmasked Estep Score: -6024276.500000 Penalty: 5314.560547 Iteration 2Q: 3 clusters Score -6024276 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22492 members Mstep: Class 2 contains 22527 members Entering Unmasked Estep Score: -6024635.000000 Penalty: 5314.560547 Iteration 3Q: 3 clusters Score -6024635 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22601 members Mstep: Class 2 contains 22418 members Entering Unmasked Estep Score: -6025029.000000 Penalty: 5314.560547 Iteration 4Q: 3 clusters Score -6025029 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22753 members Mstep: Class 2 contains 22266 members Entering Unmasked Estep Score: -6025427.500000 Penalty: 5314.560547 Iteration 5Q: 3 clusters Score -6025428 nChanged 1490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22979 members Mstep: Class 2 contains 22040 members Entering Unmasked Estep Score: -6025895.500000 Penalty: 5314.560547 Iteration 6Q: 3 clusters Score -6025896 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23270 members Mstep: Class 2 contains 21749 members Entering Unmasked Estep Score: -6026433.500000 Penalty: 5314.560547 Iteration 7Q: 3 clusters Score -6026434 nChanged 1701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23637 members Mstep: Class 2 contains 21382 members Entering Unmasked Estep Score: -6027006.000000 Penalty: 5314.560547 Iteration 8Q: 3 clusters Score -6027006 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24116 members Mstep: Class 2 contains 20903 members Entering Unmasked Estep Score: -6027722.500000 Penalty: 5314.560547 Iteration 9Q: 3 clusters Score -6027722 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24709 members Mstep: Class 2 contains 20310 members Entering Unmasked Estep Score: -6028488.500000 Penalty: 5314.560547 Iteration 10Q: 3 clusters Score -6028488 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25384 members Mstep: Class 2 contains 19635 members Entering Unmasked Estep Score: -6029222.500000 Penalty: 5314.560547 Iteration 11Q: 3 clusters Score -6029222 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26159 members Mstep: Class 2 contains 18860 members Entering Unmasked Estep Score: -6029957.500000 Penalty: 5314.560547 Iteration 12Q: 3 clusters Score -6029958 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27104 members Mstep: Class 2 contains 17915 members Entering Unmasked Estep Score: -6030616.500000 Penalty: 5314.560547 Iteration 13Q: 3 clusters Score -6030616 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28067 members Mstep: Class 2 contains 16952 members Entering Unmasked Estep Score: -6031326.000000 Penalty: 5314.560547 Iteration 14Q: 3 clusters Score -6031326 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29093 members Mstep: Class 2 contains 15926 members Entering Unmasked Estep Score: -6032008.000000 Penalty: 5314.560547 Iteration 15Q: 3 clusters Score -6032008 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30228 members Mstep: Class 2 contains 14791 members Entering Unmasked Estep Score: -6032798.000000 Penalty: 5314.560547 Iteration 16Q: 3 clusters Score -6032798 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31412 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -6033687.000000 Penalty: 5314.560547 Iteration 17Q: 3 clusters Score -6033687 nChanged 1476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32576 members Mstep: Class 2 contains 12443 members Entering Unmasked Estep Score: -6034639.500000 Penalty: 5314.560547 Iteration 18Q: 3 clusters Score -6034640 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33644 members Mstep: Class 2 contains 11375 members Entering Unmasked Estep Score: -6035450.500000 Penalty: 5314.560547 Iteration 19Q: 3 clusters Score -6035450 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34566 members Mstep: Class 2 contains 10453 members Entering Unmasked Estep Score: -6036132.000000 Penalty: 5314.560547 Iteration 20F: 3 clusters Score -6036132 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35432 members Mstep: Class 2 contains 9587 members Entering Unmasked Estep Score: -6036577.000000 Penalty: 5314.560547 Iteration 21Q: 3 clusters Score -6036577 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36202 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -6036923.500000 Penalty: 5314.560547 Iteration 22Q: 3 clusters Score -6036924 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36942 members Mstep: Class 2 contains 8077 members Entering Unmasked Estep Score: -6037264.500000 Penalty: 5314.560547 Iteration 23Q: 3 clusters Score -6037264 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37681 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -6037637.500000 Penalty: 5314.560547 Iteration 24Q: 3 clusters Score -6037638 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38428 members Mstep: Class 2 contains 6591 members Entering Unmasked Estep Score: -6037991.500000 Penalty: 5314.560547 Iteration 25Q: 3 clusters Score -6037992 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39139 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -6038425.500000 Penalty: 5314.560547 Iteration 26Q: 3 clusters Score -6038426 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39785 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -6038833.500000 Penalty: 5314.560547 Iteration 27Q: 3 clusters Score -6038834 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40373 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -6039227.500000 Penalty: 5314.560547 Iteration 28Q: 3 clusters Score -6039228 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40868 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -6039558.000000 Penalty: 5314.560547 Iteration 29Q: 3 clusters Score -6039558 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41265 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -6039770.500000 Penalty: 5314.560547 Iteration 30Q: 3 clusters Score -6039770 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41569 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -6039945.000000 Penalty: 5314.560547 Iteration 31Q: 3 clusters Score -6039945 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41842 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -6040107.500000 Penalty: 5314.560547 Iteration 32Q: 3 clusters Score -6040108 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42105 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -6040250.500000 Penalty: 5314.560547 Iteration 33Q: 3 clusters Score -6040250 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42325 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -6040363.000000 Penalty: 5314.560547 Iteration 34Q: 3 clusters Score -6040363 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42497 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -6040431.000000 Penalty: 5314.560547 Iteration 35Q: 3 clusters Score -6040431 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42650 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -6040495.000000 Penalty: 5314.560547 Iteration 36Q: 3 clusters Score -6040495 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42786 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -6040554.000000 Penalty: 5314.560547 Iteration 37Q: 3 clusters Score -6040554 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42902 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -6040594.500000 Penalty: 5314.560547 Iteration 38Q: 3 clusters Score -6040594 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42996 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -6040631.500000 Penalty: 5314.560547 Iteration 39Q: 3 clusters Score -6040632 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43075 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -6040651.000000 Penalty: 5314.560547 Iteration 40F: 3 clusters Score -6040651 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43151 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -6040673.000000 Penalty: 5314.560547 Iteration 41Q: 3 clusters Score -6040673 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43218 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -6040690.500000 Penalty: 5314.560547 Iteration 42Q: 3 clusters Score -6040690 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43262 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -6040699.000000 Penalty: 5314.560547 Iteration 43Q: 3 clusters Score -6040699 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43303 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -6040723.500000 Penalty: 5314.560547 Iteration 44Q: 3 clusters Score -6040724 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43343 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -6040744.000000 Penalty: 5314.560547 Iteration 45Q: 3 clusters Score -6040744 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43378 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -6040756.000000 Penalty: 5314.560547 Iteration 46Q: 3 clusters Score -6040756 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43405 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -6040765.000000 Penalty: 5314.560547 Iteration 47Q: 3 clusters Score -6040765 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43427 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -6040781.000000 Penalty: 5314.560547 Iteration 48Q: 3 clusters Score -6040781 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43448 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -6040783.500000 Penalty: 5314.560547 Iteration 49Q: 3 clusters Score -6040784 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43464 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -6040788.500000 Penalty: 5314.560547 Iteration 50Q: 3 clusters Score -6040788 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43479 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -6040793.500000 Penalty: 5314.560547 Iteration 51Q: 3 clusters Score -6040794 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43498 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -6040793.500000 Penalty: 5314.560547 Iteration 52Q: 3 clusters Score -6040794 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43515 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -6040811.500000 Penalty: 5314.560547 Iteration 53Q: 3 clusters Score -6040812 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43528 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -6040817.000000 Penalty: 5314.560547 Iteration 54Q: 3 clusters Score -6040817 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43542 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -6040830.000000 Penalty: 5314.560547 Iteration 55Q: 3 clusters Score -6040830 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43555 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -6040832.500000 Penalty: 5314.560547 Iteration 56Q: 3 clusters Score -6040832 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43563 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -6040832.500000 Penalty: 5314.560547 Iteration 57Q: 3 clusters Score -6040832 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43570 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -6040833.000000 Penalty: 5314.560547 Iteration 58Q: 3 clusters Score -6040833 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43581 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -6040831.500000 Penalty: 5314.560547 Iteration 59Q: 3 clusters Score -6040832 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43601 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -6040846.000000 Penalty: 5314.560547 Iteration 60F: 3 clusters Score -6040846 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43623 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -6040851.500000 Penalty: 5314.560547 Iteration 61Q: 3 clusters Score -6040852 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43648 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -6040857.000000 Penalty: 5314.560547 Iteration 62Q: 3 clusters Score -6040857 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43669 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -6040868.000000 Penalty: 5314.560547 Iteration 63Q: 3 clusters Score -6040868 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43693 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -6040873.500000 Penalty: 5314.560547 Iteration 64Q: 3 clusters Score -6040874 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43720 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -6040893.500000 Penalty: 5314.560547 Iteration 65Q: 3 clusters Score -6040894 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43733 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -6040897.000000 Penalty: 5314.560547 Iteration 66Q: 3 clusters Score -6040897 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43745 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -6040892.000000 Penalty: 5314.560547 Iteration 67Q: 3 clusters Score -6040892 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43750 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -6040895.000000 Penalty: 5314.560547 Iteration 68Q: 3 clusters Score -6040895 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43752 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -6040894.500000 Penalty: 5314.560547 Iteration 69Q: 3 clusters Score -6040894 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43755 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -6040898.000000 Penalty: 5314.560547 Iteration 70Q: 3 clusters Score -6040898 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43760 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -6040904.000000 Penalty: 5314.560547 Iteration 71Q: 3 clusters Score -6040904 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43765 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -6040911.000000 Penalty: 5314.560547 Iteration 72Q: 3 clusters Score -6040911 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43767 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -6040907.500000 Penalty: 5314.560547 Iteration 73Q: 3 clusters Score -6040908 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43769 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -6040911.500000 Penalty: 5314.560547 Iteration 74Q: 3 clusters Score -6040912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43768 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -6040914.000000 Penalty: 5314.560547 Iteration 75Q: 3 clusters Score -6040914 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43769 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -6040916.000000 Penalty: 5314.560547 Iteration 76Q: 3 clusters Score -6040916 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43770 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -6040915.000000 Penalty: 5314.560547 Iteration 77Q: 3 clusters Score -6040915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43772 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -6040919.500000 Penalty: 5314.560547 Iteration 78Q: 3 clusters Score -6040920 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43774 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -6040918.500000 Penalty: 5314.560547 Iteration 79Q: 3 clusters Score -6040918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43776 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -6040918.500000 Penalty: 5314.560547 Iteration 80F: 3 clusters Score -6040918 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43778 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -6040923.500000 Penalty: 5314.560547 Iteration 81Q: 3 clusters Score -6040924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43778 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -6040923.500000 Penalty: 5314.560547 Iteration 82F: 3 clusters Score -6040924 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (22771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22771 members Entering Unmasked Estep Score: -3029901.250000 Penalty: 2488.244385 Iteration 0F: 2 clusters Score -3029901 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11279 members Mstep: Class 2 contains 11492 members Entering Unmasked Estep Score: -3014005.750000 Penalty: 4976.488770 Iteration 0F: 3 clusters Score -3014006 nChanged 10165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -3019554.250000 Penalty: 4976.488770 Iteration 1F: 3 clusters Score -3019554 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -3020019.000000 Penalty: 4976.488770 Iteration 2F: 3 clusters Score -3020019 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10591 members Mstep: Class 2 contains 12180 members Entering Unmasked Estep Score: -3020413.250000 Penalty: 4976.488770 Iteration 3Q: 3 clusters Score -3020413 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10283 members Mstep: Class 2 contains 12488 members Entering Unmasked Estep Score: -3020748.750000 Penalty: 4976.488770 Iteration 4Q: 3 clusters Score -3020749 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 12865 members Entering Unmasked Estep Score: -3021071.500000 Penalty: 4976.488770 Iteration 5Q: 3 clusters Score -3021072 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 13371 members Entering Unmasked Estep Score: -3021446.500000 Penalty: 4976.488770 Iteration 6Q: 3 clusters Score -3021446 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 13983 members Entering Unmasked Estep Score: -3021914.500000 Penalty: 4976.488770 Iteration 7Q: 3 clusters Score -3021914 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8046 members Mstep: Class 2 contains 14725 members Entering Unmasked Estep Score: -3022510.750000 Penalty: 4976.488770 Iteration 8Q: 3 clusters Score -3022511 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 15645 members Entering Unmasked Estep Score: -3023370.500000 Penalty: 4976.488770 Iteration 9Q: 3 clusters Score -3023370 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6164 members Mstep: Class 2 contains 16607 members Entering Unmasked Estep Score: -3024391.250000 Penalty: 4976.488770 Iteration 10F: 3 clusters Score -3024391 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 17413 members Entering Unmasked Estep Score: -3025351.750000 Penalty: 4976.488770 Iteration 11Q: 3 clusters Score -3025352 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4738 members Mstep: Class 2 contains 18033 members Entering Unmasked Estep Score: -3026034.000000 Penalty: 4976.488770 Iteration 12Q: 3 clusters Score -3026034 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 18470 members Entering Unmasked Estep Score: -3026434.750000 Penalty: 4976.488770 Iteration 13Q: 3 clusters Score -3026435 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 18849 members Entering Unmasked Estep Score: -3026712.000000 Penalty: 4976.488770 Iteration 14Q: 3 clusters Score -3026712 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 19144 members Entering Unmasked Estep Score: -3026858.500000 Penalty: 4976.488770 Iteration 15Q: 3 clusters Score -3026858 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 19390 members Entering Unmasked Estep Score: -3026971.500000 Penalty: 4976.488770 Iteration 16Q: 3 clusters Score -3026972 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 19614 members Entering Unmasked Estep Score: -3027058.750000 Penalty: 4976.488770 Iteration 17Q: 3 clusters Score -3027059 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 19826 members Entering Unmasked Estep Score: -3027143.000000 Penalty: 4976.488770 Iteration 18Q: 3 clusters Score -3027143 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 20003 members Entering Unmasked Estep Score: -3027202.750000 Penalty: 4976.488770 Iteration 19Q: 3 clusters Score -3027203 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 20150 members Entering Unmasked Estep Score: -3027251.250000 Penalty: 4976.488770 Iteration 20F: 3 clusters Score -3027251 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 20285 members Entering Unmasked Estep Score: -3027298.500000 Penalty: 4976.488770 Iteration 21Q: 3 clusters Score -3027298 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 20408 members Entering Unmasked Estep Score: -3027354.250000 Penalty: 4976.488770 Iteration 22Q: 3 clusters Score -3027354 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 20518 members Entering Unmasked Estep Score: -3027385.500000 Penalty: 4976.488770 Iteration 23Q: 3 clusters Score -3027386 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 20614 members Entering Unmasked Estep Score: -3027424.750000 Penalty: 4976.488770 Iteration 24Q: 3 clusters Score -3027425 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -3027449.000000 Penalty: 4976.488770 Iteration 25Q: 3 clusters Score -3027449 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 20794 members Entering Unmasked Estep Score: -3027489.250000 Penalty: 4976.488770 Iteration 26Q: 3 clusters Score -3027489 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 20868 members Entering Unmasked Estep Score: -3027511.750000 Penalty: 4976.488770 Iteration 27Q: 3 clusters Score -3027512 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 20925 members Entering Unmasked Estep Score: -3027534.500000 Penalty: 4976.488770 Iteration 28Q: 3 clusters Score -3027534 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 20989 members Entering Unmasked Estep Score: -3027559.750000 Penalty: 4976.488770 Iteration 29Q: 3 clusters Score -3027560 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 21047 members Entering Unmasked Estep Score: -3027575.250000 Penalty: 4976.488770 Iteration 30Q: 3 clusters Score -3027575 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 21105 members Entering Unmasked Estep Score: -3027600.750000 Penalty: 4976.488770 Iteration 31Q: 3 clusters Score -3027601 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 21157 members Entering Unmasked Estep Score: -3027618.500000 Penalty: 4976.488770 Iteration 32Q: 3 clusters Score -3027618 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 21187 members Entering Unmasked Estep Score: -3027630.750000 Penalty: 4976.488770 Iteration 33Q: 3 clusters Score -3027631 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 21215 members Entering Unmasked Estep Score: -3027642.000000 Penalty: 4976.488770 Iteration 34Q: 3 clusters Score -3027642 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 21249 members Entering Unmasked Estep Score: -3027651.000000 Penalty: 4976.488770 Iteration 35Q: 3 clusters Score -3027651 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 21277 members Entering Unmasked Estep Score: -3027663.250000 Penalty: 4976.488770 Iteration 36Q: 3 clusters Score -3027663 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 21301 members Entering Unmasked Estep Score: -3027686.750000 Penalty: 4976.488770 Iteration 37Q: 3 clusters Score -3027687 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 21324 members Entering Unmasked Estep Score: -3027688.250000 Penalty: 4976.488770 Iteration 38Q: 3 clusters Score -3027688 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 21348 members Entering Unmasked Estep Score: -3027697.250000 Penalty: 4976.488770 Iteration 39Q: 3 clusters Score -3027697 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 21381 members Entering Unmasked Estep Score: -3027715.500000 Penalty: 4976.488770 Iteration 40F: 3 clusters Score -3027716 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 21409 members Entering Unmasked Estep Score: -3027723.500000 Penalty: 4976.488770 Iteration 41Q: 3 clusters Score -3027724 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 21436 members Entering Unmasked Estep Score: -3027731.750000 Penalty: 4976.488770 Iteration 42Q: 3 clusters Score -3027732 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 21466 members Entering Unmasked Estep Score: -3027750.000000 Penalty: 4976.488770 Iteration 43Q: 3 clusters Score -3027750 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 21499 members Entering Unmasked Estep Score: -3027764.750000 Penalty: 4976.488770 Iteration 44Q: 3 clusters Score -3027765 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 21533 members Entering Unmasked Estep Score: -3027777.000000 Penalty: 4976.488770 Iteration 45Q: 3 clusters Score -3027777 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 21555 members Entering Unmasked Estep Score: -3027786.750000 Penalty: 4976.488770 Iteration 46Q: 3 clusters Score -3027787 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 21572 members Entering Unmasked Estep Score: -3027794.750000 Penalty: 4976.488770 Iteration 47Q: 3 clusters Score -3027795 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 21597 members Entering Unmasked Estep Score: -3027805.000000 Penalty: 4976.488770 Iteration 48Q: 3 clusters Score -3027805 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 21619 members Entering Unmasked Estep Score: -3027811.000000 Penalty: 4976.488770 Iteration 49Q: 3 clusters Score -3027811 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 21634 members Entering Unmasked Estep Score: -3027820.750000 Penalty: 4976.488770 Iteration 50Q: 3 clusters Score -3027821 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 21649 members Entering Unmasked Estep Score: -3027824.250000 Penalty: 4976.488770 Iteration 51Q: 3 clusters Score -3027824 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 21665 members Entering Unmasked Estep Score: -3027830.000000 Penalty: 4976.488770 Iteration 52Q: 3 clusters Score -3027830 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 21680 members Entering Unmasked Estep Score: -3027839.000000 Penalty: 4976.488770 Iteration 53Q: 3 clusters Score -3027839 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 21688 members Entering Unmasked Estep Score: -3027838.500000 Penalty: 4976.488770 Iteration 54Q: 3 clusters Score -3027838 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 21698 members Entering Unmasked Estep Score: -3027848.000000 Penalty: 4976.488770 Iteration 55Q: 3 clusters Score -3027848 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 21707 members Entering Unmasked Estep Score: -3027846.500000 Penalty: 4976.488770 Iteration 56Q: 3 clusters Score -3027846 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 21715 members Entering Unmasked Estep Score: -3027854.500000 Penalty: 4976.488770 Iteration 57Q: 3 clusters Score -3027854 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 21725 members Entering Unmasked Estep Score: -3027859.750000 Penalty: 4976.488770 Iteration 58Q: 3 clusters Score -3027860 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 21738 members Entering Unmasked Estep Score: -3027859.750000 Penalty: 4976.488770 Iteration 59Q: 3 clusters Score -3027860 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 21751 members Entering Unmasked Estep Score: -3027867.500000 Penalty: 4976.488770 Iteration 60F: 3 clusters Score -3027868 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 21754 members Entering Unmasked Estep Score: -3027871.000000 Penalty: 4976.488770 Iteration 61Q: 3 clusters Score -3027871 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 21759 members Entering Unmasked Estep Score: -3027868.250000 Penalty: 4976.488770 Iteration 62Q: 3 clusters Score -3027868 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 21759 members Entering Unmasked Estep Score: -3027870.750000 Penalty: 4976.488770 Iteration 63Q: 3 clusters Score -3027871 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 21760 members Entering Unmasked Estep Score: -3027871.000000 Penalty: 4976.488770 Iteration 64Q: 3 clusters Score -3027871 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 21760 members Entering Unmasked Estep Score: -3027871.000000 Penalty: 4976.488770 Iteration 65F: 3 clusters Score -3027871 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (143260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143260 members Entering Unmasked Estep Score: -19278662.000000 Penalty: 2944.359375 Iteration 0F: 2 clusters Score -1.927866e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71528 members Mstep: Class 2 contains 71732 members Entering Unmasked Estep Score: -19186744.000000 Penalty: 5888.718750 Iteration 0F: 3 clusters Score -1.918674e+07 nChanged 68589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69685 members Mstep: Class 2 contains 73575 members Entering Unmasked Estep Score: -19226636.000000 Penalty: 5888.718750 Iteration 1F: 3 clusters Score -1.922664e+07 nChanged 4011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68548 members Mstep: Class 2 contains 74712 members Entering Unmasked Estep Score: -19227436.000000 Penalty: 5888.718750 Iteration 2Q: 3 clusters Score -1.922744e+07 nChanged 4133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66805 members Mstep: Class 2 contains 76455 members Entering Unmasked Estep Score: -19228222.000000 Penalty: 5888.718750 Iteration 3Q: 3 clusters Score -1.922822e+07 nChanged 4504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64143 members Mstep: Class 2 contains 79117 members Entering Unmasked Estep Score: -19229430.000000 Penalty: 5888.718750 Iteration 4Q: 3 clusters Score -1.922943e+07 nChanged 5472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59955 members Mstep: Class 2 contains 83305 members Entering Unmasked Estep Score: -19231310.000000 Penalty: 5888.718750 Iteration 5Q: 3 clusters Score -1.923131e+07 nChanged 7010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53839 members Mstep: Class 2 contains 89421 members Entering Unmasked Estep Score: -19234406.000000 Penalty: 5888.718750 Iteration 6Q: 3 clusters Score -1.923441e+07 nChanged 9190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45123 members Mstep: Class 2 contains 98137 members Entering Unmasked Estep Score: -19239628.000000 Penalty: 5888.718750 Iteration 7F: 3 clusters Score -1.923963e+07 nChanged 11589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33762 members Mstep: Class 2 contains 109498 members Entering Unmasked Estep Score: -19248254.000000 Penalty: 5888.718750 Iteration 8F: 3 clusters Score -1.924825e+07 nChanged 12747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21125 members Mstep: Class 2 contains 122135 members Entering Unmasked Estep Score: -19258828.000000 Penalty: 5888.718750 Iteration 9F: 3 clusters Score -1.925883e+07 nChanged 10187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 132264 members Entering Unmasked Estep Score: -19267608.000000 Penalty: 5888.718750 Iteration 10F: 3 clusters Score -1.926761e+07 nChanged 6023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 138275 members Entering Unmasked Estep Score: -19272770.000000 Penalty: 5888.718750 Iteration 11Q: 3 clusters Score -1.927277e+07 nChanged 2763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 141032 members Entering Unmasked Estep Score: -19274606.000000 Penalty: 5888.718750 Iteration 12Q: 3 clusters Score -1.927461e+07 nChanged 1094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 142120 members Entering Unmasked Estep Score: -19275326.000000 Penalty: 5888.718750 Iteration 13Q: 3 clusters Score -1.927533e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 142557 members Entering Unmasked Estep Score: -19275776.000000 Penalty: 5888.718750 Iteration 14Q: 3 clusters Score -1.927578e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 142715 members Entering Unmasked Estep Score: -19275934.000000 Penalty: 5888.718750 Iteration 15Q: 3 clusters Score -1.927593e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 142796 members Entering Unmasked Estep Score: -19276014.000000 Penalty: 5888.718750 Iteration 16Q: 3 clusters Score -1.927601e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 142821 members Entering Unmasked Estep Score: -19276078.000000 Penalty: 5888.718750 Iteration 17Q: 3 clusters Score -1.927608e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 142835 members Entering Unmasked Estep Score: -19276118.000000 Penalty: 5888.718750 Iteration 18Q: 3 clusters Score -1.927612e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 142849 members Entering Unmasked Estep Score: -19276124.000000 Penalty: 5888.718750 Iteration 19Q: 3 clusters Score -1.927612e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 142866 members Entering Unmasked Estep Score: -19276138.000000 Penalty: 5888.718750 Iteration 20F: 3 clusters Score -1.927614e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 142874 members Entering Unmasked Estep Score: -19276154.000000 Penalty: 5888.718750 Iteration 21Q: 3 clusters Score -1.927615e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 142881 members Entering Unmasked Estep Score: -19276160.000000 Penalty: 5888.718750 Iteration 22Q: 3 clusters Score -1.927616e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 142889 members Entering Unmasked Estep Score: -19276182.000000 Penalty: 5888.718750 Iteration 23Q: 3 clusters Score -1.927618e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 142894 members Entering Unmasked Estep Score: -19276224.000000 Penalty: 5888.718750 Iteration 24Q: 3 clusters Score -1.927622e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 142897 members Entering Unmasked Estep Score: -19276240.000000 Penalty: 5888.718750 Iteration 25Q: 3 clusters Score -1.927624e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 142894 members Entering Unmasked Estep Score: -19276246.000000 Penalty: 5888.718750 Iteration 26Q: 3 clusters Score -1.927625e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 142895 members Entering Unmasked Estep Score: -19276248.000000 Penalty: 5888.718750 Iteration 27Q: 3 clusters Score -1.927625e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 142897 members Entering Unmasked Estep Score: -19276252.000000 Penalty: 5888.718750 Iteration 28Q: 3 clusters Score -1.927625e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 142895 members Entering Unmasked Estep Score: -19276262.000000 Penalty: 5888.718750 Iteration 29Q: 3 clusters Score -1.927626e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 142896 members Entering Unmasked Estep Score: -19276264.000000 Penalty: 5888.718750 Iteration 30Q: 3 clusters Score -1.927626e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 142896 members Entering Unmasked Estep Score: -19276264.000000 Penalty: 5888.718750 Iteration 31F: 3 clusters Score -1.927626e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Entering Unmasked Estep Score: -169436.031250 Penalty: 1781.034790 Iteration 0F: 2 clusters Score -169436 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -167276.031250 Penalty: 3562.069580 Iteration 0F: 3 clusters Score -167276 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -167623.375000 Penalty: 3562.069580 Iteration 1F: 3 clusters Score -167623.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -167714.687500 Penalty: 3562.069580 Iteration 2F: 3 clusters Score -167714.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -167769.281250 Penalty: 3562.069580 Iteration 3Q: 3 clusters Score -167769.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -167808.203125 Penalty: 3562.069580 Iteration 4Q: 3 clusters Score -167808.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -167832.265625 Penalty: 3562.069580 Iteration 5Q: 3 clusters Score -167832.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -167843.937500 Penalty: 3562.069580 Iteration 6Q: 3 clusters Score -167843.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -167861.234375 Penalty: 3562.069580 Iteration 7Q: 3 clusters Score -167861.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -167881.625000 Penalty: 3562.069580 Iteration 8Q: 3 clusters Score -167881.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -167886.531250 Penalty: 3562.069580 Iteration 9Q: 3 clusters Score -167886.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -167891.875000 Penalty: 3562.069580 Iteration 10Q: 3 clusters Score -167891.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -167894.640625 Penalty: 3562.069580 Iteration 11Q: 3 clusters Score -167894.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -167897.843750 Penalty: 3562.069580 Iteration 12Q: 3 clusters Score -167897.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -167902.468750 Penalty: 3562.069580 Iteration 13Q: 3 clusters Score -167902.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -167903.718750 Penalty: 3562.069580 Iteration 14Q: 3 clusters Score -167903.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -167903.718750 Penalty: 3562.069580 Iteration 15F: 3 clusters Score -167903.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (76556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76556 members Entering Unmasked Estep Score: -10266559.000000 Penalty: 2788.952881 Iteration 0F: 2 clusters Score -1.026656e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38226 members Mstep: Class 2 contains 38330 members Entering Unmasked Estep Score: -10215432.000000 Penalty: 5577.905762 Iteration 0F: 3 clusters Score -1.021543e+07 nChanged 35913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36993 members Mstep: Class 2 contains 39563 members Entering Unmasked Estep Score: -10235309.000000 Penalty: 5577.905762 Iteration 1F: 3 clusters Score -1.023531e+07 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36027 members Mstep: Class 2 contains 40529 members Entering Unmasked Estep Score: -10236147.000000 Penalty: 5577.905762 Iteration 2Q: 3 clusters Score -1.023615e+07 nChanged 3159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34426 members Mstep: Class 2 contains 42130 members Entering Unmasked Estep Score: -10237305.000000 Penalty: 5577.905762 Iteration 3Q: 3 clusters Score -1.02373e+07 nChanged 3877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32045 members Mstep: Class 2 contains 44511 members Entering Unmasked Estep Score: -10238986.000000 Penalty: 5577.905762 Iteration 4F: 3 clusters Score -1.023899e+07 nChanged 4667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28708 members Mstep: Class 2 contains 47848 members Entering Unmasked Estep Score: -10241576.000000 Penalty: 5577.905762 Iteration 5F: 3 clusters Score -1.024158e+07 nChanged 5348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24620 members Mstep: Class 2 contains 51936 members Entering Unmasked Estep Score: -10244864.000000 Penalty: 5577.905762 Iteration 6F: 3 clusters Score -1.024486e+07 nChanged 5469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20097 members Mstep: Class 2 contains 56459 members Entering Unmasked Estep Score: -10248518.000000 Penalty: 5577.905762 Iteration 7F: 3 clusters Score -1.024852e+07 nChanged 5043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15626 members Mstep: Class 2 contains 60930 members Entering Unmasked Estep Score: -10252044.000000 Penalty: 5577.905762 Iteration 8F: 3 clusters Score -1.025204e+07 nChanged 4368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11502 members Mstep: Class 2 contains 65054 members Entering Unmasked Estep Score: -10255145.000000 Penalty: 5577.905762 Iteration 9F: 3 clusters Score -1.025514e+07 nChanged 3528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 68532 members Entering Unmasked Estep Score: -10257846.000000 Penalty: 5577.905762 Iteration 10Q: 3 clusters Score -1.025785e+07 nChanged 2723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 71237 members Entering Unmasked Estep Score: -10259970.000000 Penalty: 5577.905762 Iteration 11Q: 3 clusters Score -1.025997e+07 nChanged 1939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 73176 members Entering Unmasked Estep Score: -10261587.000000 Penalty: 5577.905762 Iteration 12Q: 3 clusters Score -1.026159e+07 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 74437 members Entering Unmasked Estep Score: -10262627.000000 Penalty: 5577.905762 Iteration 13Q: 3 clusters Score -1.026263e+07 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 75143 members Entering Unmasked Estep Score: -10263265.000000 Penalty: 5577.905762 Iteration 14Q: 3 clusters Score -1.026326e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 75527 members Entering Unmasked Estep Score: -10263629.000000 Penalty: 5577.905762 Iteration 15Q: 3 clusters Score -1.026363e+07 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 75732 members Entering Unmasked Estep Score: -10263842.000000 Penalty: 5577.905762 Iteration 16Q: 3 clusters Score -1.026384e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 75842 members Entering Unmasked Estep Score: -10263979.000000 Penalty: 5577.905762 Iteration 17Q: 3 clusters Score -1.026398e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 75902 members Entering Unmasked Estep Score: -10264053.000000 Penalty: 5577.905762 Iteration 18Q: 3 clusters Score -1.026405e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 75942 members Entering Unmasked Estep Score: -10264116.000000 Penalty: 5577.905762 Iteration 19Q: 3 clusters Score -1.026412e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 75962 members Entering Unmasked Estep Score: -10264138.000000 Penalty: 5577.905762 Iteration 20F: 3 clusters Score -1.026414e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 75984 members Entering Unmasked Estep Score: -10264149.000000 Penalty: 5577.905762 Iteration 21Q: 3 clusters Score -1.026415e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 75996 members Entering Unmasked Estep Score: -10264174.000000 Penalty: 5577.905762 Iteration 22Q: 3 clusters Score -1.026417e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 76000 members Entering Unmasked Estep Score: -10264192.000000 Penalty: 5577.905762 Iteration 23Q: 3 clusters Score -1.026419e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 76006 members Entering Unmasked Estep Score: -10264196.000000 Penalty: 5577.905762 Iteration 24Q: 3 clusters Score -1.02642e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 76009 members Entering Unmasked Estep Score: -10264208.000000 Penalty: 5577.905762 Iteration 25Q: 3 clusters Score -1.026421e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 76012 members Entering Unmasked Estep Score: -10264211.000000 Penalty: 5577.905762 Iteration 26Q: 3 clusters Score -1.026421e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 76014 members Entering Unmasked Estep Score: -10264231.000000 Penalty: 5577.905762 Iteration 27Q: 3 clusters Score -1.026423e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 76011 members Entering Unmasked Estep Score: -10264228.000000 Penalty: 5577.905762 Iteration 28Q: 3 clusters Score -1.026423e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 76010 members Entering Unmasked Estep Score: -10264231.000000 Penalty: 5577.905762 Iteration 29Q: 3 clusters Score -1.026423e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 76013 members Entering Unmasked Estep Score: -10264235.000000 Penalty: 5577.905762 Iteration 30Q: 3 clusters Score -1.026424e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 76015 members Entering Unmasked Estep Score: -10264238.000000 Penalty: 5577.905762 Iteration 31Q: 3 clusters Score -1.026424e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 76012 members Entering Unmasked Estep Score: -10264244.000000 Penalty: 5577.905762 Iteration 32Q: 3 clusters Score -1.026424e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 76019 members Entering Unmasked Estep Score: -10264250.000000 Penalty: 5577.905762 Iteration 33Q: 3 clusters Score -1.026425e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 76023 members Entering Unmasked Estep Score: -10264267.000000 Penalty: 5577.905762 Iteration 34Q: 3 clusters Score -1.026427e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 76029 members Entering Unmasked Estep Score: -10264273.000000 Penalty: 5577.905762 Iteration 35Q: 3 clusters Score -1.026427e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 76030 members Entering Unmasked Estep Score: -10264272.000000 Penalty: 5577.905762 Iteration 36Q: 3 clusters Score -1.026427e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 76030 members Entering Unmasked Estep Score: -10264278.000000 Penalty: 5577.905762 Iteration 37Q: 3 clusters Score -1.026428e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 76031 members Entering Unmasked Estep Score: -10264277.000000 Penalty: 5577.905762 Iteration 38Q: 3 clusters Score -1.026428e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 76031 members Entering Unmasked Estep Score: -10264277.000000 Penalty: 5577.905762 Iteration 39F: 3 clusters Score -1.026428e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Entering Unmasked Estep Score: -692389.562500 Penalty: 2135.404297 Iteration 0F: 2 clusters Score -692389.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 2692 members Entering Unmasked Estep Score: -687571.562500 Penalty: 4270.808594 Iteration 0F: 3 clusters Score -687571.6 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -688725.000000 Penalty: 4270.808594 Iteration 1F: 3 clusters Score -688725 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -688985.812500 Penalty: 4270.808594 Iteration 2F: 3 clusters Score -688985.8 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -689187.125000 Penalty: 4270.808594 Iteration 3F: 3 clusters Score -689187.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -689358.812500 Penalty: 4270.808594 Iteration 4Q: 3 clusters Score -689358.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -689504.062500 Penalty: 4270.808594 Iteration 5Q: 3 clusters Score -689504.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -689649.437500 Penalty: 4270.808594 Iteration 6Q: 3 clusters Score -689649.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -689762.000000 Penalty: 4270.808594 Iteration 7Q: 3 clusters Score -689762 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -689872.312500 Penalty: 4270.808594 Iteration 8Q: 3 clusters Score -689872.3 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -689987.375000 Penalty: 4270.808594 Iteration 9Q: 3 clusters Score -689987.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3205 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -690083.562500 Penalty: 4270.808594 Iteration 10Q: 3 clusters Score -690083.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3204 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -690147.500000 Penalty: 4270.808594 Iteration 11Q: 3 clusters Score -690147.5 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -690185.750000 Penalty: 4270.808594 Iteration 12Q: 3 clusters Score -690185.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -690219.062500 Penalty: 4270.808594 Iteration 13Q: 3 clusters Score -690219.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -690246.312500 Penalty: 4270.808594 Iteration 14Q: 3 clusters Score -690246.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -690270.875000 Penalty: 4270.808594 Iteration 15Q: 3 clusters Score -690270.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -690290.312500 Penalty: 4270.808594 Iteration 16Q: 3 clusters Score -690290.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -690305.312500 Penalty: 4270.808594 Iteration 17Q: 3 clusters Score -690305.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -690324.937500 Penalty: 4270.808594 Iteration 18Q: 3 clusters Score -690324.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -690342.500000 Penalty: 4270.808594 Iteration 19Q: 3 clusters Score -690342.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -690360.937500 Penalty: 4270.808594 Iteration 20F: 3 clusters Score -690360.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3296 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -690375.875000 Penalty: 4270.808594 Iteration 21Q: 3 clusters Score -690375.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -690392.062500 Penalty: 4270.808594 Iteration 22Q: 3 clusters Score -690392.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -690402.750000 Penalty: 4270.808594 Iteration 23Q: 3 clusters Score -690402.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -690416.312500 Penalty: 4270.808594 Iteration 24Q: 3 clusters Score -690416.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -690425.875000 Penalty: 4270.808594 Iteration 25Q: 3 clusters Score -690425.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -690436.375000 Penalty: 4270.808594 Iteration 26Q: 3 clusters Score -690436.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -690449.625000 Penalty: 4270.808594 Iteration 27Q: 3 clusters Score -690449.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -690464.437500 Penalty: 4270.808594 Iteration 28Q: 3 clusters Score -690464.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -690479.250000 Penalty: 4270.808594 Iteration 29Q: 3 clusters Score -690479.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -690493.625000 Penalty: 4270.808594 Iteration 30Q: 3 clusters Score -690493.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -690506.500000 Penalty: 4270.808594 Iteration 31Q: 3 clusters Score -690506.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3414 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -690521.062500 Penalty: 4270.808594 Iteration 32Q: 3 clusters Score -690521.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -690531.875000 Penalty: 4270.808594 Iteration 33Q: 3 clusters Score -690531.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -690542.687500 Penalty: 4270.808594 Iteration 34Q: 3 clusters Score -690542.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -690551.687500 Penalty: 4270.808594 Iteration 35Q: 3 clusters Score -690551.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -690558.750000 Penalty: 4270.808594 Iteration 36Q: 3 clusters Score -690558.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -690565.062500 Penalty: 4270.808594 Iteration 37Q: 3 clusters Score -690565.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -690571.250000 Penalty: 4270.808594 Iteration 38Q: 3 clusters Score -690571.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -690582.062500 Penalty: 4270.808594 Iteration 39Q: 3 clusters Score -690582.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3527 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -690593.312500 Penalty: 4270.808594 Iteration 40F: 3 clusters Score -690593.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -690607.187500 Penalty: 4270.808594 Iteration 41Q: 3 clusters Score -690607.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -690614.375000 Penalty: 4270.808594 Iteration 42Q: 3 clusters Score -690614.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -690622.625000 Penalty: 4270.808594 Iteration 43Q: 3 clusters Score -690622.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -690630.437500 Penalty: 4270.808594 Iteration 44Q: 3 clusters Score -690630.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -690641.375000 Penalty: 4270.808594 Iteration 45Q: 3 clusters Score -690641.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -690646.937500 Penalty: 4270.808594 Iteration 46Q: 3 clusters Score -690646.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -690650.875000 Penalty: 4270.808594 Iteration 47Q: 3 clusters Score -690650.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -690653.875000 Penalty: 4270.808594 Iteration 48Q: 3 clusters Score -690653.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -690658.812500 Penalty: 4270.808594 Iteration 49Q: 3 clusters Score -690658.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -690661.562500 Penalty: 4270.808594 Iteration 50Q: 3 clusters Score -690661.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -690663.812500 Penalty: 4270.808594 Iteration 51Q: 3 clusters Score -690663.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -690667.375000 Penalty: 4270.808594 Iteration 52Q: 3 clusters Score -690667.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -690671.750000 Penalty: 4270.808594 Iteration 53Q: 3 clusters Score -690671.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3673 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -690670.437500 Penalty: 4270.808594 Iteration 54Q: 3 clusters Score -690670.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -690671.562500 Penalty: 4270.808594 Iteration 55Q: 3 clusters Score -690671.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -690673.062500 Penalty: 4270.808594 Iteration 56Q: 3 clusters Score -690673.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -690674.625000 Penalty: 4270.808594 Iteration 57Q: 3 clusters Score -690674.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3688 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -690675.375000 Penalty: 4270.808594 Iteration 58Q: 3 clusters Score -690675.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -690675.250000 Penalty: 4270.808594 Iteration 59Q: 3 clusters Score -690675.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -690674.625000 Penalty: 4270.808594 Iteration 60F: 3 clusters Score -690674.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Entering Unmasked Estep Score: -407146.250000 Penalty: 2008.388062 Iteration 0F: 2 clusters Score -407146.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -403724.062500 Penalty: 4016.776123 Iteration 0F: 3 clusters Score -403724.1 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -404479.187500 Penalty: 4016.776123 Iteration 1F: 3 clusters Score -404479.2 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -404652.375000 Penalty: 4016.776123 Iteration 2F: 3 clusters Score -404652.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -404755.968750 Penalty: 4016.776123 Iteration 3Q: 3 clusters Score -404756 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -404817.187500 Penalty: 4016.776123 Iteration 4Q: 3 clusters Score -404817.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -404863.937500 Penalty: 4016.776123 Iteration 5Q: 3 clusters Score -404863.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -404903.906250 Penalty: 4016.776123 Iteration 6Q: 3 clusters Score -404903.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -404928.031250 Penalty: 4016.776123 Iteration 7Q: 3 clusters Score -404928 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -404949.968750 Penalty: 4016.776123 Iteration 8Q: 3 clusters Score -404950 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -404967.812500 Penalty: 4016.776123 Iteration 9Q: 3 clusters Score -404967.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -404981.062500 Penalty: 4016.776123 Iteration 10Q: 3 clusters Score -404981.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -404995.593750 Penalty: 4016.776123 Iteration 11Q: 3 clusters Score -404995.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -405004.375000 Penalty: 4016.776123 Iteration 12Q: 3 clusters Score -405004.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -405013.562500 Penalty: 4016.776123 Iteration 13Q: 3 clusters Score -405013.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -405023.187500 Penalty: 4016.776123 Iteration 14Q: 3 clusters Score -405023.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -405028.906250 Penalty: 4016.776123 Iteration 15Q: 3 clusters Score -405028.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -405037.187500 Penalty: 4016.776123 Iteration 16Q: 3 clusters Score -405037.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -405042.781250 Penalty: 4016.776123 Iteration 17Q: 3 clusters Score -405042.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -405048.156250 Penalty: 4016.776123 Iteration 18Q: 3 clusters Score -405048.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -405054.593750 Penalty: 4016.776123 Iteration 19Q: 3 clusters Score -405054.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -405060.437500 Penalty: 4016.776123 Iteration 20F: 3 clusters Score -405060.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -405063.593750 Penalty: 4016.776123 Iteration 21Q: 3 clusters Score -405063.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -405066.687500 Penalty: 4016.776123 Iteration 22Q: 3 clusters Score -405066.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -405071.281250 Penalty: 4016.776123 Iteration 23Q: 3 clusters Score -405071.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -405077.406250 Penalty: 4016.776123 Iteration 24Q: 3 clusters Score -405077.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -405079.781250 Penalty: 4016.776123 Iteration 25Q: 3 clusters Score -405079.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -405080.531250 Penalty: 4016.776123 Iteration 26Q: 3 clusters Score -405080.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -405082.000000 Penalty: 4016.776123 Iteration 27Q: 3 clusters Score -405082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -405082.812500 Penalty: 4016.776123 Iteration 28Q: 3 clusters Score -405082.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -405085.031250 Penalty: 4016.776123 Iteration 29Q: 3 clusters Score -405085 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -405089.968750 Penalty: 4016.776123 Iteration 30Q: 3 clusters Score -405090 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -405094.968750 Penalty: 4016.776123 Iteration 31Q: 3 clusters Score -405095 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -405100.437500 Penalty: 4016.776123 Iteration 32Q: 3 clusters Score -405100.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -405105.187500 Penalty: 4016.776123 Iteration 33Q: 3 clusters Score -405105.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -405109.531250 Penalty: 4016.776123 Iteration 34Q: 3 clusters Score -405109.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -405113.843750 Penalty: 4016.776123 Iteration 35Q: 3 clusters Score -405113.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -405115.875000 Penalty: 4016.776123 Iteration 36Q: 3 clusters Score -405115.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -405115.375000 Penalty: 4016.776123 Iteration 37Q: 3 clusters Score -405115.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -405116.656250 Penalty: 4016.776123 Iteration 38Q: 3 clusters Score -405116.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -405116.281250 Penalty: 4016.776123 Iteration 39Q: 3 clusters Score -405116.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -405116.281250 Penalty: 4016.776123 Iteration 40F: 3 clusters Score -405116.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Entering Unmasked Estep Score: -104465.812500 Penalty: 1691.904907 Iteration 0F: 2 clusters Score -104465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -102682.390625 Penalty: 3383.809814 Iteration 0F: 3 clusters Score -102682.4 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -103270.289062 Penalty: 3383.809814 Iteration 1F: 3 clusters Score -103270.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -103670.539062 Penalty: 3383.809814 Iteration 2F: 3 clusters Score -103670.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -103898.265625 Penalty: 3383.809814 Iteration 3F: 3 clusters Score -103898.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -104022.046875 Penalty: 3383.809814 Iteration 4F: 3 clusters Score -104022 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -104089.406250 Penalty: 3383.809814 Iteration 5Q: 3 clusters Score -104089.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -104116.242188 Penalty: 3383.809814 Iteration 6Q: 3 clusters Score -104116.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -104140.507812 Penalty: 3383.809814 Iteration 7Q: 3 clusters Score -104140.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -104155.734375 Penalty: 3383.809814 Iteration 8Q: 3 clusters Score -104155.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -104167.203125 Penalty: 3383.809814 Iteration 9Q: 3 clusters Score -104167.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -104171.304688 Penalty: 3383.809814 Iteration 10Q: 3 clusters Score -104171.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -104171.304688 Penalty: 3383.809814 Iteration 11F: 3 clusters Score -104171.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Entering Unmasked Estep Score: -20633.138672 Penalty: 1298.637695 Iteration 0F: 2 clusters Score -20633.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -19580.388672 Penalty: 2597.275391 Iteration 0F: 3 clusters Score -19580.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -19661.599609 Penalty: 2597.275391 Iteration 1F: 3 clusters Score -19661.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -19694.218750 Penalty: 2597.275391 Iteration 2Q: 3 clusters Score -19694.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -19721.687500 Penalty: 2597.275391 Iteration 3Q: 3 clusters Score -19721.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -19768.683594 Penalty: 2597.275391 Iteration 4Q: 3 clusters Score -19768.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -19820.570312 Penalty: 2597.275391 Iteration 5Q: 3 clusters Score -19820.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -19923.173828 Penalty: 2597.275391 Iteration 6Q: 3 clusters Score -19923.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -19933.861328 Penalty: 2597.275391 Iteration 7Q: 3 clusters Score -19933.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -19933.861328 Penalty: 2597.275391 Iteration 8F: 3 clusters Score -19933.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106644 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58413 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18857 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10195 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49584 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50529 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45019 members Mstep: Class 17 contains 22771 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888208.000000 Penalty: 79715.640625 Iteration 119Q: 25 clusters Score -8.588821e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106642 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58420 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18847 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50530 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45020 members Mstep: Class 17 contains 22770 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3290 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888216.000000 Penalty: 79715.640625 Iteration 120F: 25 clusters Score -8.588822e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106644 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58425 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18838 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50529 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45020 members Mstep: Class 17 contains 22772 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888240.000000 Penalty: 79715.640625 Iteration 121Q: 25 clusters Score -8.588824e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106647 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58433 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18829 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49588 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50524 members Mstep: Class 15 contains 5240 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22774 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888208.000000 Penalty: 79715.640625 Iteration 122Q: 25 clusters Score -8.588821e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106650 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58438 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18821 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8195 members Mstep: Class 11 contains 49588 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22774 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76558 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888264.000000 Penalty: 79715.640625 Iteration 123Q: 25 clusters Score -8.588826e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106653 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58443 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18813 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8195 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22775 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1315 members Mstep: Class 20 contains 76558 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888256.000000 Penalty: 79715.640625 Iteration 124Q: 25 clusters Score -8.588826e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106655 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58446 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18807 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8195 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22775 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76557 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888264.000000 Penalty: 79715.640625 Iteration 125Q: 25 clusters Score -8.588826e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106656 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58448 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18805 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8194 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22775 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888304.000000 Penalty: 79715.640625 Iteration 126Q: 25 clusters Score -8.58883e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106656 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58450 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18803 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8194 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22775 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888304.000000 Penalty: 79715.640625 Iteration 127Q: 25 clusters Score -8.58883e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106656 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58453 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18800 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8194 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22775 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76556 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888288.000000 Penalty: 79715.640625 Iteration 128Q: 25 clusters Score -8.588829e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106656 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58456 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18794 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8194 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22776 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76557 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888280.000000 Penalty: 79715.640625 Iteration 129Q: 25 clusters Score -8.588828e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106657 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58460 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18788 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8194 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22777 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76557 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888232.000000 Penalty: 79715.640625 Iteration 130Q: 25 clusters Score -8.588823e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106657 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58463 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18783 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8194 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22779 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76557 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888264.000000 Penalty: 79715.640625 Iteration 131Q: 25 clusters Score -8.588826e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106656 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58468 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18777 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8195 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22780 members Mstep: Class 18 contains 143262 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76557 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888264.000000 Penalty: 79715.640625 Iteration 132Q: 25 clusters Score -8.588826e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106656 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58474 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18770 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8196 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22781 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76557 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888280.000000 Penalty: 79715.640625 Iteration 133Q: 25 clusters Score -8.588828e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106655 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58480 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18766 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5239 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22781 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76557 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888272.000000 Penalty: 79715.640625 Iteration 134Q: 25 clusters Score -8.588827e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106661 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58486 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18756 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40033 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22783 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76555 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888296.000000 Penalty: 79715.640625 Iteration 135Q: 25 clusters Score -8.58883e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106663 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58489 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18751 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22782 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76555 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888296.000000 Penalty: 79715.640625 Iteration 136Q: 25 clusters Score -8.58883e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106664 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58492 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18747 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49586 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22782 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76555 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888320.000000 Penalty: 79715.640625 Iteration 137Q: 25 clusters Score -8.588832e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106664 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58495 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18743 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22782 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76555 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888328.000000 Penalty: 79715.640625 Iteration 138Q: 25 clusters Score -8.588833e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106664 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58500 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18739 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22782 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76554 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888328.000000 Penalty: 79715.640625 Iteration 139Q: 25 clusters Score -8.588833e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106664 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58503 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18735 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22783 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76554 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888312.000000 Penalty: 79715.640625 Iteration 140F: 25 clusters Score -8.588831e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106665 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58505 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18730 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22785 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76554 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888312.000000 Penalty: 79715.640625 Iteration 141Q: 25 clusters Score -8.588831e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106666 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58509 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18726 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22785 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76553 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888304.000000 Penalty: 79715.640625 Iteration 142Q: 25 clusters Score -8.58883e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106666 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58512 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18725 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22785 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76551 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888280.000000 Penalty: 79715.640625 Iteration 143Q: 25 clusters Score -8.588828e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106667 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58513 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18724 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22785 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888264.000000 Penalty: 79715.640625 Iteration 144Q: 25 clusters Score -8.588826e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106667 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58516 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18719 members Mstep: Class 8 contains 3481 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49587 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45021 members Mstep: Class 17 contains 22785 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888240.000000 Penalty: 79715.640625 Iteration 145Q: 25 clusters Score -8.588824e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106668 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58519 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18712 members Mstep: Class 8 contains 3480 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8197 members Mstep: Class 11 contains 49588 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45022 members Mstep: Class 17 contains 22787 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5489 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888240.000000 Penalty: 79715.640625 Iteration 146Q: 25 clusters Score -8.588824e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106667 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58521 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18706 members Mstep: Class 8 contains 3478 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8198 members Mstep: Class 11 contains 49589 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50523 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45024 members Mstep: Class 17 contains 22789 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888232.000000 Penalty: 79715.640625 Iteration 147Q: 25 clusters Score -8.588823e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106665 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58522 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18704 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8198 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50521 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45024 members Mstep: Class 17 contains 22792 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888248.000000 Penalty: 79715.640625 Iteration 148Q: 25 clusters Score -8.588825e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106665 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58525 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18699 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8198 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50520 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888240.000000 Penalty: 79715.640625 Iteration 149Q: 25 clusters Score -8.588824e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106667 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58525 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18695 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8199 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50520 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22795 members Mstep: Class 18 contains 143261 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888272.000000 Penalty: 79715.640625 Iteration 150Q: 25 clusters Score -8.588827e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106670 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58527 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18690 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49589 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50520 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22796 members Mstep: Class 18 contains 143259 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888224.000000 Penalty: 79715.640625 Iteration 151Q: 25 clusters Score -8.588822e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106670 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58530 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18686 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49589 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50521 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22796 members Mstep: Class 18 contains 143259 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888240.000000 Penalty: 79715.640625 Iteration 152Q: 25 clusters Score -8.588824e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106670 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58535 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18681 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49589 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50521 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22796 members Mstep: Class 18 contains 143259 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888248.000000 Penalty: 79715.640625 Iteration 153Q: 25 clusters Score -8.588825e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58538 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18676 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49589 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22796 members Mstep: Class 18 contains 143259 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888280.000000 Penalty: 79715.640625 Iteration 154Q: 25 clusters Score -8.588828e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58541 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18671 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49589 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22797 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888280.000000 Penalty: 79715.640625 Iteration 155Q: 25 clusters Score -8.588828e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106670 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58546 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18668 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49589 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22796 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888232.000000 Penalty: 79715.640625 Iteration 156Q: 25 clusters Score -8.588823e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106670 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58550 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18665 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49589 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22795 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888232.000000 Penalty: 79715.640625 Iteration 157Q: 25 clusters Score -8.588823e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58552 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18662 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888216.000000 Penalty: 79715.640625 Iteration 158Q: 25 clusters Score -8.588822e+07 nChanged 2 Entering ConstructFrom: Score: -85888216.000000 Penalty: 79715.640625 Entering ConstructFrom: Trying to split cluster 1 (106671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106671 members Entering Unmasked Estep Score: -14091626.000000 Penalty: 2871.220947 Iteration 0F: 2 clusters Score -1.409163e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53329 members Mstep: Class 2 contains 53342 members Entering Unmasked Estep Score: -14020318.000000 Penalty: 5742.441895 Iteration 0F: 3 clusters Score -1.402032e+07 nChanged 50465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52934 members Mstep: Class 2 contains 53737 members Entering Unmasked Estep Score: -14048836.000000 Penalty: 5742.441895 Iteration 1F: 3 clusters Score -1.404884e+07 nChanged 3069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52607 members Mstep: Class 2 contains 54064 members Entering Unmasked Estep Score: -14049479.000000 Penalty: 5742.441895 Iteration 2Q: 3 clusters Score -1.404948e+07 nChanged 2962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52213 members Mstep: Class 2 contains 54458 members Entering Unmasked Estep Score: -14050106.000000 Penalty: 5742.441895 Iteration 3Q: 3 clusters Score -1.405011e+07 nChanged 3045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51514 members Mstep: Class 2 contains 55157 members Entering Unmasked Estep Score: -14050836.000000 Penalty: 5742.441895 Iteration 4Q: 3 clusters Score -1.405084e+07 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50518 members Mstep: Class 2 contains 56153 members Entering Unmasked Estep Score: -14051591.000000 Penalty: 5742.441895 Iteration 5Q: 3 clusters Score -1.405159e+07 nChanged 3375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49033 members Mstep: Class 2 contains 57638 members Entering Unmasked Estep Score: -14052479.000000 Penalty: 5742.441895 Iteration 6Q: 3 clusters Score -1.405248e+07 nChanged 3644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46941 members Mstep: Class 2 contains 59730 members Entering Unmasked Estep Score: -14053503.000000 Penalty: 5742.441895 Iteration 7Q: 3 clusters Score -1.40535e+07 nChanged 4189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43926 members Mstep: Class 2 contains 62745 members Entering Unmasked Estep Score: -14055120.000000 Penalty: 5742.441895 Iteration 8Q: 3 clusters Score -1.405512e+07 nChanged 4962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39846 members Mstep: Class 2 contains 66825 members Entering Unmasked Estep Score: -14057596.000000 Penalty: 5742.441895 Iteration 9Q: 3 clusters Score -1.40576e+07 nChanged 5798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34618 members Mstep: Class 2 contains 72053 members Entering Unmasked Estep Score: -14061077.000000 Penalty: 5742.441895 Iteration 10F: 3 clusters Score -1.406108e+07 nChanged 6621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28341 members Mstep: Class 2 contains 78330 members Entering Unmasked Estep Score: -14065905.000000 Penalty: 5742.441895 Iteration 11F: 3 clusters Score -1.40659e+07 nChanged 6734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21785 members Mstep: Class 2 contains 84886 members Entering Unmasked Estep Score: -14071360.000000 Penalty: 5742.441895 Iteration 12F: 3 clusters Score -1.407136e+07 nChanged 6115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15778 members Mstep: Class 2 contains 90893 members Entering Unmasked Estep Score: -14076507.000000 Penalty: 5742.441895 Iteration 13F: 3 clusters Score -1.407651e+07 nChanged 4834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10964 members Mstep: Class 2 contains 95707 members Entering Unmasked Estep Score: -14080559.000000 Penalty: 5742.441895 Iteration 14Q: 3 clusters Score -1.408056e+07 nChanged 3517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 99210 members Entering Unmasked Estep Score: -14083511.000000 Penalty: 5742.441895 Iteration 15Q: 3 clusters Score -1.408351e+07 nChanged 2450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 101650 members Entering Unmasked Estep Score: -14085588.000000 Penalty: 5742.441895 Iteration 16Q: 3 clusters Score -1.408559e+07 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 103354 members Entering Unmasked Estep Score: -14086983.000000 Penalty: 5742.441895 Iteration 17Q: 3 clusters Score -1.408698e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 104464 members Entering Unmasked Estep Score: -14087861.000000 Penalty: 5742.441895 Iteration 18Q: 3 clusters Score -1.408786e+07 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 105100 members Entering Unmasked Estep Score: -14088427.000000 Penalty: 5742.441895 Iteration 19Q: 3 clusters Score -1.408843e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 105451 members Entering Unmasked Estep Score: -14088699.000000 Penalty: 5742.441895 Iteration 20F: 3 clusters Score -1.40887e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 105663 members Entering Unmasked Estep Score: -14088880.000000 Penalty: 5742.441895 Iteration 21Q: 3 clusters Score -1.408888e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 105808 members Entering Unmasked Estep Score: -14088991.000000 Penalty: 5742.441895 Iteration 22Q: 3 clusters Score -1.408899e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 105915 members Entering Unmasked Estep Score: -14089056.000000 Penalty: 5742.441895 Iteration 23Q: 3 clusters Score -1.408906e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 105982 members Entering Unmasked Estep Score: -14089093.000000 Penalty: 5742.441895 Iteration 24Q: 3 clusters Score -1.408909e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 106021 members Entering Unmasked Estep Score: -14089140.000000 Penalty: 5742.441895 Iteration 25Q: 3 clusters Score -1.408914e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 106055 members Entering Unmasked Estep Score: -14089152.000000 Penalty: 5742.441895 Iteration 26Q: 3 clusters Score -1.408915e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 106079 members Entering Unmasked Estep Score: -14089167.000000 Penalty: 5742.441895 Iteration 27Q: 3 clusters Score -1.408917e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 106096 members Entering Unmasked Estep Score: -14089174.000000 Penalty: 5742.441895 Iteration 28Q: 3 clusters Score -1.408917e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 106103 members Entering Unmasked Estep Score: -14089182.000000 Penalty: 5742.441895 Iteration 29Q: 3 clusters Score -1.408918e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 106105 members Entering Unmasked Estep Score: -14089182.000000 Penalty: 5742.441895 Iteration 30Q: 3 clusters Score -1.408918e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 106112 members Entering Unmasked Estep Score: -14089181.000000 Penalty: 5742.441895 Iteration 31Q: 3 clusters Score -1.408918e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 106122 members Entering Unmasked Estep Score: -14089192.000000 Penalty: 5742.441895 Iteration 32Q: 3 clusters Score -1.408919e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 106123 members Entering Unmasked Estep Score: -14089200.000000 Penalty: 5742.441895 Iteration 33Q: 3 clusters Score -1.40892e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 106127 members Entering Unmasked Estep Score: -14089204.000000 Penalty: 5742.441895 Iteration 34Q: 3 clusters Score -1.40892e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 106131 members Entering Unmasked Estep Score: -14089208.000000 Penalty: 5742.441895 Iteration 35Q: 3 clusters Score -1.408921e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 106136 members Entering Unmasked Estep Score: -14089216.000000 Penalty: 5742.441895 Iteration 36Q: 3 clusters Score -1.408922e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 106138 members Entering Unmasked Estep Score: -14089232.000000 Penalty: 5742.441895 Iteration 37Q: 3 clusters Score -1.408923e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 106137 members Entering Unmasked Estep Score: -14089226.000000 Penalty: 5742.441895 Iteration 38Q: 3 clusters Score -1.408923e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 106137 members Entering Unmasked Estep Score: -14089226.000000 Penalty: 5742.441895 Iteration 39F: 3 clusters Score -1.408923e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -31315.226562 Penalty: 1441.162964 Iteration 0F: 2 clusters Score -31315.23 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 174 members Entering Unmasked Estep Score: -30198.603516 Penalty: 2882.325928 Iteration 0F: 3 clusters Score -30198.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -30547.892578 Penalty: 2882.325928 Iteration 1F: 3 clusters Score -30547.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -30706.187500 Penalty: 2882.325928 Iteration 2F: 3 clusters Score -30706.19 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -30996.332031 Penalty: 2882.325928 Iteration 3F: 3 clusters Score -30996.33 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -31112.390625 Penalty: 2882.325928 Iteration 4Q: 3 clusters Score -31112.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -31191.689453 Penalty: 2882.325928 Iteration 5Q: 3 clusters Score -31191.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -31255.335938 Penalty: 2882.325928 Iteration 6Q: 3 clusters Score -31255.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -31258.513672 Penalty: 2882.325928 Iteration 7Q: 3 clusters Score -31258.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -31264.316406 Penalty: 2882.325928 Iteration 8Q: 3 clusters Score -31264.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -31264.316406 Penalty: 2882.325928 Iteration 9F: 3 clusters Score -31264.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (58554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58554 members Entering Unmasked Estep Score: -7974561.500000 Penalty: 2722.470947 Iteration 0F: 2 clusters Score -7974562 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29245 members Mstep: Class 2 contains 29309 members Entering Unmasked Estep Score: -7935192.500000 Penalty: 5444.941895 Iteration 0F: 3 clusters Score -7935192 nChanged 27273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28750 members Mstep: Class 2 contains 29804 members Entering Unmasked Estep Score: -7950665.000000 Penalty: 5444.941895 Iteration 1F: 3 clusters Score -7950665 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28353 members Mstep: Class 2 contains 30201 members Entering Unmasked Estep Score: -7951276.000000 Penalty: 5444.941895 Iteration 2Q: 3 clusters Score -7951276 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27790 members Mstep: Class 2 contains 30764 members Entering Unmasked Estep Score: -7951932.000000 Penalty: 5444.941895 Iteration 3Q: 3 clusters Score -7951932 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27043 members Mstep: Class 2 contains 31511 members Entering Unmasked Estep Score: -7952592.500000 Penalty: 5444.941895 Iteration 4Q: 3 clusters Score -7952592 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25956 members Mstep: Class 2 contains 32598 members Entering Unmasked Estep Score: -7953340.000000 Penalty: 5444.941895 Iteration 5Q: 3 clusters Score -7953340 nChanged 2340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24478 members Mstep: Class 2 contains 34076 members Entering Unmasked Estep Score: -7954309.500000 Penalty: 5444.941895 Iteration 6Q: 3 clusters Score -7954310 nChanged 2637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22525 members Mstep: Class 2 contains 36029 members Entering Unmasked Estep Score: -7955676.000000 Penalty: 5444.941895 Iteration 7Q: 3 clusters Score -7955676 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20076 members Mstep: Class 2 contains 38478 members Entering Unmasked Estep Score: -7957496.500000 Penalty: 5444.941895 Iteration 8F: 3 clusters Score -7957496 nChanged 3218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17204 members Mstep: Class 2 contains 41350 members Entering Unmasked Estep Score: -7959827.000000 Penalty: 5444.941895 Iteration 9F: 3 clusters Score -7959827 nChanged 3231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14205 members Mstep: Class 2 contains 44349 members Entering Unmasked Estep Score: -7962431.500000 Penalty: 5444.941895 Iteration 10F: 3 clusters Score -7962432 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11451 members Mstep: Class 2 contains 47103 members Entering Unmasked Estep Score: -7965188.500000 Penalty: 5444.941895 Iteration 11F: 3 clusters Score -7965188 nChanged 2263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9362 members Mstep: Class 2 contains 49192 members Entering Unmasked Estep Score: -7967093.000000 Penalty: 5444.941895 Iteration 12Q: 3 clusters Score -7967093 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7770 members Mstep: Class 2 contains 50784 members Entering Unmasked Estep Score: -7968316.000000 Penalty: 5444.941895 Iteration 13Q: 3 clusters Score -7968316 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 52034 members Entering Unmasked Estep Score: -7969146.500000 Penalty: 5444.941895 Iteration 14Q: 3 clusters Score -7969146 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Mstep: Class 2 contains 53064 members Entering Unmasked Estep Score: -7969840.000000 Penalty: 5444.941895 Iteration 15Q: 3 clusters Score -7969840 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 53915 members Entering Unmasked Estep Score: -7970395.500000 Penalty: 5444.941895 Iteration 16Q: 3 clusters Score -7970396 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 54604 members Entering Unmasked Estep Score: -7970811.500000 Penalty: 5444.941895 Iteration 17Q: 3 clusters Score -7970812 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3420 members Mstep: Class 2 contains 55134 members Entering Unmasked Estep Score: -7971125.500000 Penalty: 5444.941895 Iteration 18Q: 3 clusters Score -7971126 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2988 members Mstep: Class 2 contains 55566 members Entering Unmasked Estep Score: -7971365.500000 Penalty: 5444.941895 Iteration 19Q: 3 clusters Score -7971366 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 55921 members Entering Unmasked Estep Score: -7971523.000000 Penalty: 5444.941895 Iteration 20F: 3 clusters Score -7971523 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 56223 members Entering Unmasked Estep Score: -7971616.000000 Penalty: 5444.941895 Iteration 21Q: 3 clusters Score -7971616 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 56484 members Entering Unmasked Estep Score: -7971729.500000 Penalty: 5444.941895 Iteration 22Q: 3 clusters Score -7971730 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 56677 members Entering Unmasked Estep Score: -7971812.500000 Penalty: 5444.941895 Iteration 23Q: 3 clusters Score -7971812 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 56817 members Entering Unmasked Estep Score: -7971878.000000 Penalty: 5444.941895 Iteration 24Q: 3 clusters Score -7971878 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 56936 members Entering Unmasked Estep Score: -7971940.000000 Penalty: 5444.941895 Iteration 25Q: 3 clusters Score -7971940 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 57038 members Entering Unmasked Estep Score: -7972000.000000 Penalty: 5444.941895 Iteration 26Q: 3 clusters Score -7972000 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 57129 members Entering Unmasked Estep Score: -7972019.000000 Penalty: 5444.941895 Iteration 27Q: 3 clusters Score -7972019 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 57202 members Entering Unmasked Estep Score: -7972047.000000 Penalty: 5444.941895 Iteration 28Q: 3 clusters Score -7972047 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 57271 members Entering Unmasked Estep Score: -7972080.000000 Penalty: 5444.941895 Iteration 29Q: 3 clusters Score -7972080 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 57330 members Entering Unmasked Estep Score: -7972111.500000 Penalty: 5444.941895 Iteration 30Q: 3 clusters Score -7972112 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 57381 members Entering Unmasked Estep Score: -7972130.500000 Penalty: 5444.941895 Iteration 31Q: 3 clusters Score -7972130 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 57424 members Entering Unmasked Estep Score: -7972138.500000 Penalty: 5444.941895 Iteration 32Q: 3 clusters Score -7972138 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 57454 members Entering Unmasked Estep Score: -7972151.000000 Penalty: 5444.941895 Iteration 33Q: 3 clusters Score -7972151 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 57486 members Entering Unmasked Estep Score: -7972166.000000 Penalty: 5444.941895 Iteration 34Q: 3 clusters Score -7972166 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 57508 members Entering Unmasked Estep Score: -7972171.500000 Penalty: 5444.941895 Iteration 35Q: 3 clusters Score -7972172 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 57531 members Entering Unmasked Estep Score: -7972183.500000 Penalty: 5444.941895 Iteration 36Q: 3 clusters Score -7972184 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 57540 members Entering Unmasked Estep Score: -7972188.500000 Penalty: 5444.941895 Iteration 37Q: 3 clusters Score -7972188 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 57554 members Entering Unmasked Estep Score: -7972206.500000 Penalty: 5444.941895 Iteration 38Q: 3 clusters Score -7972206 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 57568 members Entering Unmasked Estep Score: -7972209.000000 Penalty: 5444.941895 Iteration 39Q: 3 clusters Score -7972209 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 57583 members Entering Unmasked Estep Score: -7972214.000000 Penalty: 5444.941895 Iteration 40F: 3 clusters Score -7972214 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 57596 members Entering Unmasked Estep Score: -7972228.000000 Penalty: 5444.941895 Iteration 41Q: 3 clusters Score -7972228 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 57609 members Entering Unmasked Estep Score: -7972215.500000 Penalty: 5444.941895 Iteration 42Q: 3 clusters Score -7972216 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 57621 members Entering Unmasked Estep Score: -7972229.000000 Penalty: 5444.941895 Iteration 43Q: 3 clusters Score -7972229 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 57632 members Entering Unmasked Estep Score: -7972222.500000 Penalty: 5444.941895 Iteration 44Q: 3 clusters Score -7972222 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 57644 members Entering Unmasked Estep Score: -7972224.500000 Penalty: 5444.941895 Iteration 45Q: 3 clusters Score -7972224 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 57653 members Entering Unmasked Estep Score: -7972228.500000 Penalty: 5444.941895 Iteration 46Q: 3 clusters Score -7972228 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 57663 members Entering Unmasked Estep Score: -7972232.000000 Penalty: 5444.941895 Iteration 47Q: 3 clusters Score -7972232 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 57669 members Entering Unmasked Estep Score: -7972233.000000 Penalty: 5444.941895 Iteration 48Q: 3 clusters Score -7972233 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 57681 members Entering Unmasked Estep Score: -7972247.500000 Penalty: 5444.941895 Iteration 49Q: 3 clusters Score -7972248 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 57690 members Entering Unmasked Estep Score: -7972256.000000 Penalty: 5444.941895 Iteration 50Q: 3 clusters Score -7972256 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 57700 members Entering Unmasked Estep Score: -7972260.500000 Penalty: 5444.941895 Iteration 51Q: 3 clusters Score -7972260 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 57707 members Entering Unmasked Estep Score: -7972258.000000 Penalty: 5444.941895 Iteration 52Q: 3 clusters Score -7972258 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 57711 members Entering Unmasked Estep Score: -7972262.500000 Penalty: 5444.941895 Iteration 53Q: 3 clusters Score -7972262 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 57715 members Entering Unmasked Estep Score: -7972265.000000 Penalty: 5444.941895 Iteration 54Q: 3 clusters Score -7972265 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 57720 members Entering Unmasked Estep Score: -7972268.000000 Penalty: 5444.941895 Iteration 55Q: 3 clusters Score -7972268 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 57723 members Entering Unmasked Estep Score: -7972268.000000 Penalty: 5444.941895 Iteration 56Q: 3 clusters Score -7972268 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 57724 members Entering Unmasked Estep Score: -7972272.000000 Penalty: 5444.941895 Iteration 57Q: 3 clusters Score -7972272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 57725 members Entering Unmasked Estep Score: -7972274.000000 Penalty: 5444.941895 Iteration 58Q: 3 clusters Score -7972274 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 57727 members Entering Unmasked Estep Score: -7972272.500000 Penalty: 5444.941895 Iteration 59Q: 3 clusters Score -7972272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 57728 members Entering Unmasked Estep Score: -7972273.000000 Penalty: 5444.941895 Iteration 60F: 3 clusters Score -7972273 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 57730 members Entering Unmasked Estep Score: -7972275.500000 Penalty: 5444.941895 Iteration 61Q: 3 clusters Score -7972276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 57732 members Entering Unmasked Estep Score: -7972272.500000 Penalty: 5444.941895 Iteration 62Q: 3 clusters Score -7972272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 57733 members Entering Unmasked Estep Score: -7972272.500000 Penalty: 5444.941895 Iteration 63Q: 3 clusters Score -7972272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 57733 members Entering Unmasked Estep Score: -7972272.500000 Penalty: 5444.941895 Iteration 64F: 3 clusters Score -7972272 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Entering Unmasked Estep Score: -124474.343750 Penalty: 1725.223267 Iteration 0F: 2 clusters Score -124474.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -122608.343750 Penalty: 3450.446533 Iteration 0F: 3 clusters Score -122608.3 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -123214.445312 Penalty: 3450.446533 Iteration 1F: 3 clusters Score -123214.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -123719.523438 Penalty: 3450.446533 Iteration 2F: 3 clusters Score -123719.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -124031.492188 Penalty: 3450.446533 Iteration 3F: 3 clusters Score -124031.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -124236.742188 Penalty: 3450.446533 Iteration 4F: 3 clusters Score -124236.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -124534.492188 Penalty: 3450.446533 Iteration 5F: 3 clusters Score -124534.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -124870.828125 Penalty: 3450.446533 Iteration 6F: 3 clusters Score -124870.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -125119.453125 Penalty: 3450.446533 Iteration 7Q: 3 clusters Score -125119.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -125193.859375 Penalty: 3450.446533 Iteration 8Q: 3 clusters Score -125193.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -125228.609375 Penalty: 3450.446533 Iteration 9Q: 3 clusters Score -125228.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -125254.468750 Penalty: 3450.446533 Iteration 10Q: 3 clusters Score -125254.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -125297.664062 Penalty: 3450.446533 Iteration 11Q: 3 clusters Score -125297.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -125298.390625 Penalty: 3450.446533 Iteration 12Q: 3 clusters Score -125298.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -125298.390625 Penalty: 3450.446533 Iteration 13F: 3 clusters Score -125298.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58554 members Mstep: Class 4 contains 699 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18660 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 351 members Entering Unmasked Estep Score: -85887536.000000 Penalty: 83037.125000 Splitting cluster 4 changes total score from -85888216.000000 to -85887536.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (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: -68071.804688 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -68071.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -66503.062500 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -66503.06 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -66799.117188 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -66799.12 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -67105.265625 Penalty: 3151.767578 Iteration 2F: 3 clusters Score -67105.27 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -67520.445312 Penalty: 3151.767578 Iteration 3F: 3 clusters Score -67520.45 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -67845.312500 Penalty: 3151.767578 Iteration 4F: 3 clusters Score -67845.31 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -68209.914062 Penalty: 3151.767578 Iteration 5F: 3 clusters Score -68209.91 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -68357.625000 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -68357.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -68390.093750 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -68390.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -68465.289062 Penalty: 3151.767578 Iteration 8Q: 3 clusters Score -68465.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -68465.289062 Penalty: 3151.767578 Iteration 9F: 3 clusters Score -68465.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58554 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 413 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18660 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 162 members Entering Unmasked Estep Score: -85886952.000000 Penalty: 83037.125000 Splitting cluster 5 changes total score from -85888216.000000 to -85886952.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (2671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Entering Unmasked Estep Score: -346008.718750 Penalty: 1956.771606 Iteration 0F: 2 clusters Score -346008.7 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 1298 members Entering Unmasked Estep Score: -342996.312500 Penalty: 3913.543213 Iteration 0F: 3 clusters Score -342996.3 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -343637.468750 Penalty: 3913.543213 Iteration 1F: 3 clusters Score -343637.5 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -343890.937500 Penalty: 3913.543213 Iteration 2F: 3 clusters Score -343890.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -344168.468750 Penalty: 3913.543213 Iteration 3F: 3 clusters Score -344168.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -344410.343750 Penalty: 3913.543213 Iteration 4F: 3 clusters Score -344410.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -344603.031250 Penalty: 3913.543213 Iteration 5F: 3 clusters Score -344603 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -344716.593750 Penalty: 3913.543213 Iteration 6Q: 3 clusters Score -344716.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -344776.968750 Penalty: 3913.543213 Iteration 7Q: 3 clusters Score -344777 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -344833.406250 Penalty: 3913.543213 Iteration 8Q: 3 clusters Score -344833.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -344889.125000 Penalty: 3913.543213 Iteration 9Q: 3 clusters Score -344889.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -344940.656250 Penalty: 3913.543213 Iteration 10Q: 3 clusters Score -344940.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -344997.125000 Penalty: 3913.543213 Iteration 11Q: 3 clusters Score -344997.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -345054.312500 Penalty: 3913.543213 Iteration 12Q: 3 clusters Score -345054.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -345108.343750 Penalty: 3913.543213 Iteration 13Q: 3 clusters Score -345108.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -345159.000000 Penalty: 3913.543213 Iteration 14Q: 3 clusters Score -345159 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -345186.656250 Penalty: 3913.543213 Iteration 15Q: 3 clusters Score -345186.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -345223.812500 Penalty: 3913.543213 Iteration 16Q: 3 clusters Score -345223.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -345251.375000 Penalty: 3913.543213 Iteration 17Q: 3 clusters Score -345251.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -345272.343750 Penalty: 3913.543213 Iteration 18Q: 3 clusters Score -345272.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -345290.406250 Penalty: 3913.543213 Iteration 19Q: 3 clusters Score -345290.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -345318.093750 Penalty: 3913.543213 Iteration 20F: 3 clusters Score -345318.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -345357.875000 Penalty: 3913.543213 Iteration 21Q: 3 clusters Score -345357.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -345395.125000 Penalty: 3913.543213 Iteration 22Q: 3 clusters Score -345395.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -345441.468750 Penalty: 3913.543213 Iteration 23Q: 3 clusters Score -345441.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -345493.156250 Penalty: 3913.543213 Iteration 24Q: 3 clusters Score -345493.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -345560.406250 Penalty: 3913.543213 Iteration 25Q: 3 clusters Score -345560.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -345647.125000 Penalty: 3913.543213 Iteration 26Q: 3 clusters Score -345647.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -345709.687500 Penalty: 3913.543213 Iteration 27Q: 3 clusters Score -345709.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -345755.718750 Penalty: 3913.543213 Iteration 28Q: 3 clusters Score -345755.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -345774.781250 Penalty: 3913.543213 Iteration 29Q: 3 clusters Score -345774.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -345778.000000 Penalty: 3913.543213 Iteration 30Q: 3 clusters Score -345778 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -345781.406250 Penalty: 3913.543213 Iteration 31Q: 3 clusters Score -345781.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -345782.187500 Penalty: 3913.543213 Iteration 32Q: 3 clusters Score -345782.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -345782.187500 Penalty: 3913.543213 Iteration 33Q: 3 clusters Score -345782.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -345782.812500 Penalty: 3913.543213 Iteration 34Q: 3 clusters Score -345782.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -345783.187500 Penalty: 3913.543213 Iteration 35Q: 3 clusters Score -345783.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -345783.875000 Penalty: 3913.543213 Iteration 36Q: 3 clusters Score -345783.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -345783.875000 Penalty: 3913.543213 Iteration 37F: 3 clusters Score -345783.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (18660 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18660 members Entering Unmasked Estep Score: -2410134.500000 Penalty: 2438.866211 Iteration 0F: 2 clusters Score -2410134 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9398 members Mstep: Class 2 contains 9262 members Entering Unmasked Estep Score: -2396932.750000 Penalty: 4877.732422 Iteration 0F: 3 clusters Score -2396933 nChanged 8167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 8879 members Entering Unmasked Estep Score: -2401313.500000 Penalty: 4877.732422 Iteration 1F: 3 clusters Score -2401314 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 8616 members Entering Unmasked Estep Score: -2401778.500000 Penalty: 4877.732422 Iteration 2F: 3 clusters Score -2401778 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 8264 members Entering Unmasked Estep Score: -2402179.250000 Penalty: 4877.732422 Iteration 3F: 3 clusters Score -2402179 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10839 members Mstep: Class 2 contains 7821 members Entering Unmasked Estep Score: -2402580.500000 Penalty: 4877.732422 Iteration 4Q: 3 clusters Score -2402580 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11376 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -2403041.000000 Penalty: 4877.732422 Iteration 5Q: 3 clusters Score -2403041 nChanged 999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12041 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -2403675.250000 Penalty: 4877.732422 Iteration 6F: 3 clusters Score -2403675 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12854 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -2404424.750000 Penalty: 4877.732422 Iteration 7F: 3 clusters Score -2404425 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13763 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -2405304.500000 Penalty: 4877.732422 Iteration 8F: 3 clusters Score -2405304 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14670 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -2406189.000000 Penalty: 4877.732422 Iteration 9F: 3 clusters Score -2406189 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15454 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -2406993.250000 Penalty: 4877.732422 Iteration 10Q: 3 clusters Score -2406993 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16000 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -2407572.250000 Penalty: 4877.732422 Iteration 11Q: 3 clusters Score -2407572 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16355 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -2407945.500000 Penalty: 4877.732422 Iteration 12Q: 3 clusters Score -2407946 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -2408163.000000 Penalty: 4877.732422 Iteration 13Q: 3 clusters Score -2408163 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16756 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -2408328.250000 Penalty: 4877.732422 Iteration 14Q: 3 clusters Score -2408328 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16880 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -2408427.500000 Penalty: 4877.732422 Iteration 15Q: 3 clusters Score -2408428 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16971 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -2408492.750000 Penalty: 4877.732422 Iteration 16Q: 3 clusters Score -2408493 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -2408550.000000 Penalty: 4877.732422 Iteration 17Q: 3 clusters Score -2408550 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17087 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -2408590.750000 Penalty: 4877.732422 Iteration 18Q: 3 clusters Score -2408591 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17134 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -2408623.000000 Penalty: 4877.732422 Iteration 19Q: 3 clusters Score -2408623 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17171 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -2408646.250000 Penalty: 4877.732422 Iteration 20F: 3 clusters Score -2408646 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17188 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -2408656.000000 Penalty: 4877.732422 Iteration 21Q: 3 clusters Score -2408656 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17199 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -2408669.750000 Penalty: 4877.732422 Iteration 22Q: 3 clusters Score -2408670 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17209 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -2408673.250000 Penalty: 4877.732422 Iteration 23Q: 3 clusters Score -2408673 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17214 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -2408676.500000 Penalty: 4877.732422 Iteration 24Q: 3 clusters Score -2408676 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17216 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -2408675.750000 Penalty: 4877.732422 Iteration 25Q: 3 clusters Score -2408676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17218 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -2408680.500000 Penalty: 4877.732422 Iteration 26Q: 3 clusters Score -2408680 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17221 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -2408680.750000 Penalty: 4877.732422 Iteration 27Q: 3 clusters Score -2408681 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17224 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -2408681.250000 Penalty: 4877.732422 Iteration 28Q: 3 clusters Score -2408681 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17226 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -2408681.250000 Penalty: 4877.732422 Iteration 29Q: 3 clusters Score -2408681 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17227 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -2408679.750000 Penalty: 4877.732422 Iteration 30Q: 3 clusters Score -2408680 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17228 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -2408681.500000 Penalty: 4877.732422 Iteration 31Q: 3 clusters Score -2408682 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17230 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -2408681.000000 Penalty: 4877.732422 Iteration 32Q: 3 clusters Score -2408681 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17231 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -2408680.750000 Penalty: 4877.732422 Iteration 33Q: 3 clusters Score -2408681 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -2408684.000000 Penalty: 4877.732422 Iteration 34Q: 3 clusters Score -2408684 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -2408685.250000 Penalty: 4877.732422 Iteration 35Q: 3 clusters Score -2408685 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17229 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -2408687.750000 Penalty: 4877.732422 Iteration 36Q: 3 clusters Score -2408688 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17231 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -2408685.250000 Penalty: 4877.732422 Iteration 37Q: 3 clusters Score -2408685 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17231 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -2408685.250000 Penalty: 4877.732422 Iteration 38Q: 3 clusters Score -2408685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17230 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -2408684.750000 Penalty: 4877.732422 Iteration 39Q: 3 clusters Score -2408685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17231 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -2408686.750000 Penalty: 4877.732422 Iteration 40F: 3 clusters Score -2408687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -2408683.500000 Penalty: 4877.732422 Iteration 41Q: 3 clusters Score -2408684 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17234 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -2408686.500000 Penalty: 4877.732422 Iteration 42Q: 3 clusters Score -2408686 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17236 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -2408686.750000 Penalty: 4877.732422 Iteration 43Q: 3 clusters Score -2408687 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17237 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -2408688.250000 Penalty: 4877.732422 Iteration 44Q: 3 clusters Score -2408688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17238 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -2408686.000000 Penalty: 4877.732422 Iteration 45Q: 3 clusters Score -2408686 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17238 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -2408686.000000 Penalty: 4877.732422 Iteration 46F: 3 clusters Score -2408686 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Entering Unmasked Estep Score: -434972.187500 Penalty: 2022.316040 Iteration 0F: 2 clusters Score -434972.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -431415.093750 Penalty: 4044.632080 Iteration 0F: 3 clusters Score -431415.1 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -432234.500000 Penalty: 4044.632080 Iteration 1F: 3 clusters Score -432234.5 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -432462.187500 Penalty: 4044.632080 Iteration 2F: 3 clusters Score -432462.2 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -432662.437500 Penalty: 4044.632080 Iteration 3F: 3 clusters Score -432662.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -432808.375000 Penalty: 4044.632080 Iteration 4Q: 3 clusters Score -432808.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -432933.375000 Penalty: 4044.632080 Iteration 5Q: 3 clusters Score -432933.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -433025.281250 Penalty: 4044.632080 Iteration 6Q: 3 clusters Score -433025.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -433087.250000 Penalty: 4044.632080 Iteration 7Q: 3 clusters Score -433087.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -433134.187500 Penalty: 4044.632080 Iteration 8Q: 3 clusters Score -433134.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -433171.343750 Penalty: 4044.632080 Iteration 9Q: 3 clusters Score -433171.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -433195.750000 Penalty: 4044.632080 Iteration 10Q: 3 clusters Score -433195.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -433217.656250 Penalty: 4044.632080 Iteration 11Q: 3 clusters Score -433217.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -433239.656250 Penalty: 4044.632080 Iteration 12Q: 3 clusters Score -433239.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -433259.656250 Penalty: 4044.632080 Iteration 13Q: 3 clusters Score -433259.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -433279.281250 Penalty: 4044.632080 Iteration 14Q: 3 clusters Score -433279.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -433292.406250 Penalty: 4044.632080 Iteration 15Q: 3 clusters Score -433292.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -433310.625000 Penalty: 4044.632080 Iteration 16Q: 3 clusters Score -433310.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -433330.875000 Penalty: 4044.632080 Iteration 17Q: 3 clusters Score -433330.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -433348.125000 Penalty: 4044.632080 Iteration 18Q: 3 clusters Score -433348.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -433362.500000 Penalty: 4044.632080 Iteration 19Q: 3 clusters Score -433362.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -433372.281250 Penalty: 4044.632080 Iteration 20F: 3 clusters Score -433372.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -433378.906250 Penalty: 4044.632080 Iteration 21Q: 3 clusters Score -433378.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -433383.218750 Penalty: 4044.632080 Iteration 22Q: 3 clusters Score -433383.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -433388.281250 Penalty: 4044.632080 Iteration 23Q: 3 clusters Score -433388.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -433394.125000 Penalty: 4044.632080 Iteration 24Q: 3 clusters Score -433394.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -433398.937500 Penalty: 4044.632080 Iteration 25Q: 3 clusters Score -433398.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -433405.468750 Penalty: 4044.632080 Iteration 26Q: 3 clusters Score -433405.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -433410.875000 Penalty: 4044.632080 Iteration 27Q: 3 clusters Score -433410.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -433413.218750 Penalty: 4044.632080 Iteration 28Q: 3 clusters Score -433413.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -433416.531250 Penalty: 4044.632080 Iteration 29Q: 3 clusters Score -433416.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -433422.281250 Penalty: 4044.632080 Iteration 30Q: 3 clusters Score -433422.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -433429.875000 Penalty: 4044.632080 Iteration 31Q: 3 clusters Score -433429.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -433436.125000 Penalty: 4044.632080 Iteration 32Q: 3 clusters Score -433436.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -433443.031250 Penalty: 4044.632080 Iteration 33Q: 3 clusters Score -433443 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -433449.156250 Penalty: 4044.632080 Iteration 34Q: 3 clusters Score -433449.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -433452.531250 Penalty: 4044.632080 Iteration 35Q: 3 clusters Score -433452.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -433456.437500 Penalty: 4044.632080 Iteration 36Q: 3 clusters Score -433456.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -433462.593750 Penalty: 4044.632080 Iteration 37Q: 3 clusters Score -433462.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -433467.156250 Penalty: 4044.632080 Iteration 38Q: 3 clusters Score -433467.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -433473.375000 Penalty: 4044.632080 Iteration 39Q: 3 clusters Score -433473.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -433482.468750 Penalty: 4044.632080 Iteration 40F: 3 clusters Score -433482.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -433489.000000 Penalty: 4044.632080 Iteration 41Q: 3 clusters Score -433489 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -433495.187500 Penalty: 4044.632080 Iteration 42Q: 3 clusters Score -433495.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -433501.343750 Penalty: 4044.632080 Iteration 43Q: 3 clusters Score -433501.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -433506.031250 Penalty: 4044.632080 Iteration 44Q: 3 clusters Score -433506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -433514.000000 Penalty: 4044.632080 Iteration 45Q: 3 clusters Score -433514 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -433523.531250 Penalty: 4044.632080 Iteration 46Q: 3 clusters Score -433523.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -433528.593750 Penalty: 4044.632080 Iteration 47Q: 3 clusters Score -433528.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2281 members Entering Unmasked Estep Score: -433533.406250 Penalty: 4044.632080 Iteration 48Q: 3 clusters Score -433533.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -433534.937500 Penalty: 4044.632080 Iteration 49Q: 3 clusters Score -433534.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -433536.218750 Penalty: 4044.632080 Iteration 50Q: 3 clusters Score -433536.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -433536.437500 Penalty: 4044.632080 Iteration 51Q: 3 clusters Score -433536.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -433537.718750 Penalty: 4044.632080 Iteration 52Q: 3 clusters Score -433537.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -433538.281250 Penalty: 4044.632080 Iteration 53Q: 3 clusters Score -433538.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -433539.250000 Penalty: 4044.632080 Iteration 54Q: 3 clusters Score -433539.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -433539.937500 Penalty: 4044.632080 Iteration 55Q: 3 clusters Score -433539.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -433541.125000 Penalty: 4044.632080 Iteration 56Q: 3 clusters Score -433541.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -433542.562500 Penalty: 4044.632080 Iteration 57Q: 3 clusters Score -433542.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -433543.968750 Penalty: 4044.632080 Iteration 58Q: 3 clusters Score -433544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -433546.656250 Penalty: 4044.632080 Iteration 59Q: 3 clusters Score -433546.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -433549.593750 Penalty: 4044.632080 Iteration 60F: 3 clusters Score -433549.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -433552.187500 Penalty: 4044.632080 Iteration 61Q: 3 clusters Score -433552.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -433555.750000 Penalty: 4044.632080 Iteration 62Q: 3 clusters Score -433555.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -433557.312500 Penalty: 4044.632080 Iteration 63Q: 3 clusters Score -433557.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -433558.906250 Penalty: 4044.632080 Iteration 64Q: 3 clusters Score -433558.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -433559.531250 Penalty: 4044.632080 Iteration 65Q: 3 clusters Score -433559.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -433559.531250 Penalty: 4044.632080 Iteration 66F: 3 clusters Score -433559.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Entering Unmasked Estep Score: -1325135.500000 Penalty: 2288.978271 Iteration 0F: 2 clusters Score -1325136 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 5057 members Entering Unmasked Estep Score: -1317394.125000 Penalty: 4577.956543 Iteration 0F: 3 clusters Score -1317394 nChanged 4193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -1319821.625000 Penalty: 4577.956543 Iteration 1F: 3 clusters Score -1319822 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1320429.750000 Penalty: 4577.956543 Iteration 2F: 3 clusters Score -1320430 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1321047.125000 Penalty: 4577.956543 Iteration 3F: 3 clusters Score -1321047 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1321624.875000 Penalty: 4577.956543 Iteration 4F: 3 clusters Score -1321625 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -1322105.000000 Penalty: 4577.956543 Iteration 5F: 3 clusters Score -1322105 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -1322497.625000 Penalty: 4577.956543 Iteration 6F: 3 clusters Score -1322498 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -1322804.625000 Penalty: 4577.956543 Iteration 7Q: 3 clusters Score -1322805 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8027 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -1323012.625000 Penalty: 4577.956543 Iteration 8Q: 3 clusters Score -1323013 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -1323162.000000 Penalty: 4577.956543 Iteration 9Q: 3 clusters Score -1323162 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -1323289.000000 Penalty: 4577.956543 Iteration 10Q: 3 clusters Score -1323289 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -1323390.750000 Penalty: 4577.956543 Iteration 11Q: 3 clusters Score -1323391 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8720 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -1323476.250000 Penalty: 4577.956543 Iteration 12Q: 3 clusters Score -1323476 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -1323543.500000 Penalty: 4577.956543 Iteration 13Q: 3 clusters Score -1323544 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8955 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -1323621.125000 Penalty: 4577.956543 Iteration 14Q: 3 clusters Score -1323621 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9050 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -1323679.500000 Penalty: 4577.956543 Iteration 15Q: 3 clusters Score -1323680 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -1323729.500000 Penalty: 4577.956543 Iteration 16Q: 3 clusters Score -1323730 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9183 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1323761.750000 Penalty: 4577.956543 Iteration 17Q: 3 clusters Score -1323762 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -1323791.875000 Penalty: 4577.956543 Iteration 18Q: 3 clusters Score -1323792 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9236 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -1323805.375000 Penalty: 4577.956543 Iteration 19Q: 3 clusters Score -1323805 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9251 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -1323816.250000 Penalty: 4577.956543 Iteration 20F: 3 clusters Score -1323816 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1323818.125000 Penalty: 4577.956543 Iteration 21Q: 3 clusters Score -1323818 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -1323824.000000 Penalty: 4577.956543 Iteration 22Q: 3 clusters Score -1323824 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9288 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -1323825.500000 Penalty: 4577.956543 Iteration 23Q: 3 clusters Score -1323826 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9297 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1323833.375000 Penalty: 4577.956543 Iteration 24Q: 3 clusters Score -1323833 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1323835.750000 Penalty: 4577.956543 Iteration 25Q: 3 clusters Score -1323836 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9306 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1323836.125000 Penalty: 4577.956543 Iteration 26Q: 3 clusters Score -1323836 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1323838.000000 Penalty: 4577.956543 Iteration 27Q: 3 clusters Score -1323838 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -1323839.250000 Penalty: 4577.956543 Iteration 28Q: 3 clusters Score -1323839 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1323840.875000 Penalty: 4577.956543 Iteration 29Q: 3 clusters Score -1323841 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9323 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -1323842.750000 Penalty: 4577.956543 Iteration 30Q: 3 clusters Score -1323843 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -1323846.125000 Penalty: 4577.956543 Iteration 31Q: 3 clusters Score -1323846 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1323845.000000 Penalty: 4577.956543 Iteration 32Q: 3 clusters Score -1323845 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1323846.125000 Penalty: 4577.956543 Iteration 33Q: 3 clusters Score -1323846 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -1323846.125000 Penalty: 4577.956543 Iteration 34F: 3 clusters Score -1323846 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Entering Unmasked Estep Score: -1026623.500000 Penalty: 2234.978760 Iteration 0F: 2 clusters Score -1026624 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -1020122.937500 Penalty: 4469.957520 Iteration 0F: 3 clusters Score -1020123 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -1021966.750000 Penalty: 4469.957520 Iteration 1F: 3 clusters Score -1021967 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -1022391.062500 Penalty: 4469.957520 Iteration 2F: 3 clusters Score -1022391 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -1022812.562500 Penalty: 4469.957520 Iteration 3F: 3 clusters Score -1022813 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -1023286.125000 Penalty: 4469.957520 Iteration 4F: 3 clusters Score -1023286 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1023677.312500 Penalty: 4469.957520 Iteration 5F: 3 clusters Score -1023677 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -1023939.312500 Penalty: 4469.957520 Iteration 6F: 3 clusters Score -1023939 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1024136.687500 Penalty: 4469.957520 Iteration 7Q: 3 clusters Score -1024137 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -1024315.562500 Penalty: 4469.957520 Iteration 8Q: 3 clusters Score -1024316 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -1024464.062500 Penalty: 4469.957520 Iteration 9Q: 3 clusters Score -1024464 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3476 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1024565.500000 Penalty: 4469.957520 Iteration 10Q: 3 clusters Score -1024566 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 4856 members Entering Unmasked Estep Score: -1024632.375000 Penalty: 4469.957520 Iteration 11Q: 3 clusters Score -1024632 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 4967 members Entering Unmasked Estep Score: -1024677.375000 Penalty: 4469.957520 Iteration 12Q: 3 clusters Score -1024677 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 5074 members Entering Unmasked Estep Score: -1024723.500000 Penalty: 4469.957520 Iteration 13Q: 3 clusters Score -1024724 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -1024762.875000 Penalty: 4469.957520 Iteration 14Q: 3 clusters Score -1024763 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -1024787.312500 Penalty: 4469.957520 Iteration 15Q: 3 clusters Score -1024787 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 5315 members Entering Unmasked Estep Score: -1024812.875000 Penalty: 4469.957520 Iteration 16Q: 3 clusters Score -1024813 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 5376 members Entering Unmasked Estep Score: -1024834.000000 Penalty: 4469.957520 Iteration 17Q: 3 clusters Score -1024834 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -1024857.500000 Penalty: 4469.957520 Iteration 18Q: 3 clusters Score -1024858 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -1024879.937500 Penalty: 4469.957520 Iteration 19Q: 3 clusters Score -1024880 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -1024893.562500 Penalty: 4469.957520 Iteration 20F: 3 clusters Score -1024894 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -1024914.437500 Penalty: 4469.957520 Iteration 21Q: 3 clusters Score -1024914 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -1024934.375000 Penalty: 4469.957520 Iteration 22Q: 3 clusters Score -1024934 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -1024954.250000 Penalty: 4469.957520 Iteration 23Q: 3 clusters Score -1024954 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 5738 members Entering Unmasked Estep Score: -1024968.437500 Penalty: 4469.957520 Iteration 24Q: 3 clusters Score -1024968 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -1024980.625000 Penalty: 4469.957520 Iteration 25Q: 3 clusters Score -1024981 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -1025001.312500 Penalty: 4469.957520 Iteration 26Q: 3 clusters Score -1025001 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -1025020.125000 Penalty: 4469.957520 Iteration 27Q: 3 clusters Score -1025020 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 5931 members Entering Unmasked Estep Score: -1025043.875000 Penalty: 4469.957520 Iteration 28Q: 3 clusters Score -1025044 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 5986 members Entering Unmasked Estep Score: -1025063.562500 Penalty: 4469.957520 Iteration 29Q: 3 clusters Score -1025064 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 6039 members Entering Unmasked Estep Score: -1025085.062500 Penalty: 4469.957520 Iteration 30Q: 3 clusters Score -1025085 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -1025105.000000 Penalty: 4469.957520 Iteration 31Q: 3 clusters Score -1025105 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -1025126.500000 Penalty: 4469.957520 Iteration 32Q: 3 clusters Score -1025126 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -1025148.312500 Penalty: 4469.957520 Iteration 33Q: 3 clusters Score -1025148 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -1025183.562500 Penalty: 4469.957520 Iteration 34Q: 3 clusters Score -1025184 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -1025211.312500 Penalty: 4469.957520 Iteration 35Q: 3 clusters Score -1025211 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -1025243.375000 Penalty: 4469.957520 Iteration 36Q: 3 clusters Score -1025243 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1025265.687500 Penalty: 4469.957520 Iteration 37Q: 3 clusters Score -1025266 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -1025290.500000 Penalty: 4469.957520 Iteration 38Q: 3 clusters Score -1025290 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -1025312.375000 Penalty: 4469.957520 Iteration 39Q: 3 clusters Score -1025312 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 6513 members Entering Unmasked Estep Score: -1025329.000000 Penalty: 4469.957520 Iteration 40F: 3 clusters Score -1025329 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 6546 members Entering Unmasked Estep Score: -1025345.625000 Penalty: 4469.957520 Iteration 41Q: 3 clusters Score -1025346 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 6582 members Entering Unmasked Estep Score: -1025363.812500 Penalty: 4469.957520 Iteration 42Q: 3 clusters Score -1025364 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 6625 members Entering Unmasked Estep Score: -1025379.500000 Penalty: 4469.957520 Iteration 43Q: 3 clusters Score -1025380 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 6652 members Entering Unmasked Estep Score: -1025390.875000 Penalty: 4469.957520 Iteration 44Q: 3 clusters Score -1025391 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -1025403.250000 Penalty: 4469.957520 Iteration 45Q: 3 clusters Score -1025403 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1025411.187500 Penalty: 4469.957520 Iteration 46Q: 3 clusters Score -1025411 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -1025417.437500 Penalty: 4469.957520 Iteration 47Q: 3 clusters Score -1025417 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1025428.750000 Penalty: 4469.957520 Iteration 48Q: 3 clusters Score -1025429 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1025435.125000 Penalty: 4469.957520 Iteration 49Q: 3 clusters Score -1025435 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1025440.812500 Penalty: 4469.957520 Iteration 50Q: 3 clusters Score -1025441 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -1025446.000000 Penalty: 4469.957520 Iteration 51Q: 3 clusters Score -1025446 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1025449.312500 Penalty: 4469.957520 Iteration 52Q: 3 clusters Score -1025449 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -1025452.562500 Penalty: 4469.957520 Iteration 53Q: 3 clusters Score -1025453 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 6806 members Entering Unmasked Estep Score: -1025457.562500 Penalty: 4469.957520 Iteration 54Q: 3 clusters Score -1025458 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1025460.000000 Penalty: 4469.957520 Iteration 55Q: 3 clusters Score -1025460 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 6823 members Entering Unmasked Estep Score: -1025461.937500 Penalty: 4469.957520 Iteration 56Q: 3 clusters Score -1025462 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -1025465.437500 Penalty: 4469.957520 Iteration 57Q: 3 clusters Score -1025465 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1025466.125000 Penalty: 4469.957520 Iteration 58Q: 3 clusters Score -1025466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -1025467.312500 Penalty: 4469.957520 Iteration 59Q: 3 clusters Score -1025467 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 6836 members Entering Unmasked Estep Score: -1025467.375000 Penalty: 4469.957520 Iteration 60F: 3 clusters Score -1025467 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (49590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49590 members Entering Unmasked Estep Score: -6647935.000000 Penalty: 2681.262939 Iteration 0F: 2 clusters Score -6647935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24753 members Mstep: Class 2 contains 24837 members Entering Unmasked Estep Score: -6614592.500000 Penalty: 5362.525879 Iteration 0F: 3 clusters Score -6614592 nChanged 22872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23915 members Mstep: Class 2 contains 25675 members Entering Unmasked Estep Score: -6627266.500000 Penalty: 5362.525879 Iteration 1F: 3 clusters Score -6627266 nChanged 2289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23084 members Mstep: Class 2 contains 26506 members Entering Unmasked Estep Score: -6628085.000000 Penalty: 5362.525879 Iteration 2Q: 3 clusters Score -6628085 nChanged 2490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21876 members Mstep: Class 2 contains 27714 members Entering Unmasked Estep Score: -6629125.000000 Penalty: 5362.525879 Iteration 3F: 3 clusters Score -6629125 nChanged 2751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20213 members Mstep: Class 2 contains 29377 members Entering Unmasked Estep Score: -6630531.000000 Penalty: 5362.525879 Iteration 4F: 3 clusters Score -6630531 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17943 members Mstep: Class 2 contains 31647 members Entering Unmasked Estep Score: -6632514.500000 Penalty: 5362.525879 Iteration 5F: 3 clusters Score -6632514 nChanged 3420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15389 members Mstep: Class 2 contains 34201 members Entering Unmasked Estep Score: -6634675.500000 Penalty: 5362.525879 Iteration 6F: 3 clusters Score -6634676 nChanged 3325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12738 members Mstep: Class 2 contains 36852 members Entering Unmasked Estep Score: -6636834.500000 Penalty: 5362.525879 Iteration 7F: 3 clusters Score -6636834 nChanged 2985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 39371 members Entering Unmasked Estep Score: -6638758.000000 Penalty: 5362.525879 Iteration 8F: 3 clusters Score -6638758 nChanged 2457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7978 members Mstep: Class 2 contains 41612 members Entering Unmasked Estep Score: -6640419.000000 Penalty: 5362.525879 Iteration 9Q: 3 clusters Score -6640419 nChanged 2092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 43608 members Entering Unmasked Estep Score: -6641886.000000 Penalty: 5362.525879 Iteration 10Q: 3 clusters Score -6641886 nChanged 1665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 45229 members Entering Unmasked Estep Score: -6642986.000000 Penalty: 5362.525879 Iteration 11Q: 3 clusters Score -6642986 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 46470 members Entering Unmasked Estep Score: -6643836.000000 Penalty: 5362.525879 Iteration 12Q: 3 clusters Score -6643836 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 47367 members Entering Unmasked Estep Score: -6644460.500000 Penalty: 5362.525879 Iteration 13Q: 3 clusters Score -6644460 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 47997 members Entering Unmasked Estep Score: -6644912.000000 Penalty: 5362.525879 Iteration 14Q: 3 clusters Score -6644912 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 48404 members Entering Unmasked Estep Score: -6645234.500000 Penalty: 5362.525879 Iteration 15Q: 3 clusters Score -6645234 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 48640 members Entering Unmasked Estep Score: -6645405.000000 Penalty: 5362.525879 Iteration 16Q: 3 clusters Score -6645405 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 48786 members Entering Unmasked Estep Score: -6645512.500000 Penalty: 5362.525879 Iteration 17Q: 3 clusters Score -6645512 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 48887 members Entering Unmasked Estep Score: -6645590.000000 Penalty: 5362.525879 Iteration 18Q: 3 clusters Score -6645590 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 48948 members Entering Unmasked Estep Score: -6645623.000000 Penalty: 5362.525879 Iteration 19Q: 3 clusters Score -6645623 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 48985 members Entering Unmasked Estep Score: -6645673.000000 Penalty: 5362.525879 Iteration 20F: 3 clusters Score -6645673 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 49010 members Entering Unmasked Estep Score: -6645695.500000 Penalty: 5362.525879 Iteration 21Q: 3 clusters Score -6645696 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 49031 members Entering Unmasked Estep Score: -6645725.500000 Penalty: 5362.525879 Iteration 22Q: 3 clusters Score -6645726 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 49049 members Entering Unmasked Estep Score: -6645729.000000 Penalty: 5362.525879 Iteration 23Q: 3 clusters Score -6645729 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 49063 members Entering Unmasked Estep Score: -6645752.000000 Penalty: 5362.525879 Iteration 24Q: 3 clusters Score -6645752 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 49070 members Entering Unmasked Estep Score: -6645760.000000 Penalty: 5362.525879 Iteration 25Q: 3 clusters Score -6645760 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 49075 members Entering Unmasked Estep Score: -6645763.500000 Penalty: 5362.525879 Iteration 26Q: 3 clusters Score -6645764 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 49080 members Entering Unmasked Estep Score: -6645765.500000 Penalty: 5362.525879 Iteration 27Q: 3 clusters Score -6645766 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 49089 members Entering Unmasked Estep Score: -6645780.000000 Penalty: 5362.525879 Iteration 28Q: 3 clusters Score -6645780 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 49094 members Entering Unmasked Estep Score: -6645779.500000 Penalty: 5362.525879 Iteration 29Q: 3 clusters Score -6645780 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 49096 members Entering Unmasked Estep Score: -6645797.000000 Penalty: 5362.525879 Iteration 30Q: 3 clusters Score -6645797 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 49099 members Entering Unmasked Estep Score: -6645795.500000 Penalty: 5362.525879 Iteration 31Q: 3 clusters Score -6645796 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 49103 members Entering Unmasked Estep Score: -6645800.000000 Penalty: 5362.525879 Iteration 32Q: 3 clusters Score -6645800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 49103 members Entering Unmasked Estep Score: -6645801.000000 Penalty: 5362.525879 Iteration 33Q: 3 clusters Score -6645801 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 49100 members Entering Unmasked Estep Score: -6645799.500000 Penalty: 5362.525879 Iteration 34Q: 3 clusters Score -6645800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 49102 members Entering Unmasked Estep Score: -6645810.500000 Penalty: 5362.525879 Iteration 35Q: 3 clusters Score -6645810 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 49104 members Entering Unmasked Estep Score: -6645812.500000 Penalty: 5362.525879 Iteration 36Q: 3 clusters Score -6645812 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 49103 members Entering Unmasked Estep Score: -6645817.000000 Penalty: 5362.525879 Iteration 37Q: 3 clusters Score -6645817 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 49103 members Entering Unmasked Estep Score: -6645817.000000 Penalty: 5362.525879 Iteration 38F: 3 clusters Score -6645817 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (40034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40034 members Entering Unmasked Estep Score: -5377535.500000 Penalty: 2628.176270 Iteration 0F: 2 clusters Score -5377536 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20122 members Mstep: Class 2 contains 19912 members Entering Unmasked Estep Score: -5350307.500000 Penalty: 5256.352539 Iteration 0F: 3 clusters Score -5350308 nChanged 18270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20962 members Mstep: Class 2 contains 19072 members Entering Unmasked Estep Score: -5360440.500000 Penalty: 5256.352539 Iteration 1F: 3 clusters Score -5360440 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21667 members Mstep: Class 2 contains 18367 members Entering Unmasked Estep Score: -5361058.500000 Penalty: 5256.352539 Iteration 2Q: 3 clusters Score -5361058 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22707 members Mstep: Class 2 contains 17327 members Entering Unmasked Estep Score: -5361867.000000 Penalty: 5256.352539 Iteration 3Q: 3 clusters Score -5361867 nChanged 2118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24163 members Mstep: Class 2 contains 15871 members Entering Unmasked Estep Score: -5362923.000000 Penalty: 5256.352539 Iteration 4F: 3 clusters Score -5362923 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26131 members Mstep: Class 2 contains 13903 members Entering Unmasked Estep Score: -5364308.500000 Penalty: 5256.352539 Iteration 5F: 3 clusters Score -5364308 nChanged 2693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28480 members Mstep: Class 2 contains 11554 members Entering Unmasked Estep Score: -5366160.500000 Penalty: 5256.352539 Iteration 6F: 3 clusters Score -5366160 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31030 members Mstep: Class 2 contains 9004 members Entering Unmasked Estep Score: -5368260.500000 Penalty: 5256.352539 Iteration 7F: 3 clusters Score -5368260 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33523 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -5370322.500000 Penalty: 5256.352539 Iteration 8F: 3 clusters Score -5370322 nChanged 2160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35607 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -5372110.000000 Penalty: 5256.352539 Iteration 9F: 3 clusters Score -5372110 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37165 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -5373379.000000 Penalty: 5256.352539 Iteration 10Q: 3 clusters Score -5373379 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38163 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -5374161.000000 Penalty: 5256.352539 Iteration 11Q: 3 clusters Score -5374161 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38749 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -5374607.000000 Penalty: 5256.352539 Iteration 12Q: 3 clusters Score -5374607 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39094 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -5374907.500000 Penalty: 5256.352539 Iteration 13Q: 3 clusters Score -5374908 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39314 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -5375091.500000 Penalty: 5256.352539 Iteration 14Q: 3 clusters Score -5375092 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39419 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -5375192.000000 Penalty: 5256.352539 Iteration 15Q: 3 clusters Score -5375192 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39469 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -5375222.500000 Penalty: 5256.352539 Iteration 16Q: 3 clusters Score -5375222 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39499 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -5375248.500000 Penalty: 5256.352539 Iteration 17Q: 3 clusters Score -5375248 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39519 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -5375274.000000 Penalty: 5256.352539 Iteration 18Q: 3 clusters Score -5375274 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39529 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -5375281.000000 Penalty: 5256.352539 Iteration 19Q: 3 clusters Score -5375281 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39533 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -5375292.500000 Penalty: 5256.352539 Iteration 20F: 3 clusters Score -5375292 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39537 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -5375294.000000 Penalty: 5256.352539 Iteration 21Q: 3 clusters Score -5375294 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39541 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -5375294.000000 Penalty: 5256.352539 Iteration 22Q: 3 clusters Score -5375294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39543 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -5375303.500000 Penalty: 5256.352539 Iteration 23Q: 3 clusters Score -5375304 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39544 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -5375298.000000 Penalty: 5256.352539 Iteration 24Q: 3 clusters Score -5375298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39546 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -5375301.000000 Penalty: 5256.352539 Iteration 25Q: 3 clusters Score -5375301 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39546 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -5375301.000000 Penalty: 5256.352539 Iteration 26F: 3 clusters Score -5375301 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Entering Unmasked Estep Score: -101149.148438 Penalty: 1667.808350 Iteration 0F: 2 clusters Score -101149.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -99325.851562 Penalty: 3335.616699 Iteration 0F: 3 clusters Score -99325.85 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -99612.585938 Penalty: 3335.616699 Iteration 1F: 3 clusters Score -99612.59 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -99721.437500 Penalty: 3335.616699 Iteration 2F: 3 clusters Score -99721.44 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -99792.343750 Penalty: 3335.616699 Iteration 3Q: 3 clusters Score -99792.34 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -99847.078125 Penalty: 3335.616699 Iteration 4Q: 3 clusters Score -99847.08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -99911.343750 Penalty: 3335.616699 Iteration 5Q: 3 clusters Score -99911.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -99951.328125 Penalty: 3335.616699 Iteration 6Q: 3 clusters Score -99951.33 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -100005.414062 Penalty: 3335.616699 Iteration 7Q: 3 clusters Score -100005.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -100045.585938 Penalty: 3335.616699 Iteration 8Q: 3 clusters Score -100045.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -100083.382812 Penalty: 3335.616699 Iteration 9Q: 3 clusters Score -100083.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -100107.289062 Penalty: 3335.616699 Iteration 10Q: 3 clusters Score -100107.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -100119.234375 Penalty: 3335.616699 Iteration 11Q: 3 clusters Score -100119.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -100132.500000 Penalty: 3335.616699 Iteration 12Q: 3 clusters Score -100132.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -100138.406250 Penalty: 3335.616699 Iteration 13Q: 3 clusters Score -100138.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -100149.289062 Penalty: 3335.616699 Iteration 14Q: 3 clusters Score -100149.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -100157.070312 Penalty: 3335.616699 Iteration 15Q: 3 clusters Score -100157.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -100162.210938 Penalty: 3335.616699 Iteration 16Q: 3 clusters Score -100162.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -100180.625000 Penalty: 3335.616699 Iteration 17Q: 3 clusters Score -100180.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -100206.539062 Penalty: 3335.616699 Iteration 18Q: 3 clusters Score -100206.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -100247.265625 Penalty: 3335.616699 Iteration 19Q: 3 clusters Score -100247.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -100357.593750 Penalty: 3335.616699 Iteration 20F: 3 clusters Score -100357.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -100542.867188 Penalty: 3335.616699 Iteration 21Q: 3 clusters Score -100542.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -100653.085938 Penalty: 3335.616699 Iteration 22Q: 3 clusters Score -100653.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -100764.242188 Penalty: 3335.616699 Iteration 23Q: 3 clusters Score -100764.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -100851.007812 Penalty: 3335.616699 Iteration 24Q: 3 clusters Score -100851 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -100930.968750 Penalty: 3335.616699 Iteration 25Q: 3 clusters Score -100931 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -100982.507812 Penalty: 3335.616699 Iteration 26Q: 3 clusters Score -100982.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -101002.710938 Penalty: 3335.616699 Iteration 27Q: 3 clusters Score -101002.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -101022.039062 Penalty: 3335.616699 Iteration 28Q: 3 clusters Score -101022 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -101042.257812 Penalty: 3335.616699 Iteration 29Q: 3 clusters Score -101042.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -101076.445312 Penalty: 3335.616699 Iteration 30Q: 3 clusters Score -101076.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -101139.125000 Penalty: 3335.616699 Iteration 31Q: 3 clusters Score -101139.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -101278.437500 Penalty: 3335.616699 Iteration 32Q: 3 clusters Score -101278.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -101535.296875 Penalty: 3335.616699 Iteration 33Q: 3 clusters Score -101535.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -101760.796875 Penalty: 3335.616699 Iteration 34Q: 3 clusters Score -101760.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -101766.679688 Penalty: 3335.616699 Iteration 35Q: 3 clusters Score -101766.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -101766.679688 Penalty: 3335.616699 Iteration 36F: 3 clusters Score -101766.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58554 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18660 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 562 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 271 members Entering Unmasked Estep Score: -85887144.000000 Penalty: 83037.125000 Splitting cluster 13 changes total score from -85888216.000000 to -85887144.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (50522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50522 members Entering Unmasked Estep Score: -6806900.000000 Penalty: 2685.880615 Iteration 0F: 2 clusters Score -6806900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25319 members Mstep: Class 2 contains 25203 members Entering Unmasked Estep Score: -6772941.500000 Penalty: 5371.761230 Iteration 0F: 3 clusters Score -6772942 nChanged 23177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26044 members Mstep: Class 2 contains 24478 members Entering Unmasked Estep Score: -6785375.000000 Penalty: 5371.761230 Iteration 1F: 3 clusters Score -6785375 nChanged 1805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26475 members Mstep: Class 2 contains 24047 members Entering Unmasked Estep Score: -6785783.500000 Penalty: 5371.761230 Iteration 2Q: 3 clusters Score -6785784 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27114 members Mstep: Class 2 contains 23408 members Entering Unmasked Estep Score: -6786220.500000 Penalty: 5371.761230 Iteration 3Q: 3 clusters Score -6786220 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27978 members Mstep: Class 2 contains 22544 members Entering Unmasked Estep Score: -6786766.000000 Penalty: 5371.761230 Iteration 4Q: 3 clusters Score -6786766 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29146 members Mstep: Class 2 contains 21376 members Entering Unmasked Estep Score: -6787291.000000 Penalty: 5371.761230 Iteration 5Q: 3 clusters Score -6787291 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30808 members Mstep: Class 2 contains 19714 members Entering Unmasked Estep Score: -6788158.500000 Penalty: 5371.761230 Iteration 6Q: 3 clusters Score -6788158 nChanged 2511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33121 members Mstep: Class 2 contains 17401 members Entering Unmasked Estep Score: -6789429.500000 Penalty: 5371.761230 Iteration 7Q: 3 clusters Score -6789430 nChanged 3164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36197 members Mstep: Class 2 contains 14325 members Entering Unmasked Estep Score: -6791517.000000 Penalty: 5371.761230 Iteration 8F: 3 clusters Score -6791517 nChanged 3818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39993 members Mstep: Class 2 contains 10529 members Entering Unmasked Estep Score: -6794702.500000 Penalty: 5371.761230 Iteration 9F: 3 clusters Score -6794702 nChanged 4034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44007 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -6798468.000000 Penalty: 5371.761230 Iteration 10F: 3 clusters Score -6798468 nChanged 3143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47144 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -6801524.000000 Penalty: 5371.761230 Iteration 11F: 3 clusters Score -6801524 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49009 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -6803297.000000 Penalty: 5371.761230 Iteration 12Q: 3 clusters Score -6803297 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49767 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -6804023.000000 Penalty: 5371.761230 Iteration 13Q: 3 clusters Score -6804023 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50030 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -6804304.000000 Penalty: 5371.761230 Iteration 14Q: 3 clusters Score -6804304 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50134 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -6804420.000000 Penalty: 5371.761230 Iteration 15Q: 3 clusters Score -6804420 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50174 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -6804475.000000 Penalty: 5371.761230 Iteration 16Q: 3 clusters Score -6804475 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50195 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -6804492.500000 Penalty: 5371.761230 Iteration 17Q: 3 clusters Score -6804492 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50216 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -6804535.500000 Penalty: 5371.761230 Iteration 18Q: 3 clusters Score -6804536 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50227 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -6804542.500000 Penalty: 5371.761230 Iteration 19Q: 3 clusters Score -6804542 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50240 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -6804581.000000 Penalty: 5371.761230 Iteration 20F: 3 clusters Score -6804581 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50240 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -6804591.500000 Penalty: 5371.761230 Iteration 21Q: 3 clusters Score -6804592 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50243 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -6804602.500000 Penalty: 5371.761230 Iteration 22Q: 3 clusters Score -6804602 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50243 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -6804603.000000 Penalty: 5371.761230 Iteration 23Q: 3 clusters Score -6804603 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50245 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -6804608.500000 Penalty: 5371.761230 Iteration 24Q: 3 clusters Score -6804608 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50246 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -6804610.500000 Penalty: 5371.761230 Iteration 25Q: 3 clusters Score -6804610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50247 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -6804610.000000 Penalty: 5371.761230 Iteration 26Q: 3 clusters Score -6804610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50248 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -6804614.000000 Penalty: 5371.761230 Iteration 27Q: 3 clusters Score -6804614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50247 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -6804617.000000 Penalty: 5371.761230 Iteration 28Q: 3 clusters Score -6804617 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50248 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -6804616.000000 Penalty: 5371.761230 Iteration 29Q: 3 clusters Score -6804616 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50250 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -6804620.000000 Penalty: 5371.761230 Iteration 30Q: 3 clusters Score -6804620 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50250 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -6804620.000000 Penalty: 5371.761230 Iteration 31Q: 3 clusters Score -6804620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50251 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -6804624.500000 Penalty: 5371.761230 Iteration 32Q: 3 clusters Score -6804624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50252 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -6804624.500000 Penalty: 5371.761230 Iteration 33Q: 3 clusters Score -6804624 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50253 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -6804627.500000 Penalty: 5371.761230 Iteration 34Q: 3 clusters Score -6804628 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50252 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -6804632.500000 Penalty: 5371.761230 Iteration 35Q: 3 clusters Score -6804632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50251 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -6804634.500000 Penalty: 5371.761230 Iteration 36Q: 3 clusters Score -6804634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50250 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -6804632.500000 Penalty: 5371.761230 Iteration 37Q: 3 clusters Score -6804632 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50248 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -6804643.000000 Penalty: 5371.761230 Iteration 38Q: 3 clusters Score -6804643 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50248 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -6804648.500000 Penalty: 5371.761230 Iteration 39Q: 3 clusters Score -6804648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50249 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -6804646.500000 Penalty: 5371.761230 Iteration 40F: 3 clusters Score -6804646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50250 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -6804644.000000 Penalty: 5371.761230 Iteration 41Q: 3 clusters Score -6804644 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50250 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -6804644.000000 Penalty: 5371.761230 Iteration 42F: 3 clusters Score -6804644 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Entering Unmasked Estep Score: -695594.437500 Penalty: 2123.796387 Iteration 0F: 2 clusters Score -695594.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -690892.062500 Penalty: 4247.592773 Iteration 0F: 3 clusters Score -690892.1 nChanged 2029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -692062.937500 Penalty: 4247.592773 Iteration 1F: 3 clusters Score -692062.9 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -692271.812500 Penalty: 4247.592773 Iteration 2F: 3 clusters Score -692271.8 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -692411.750000 Penalty: 4247.592773 Iteration 3Q: 3 clusters Score -692411.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -692507.250000 Penalty: 4247.592773 Iteration 4Q: 3 clusters Score -692507.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -692584.937500 Penalty: 4247.592773 Iteration 5Q: 3 clusters Score -692584.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -692664.437500 Penalty: 4247.592773 Iteration 6Q: 3 clusters Score -692664.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -692714.875000 Penalty: 4247.592773 Iteration 7Q: 3 clusters Score -692714.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -692753.437500 Penalty: 4247.592773 Iteration 8Q: 3 clusters Score -692753.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -692786.937500 Penalty: 4247.592773 Iteration 9Q: 3 clusters Score -692786.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -692821.937500 Penalty: 4247.592773 Iteration 10Q: 3 clusters Score -692821.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -692856.437500 Penalty: 4247.592773 Iteration 11Q: 3 clusters Score -692856.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -692892.500000 Penalty: 4247.592773 Iteration 12Q: 3 clusters Score -692892.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -692933.437500 Penalty: 4247.592773 Iteration 13Q: 3 clusters Score -692933.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -692982.062500 Penalty: 4247.592773 Iteration 14Q: 3 clusters Score -692982.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -693036.562500 Penalty: 4247.592773 Iteration 15Q: 3 clusters Score -693036.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -693106.062500 Penalty: 4247.592773 Iteration 16Q: 3 clusters Score -693106.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -693194.625000 Penalty: 4247.592773 Iteration 17Q: 3 clusters Score -693194.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -693323.750000 Penalty: 4247.592773 Iteration 18Q: 3 clusters Score -693323.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -693473.750000 Penalty: 4247.592773 Iteration 19Q: 3 clusters Score -693473.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -693643.437500 Penalty: 4247.592773 Iteration 20F: 3 clusters Score -693643.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -693774.000000 Penalty: 4247.592773 Iteration 21Q: 3 clusters Score -693774 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -693921.812500 Penalty: 4247.592773 Iteration 22Q: 3 clusters Score -693921.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -694066.500000 Penalty: 4247.592773 Iteration 23Q: 3 clusters Score -694066.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -694168.062500 Penalty: 4247.592773 Iteration 24Q: 3 clusters Score -694168.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -694231.625000 Penalty: 4247.592773 Iteration 25Q: 3 clusters Score -694231.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -694282.250000 Penalty: 4247.592773 Iteration 26Q: 3 clusters Score -694282.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4800 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -694320.812500 Penalty: 4247.592773 Iteration 27Q: 3 clusters Score -694320.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -694347.500000 Penalty: 4247.592773 Iteration 28Q: 3 clusters Score -694347.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -694362.687500 Penalty: 4247.592773 Iteration 29Q: 3 clusters Score -694362.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -694380.437500 Penalty: 4247.592773 Iteration 30Q: 3 clusters Score -694380.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -694395.187500 Penalty: 4247.592773 Iteration 31Q: 3 clusters Score -694395.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -694404.437500 Penalty: 4247.592773 Iteration 32Q: 3 clusters Score -694404.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -694408.000000 Penalty: 4247.592773 Iteration 33Q: 3 clusters Score -694408 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -694410.000000 Penalty: 4247.592773 Iteration 34Q: 3 clusters Score -694410 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -694419.062500 Penalty: 4247.592773 Iteration 35F: 3 clusters Score -694419.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -694421.625000 Penalty: 4247.592773 Iteration 36Q: 3 clusters Score -694421.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -694420.625000 Penalty: 4247.592773 Iteration 37Q: 3 clusters Score -694420.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -694423.187500 Penalty: 4247.592773 Iteration 38Q: 3 clusters Score -694423.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -694424.000000 Penalty: 4247.592773 Iteration 39Q: 3 clusters Score -694424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4863 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -694424.750000 Penalty: 4247.592773 Iteration 40F: 3 clusters Score -694424.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -694426.875000 Penalty: 4247.592773 Iteration 41Q: 3 clusters Score -694426.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4869 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -694428.937500 Penalty: 4247.592773 Iteration 42Q: 3 clusters Score -694428.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -694429.562500 Penalty: 4247.592773 Iteration 43Q: 3 clusters Score -694429.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -694431.125000 Penalty: 4247.592773 Iteration 44Q: 3 clusters Score -694431.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4872 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -694431.125000 Penalty: 4247.592773 Iteration 45F: 3 clusters Score -694431.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (45025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45025 members Entering Unmasked Estep Score: -6043699.500000 Penalty: 2657.313477 Iteration 0F: 2 clusters Score -6043700 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22472 members Mstep: Class 2 contains 22553 members Entering Unmasked Estep Score: -6013258.000000 Penalty: 5314.626953 Iteration 0F: 3 clusters Score -6013258 nChanged 20725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22295 members Mstep: Class 2 contains 22730 members Entering Unmasked Estep Score: -6024842.000000 Penalty: 5314.626953 Iteration 1F: 3 clusters Score -6024842 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22265 members Mstep: Class 2 contains 22760 members Entering Unmasked Estep Score: -6025318.500000 Penalty: 5314.626953 Iteration 2Q: 3 clusters Score -6025318 nChanged 1600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22237 members Mstep: Class 2 contains 22788 members Entering Unmasked Estep Score: -6025785.500000 Penalty: 5314.626953 Iteration 3Q: 3 clusters Score -6025786 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22175 members Mstep: Class 2 contains 22850 members Entering Unmasked Estep Score: -6026223.500000 Penalty: 5314.626953 Iteration 4Q: 3 clusters Score -6026224 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22069 members Mstep: Class 2 contains 22956 members Entering Unmasked Estep Score: -6026699.000000 Penalty: 5314.626953 Iteration 5Q: 3 clusters Score -6026699 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21957 members Mstep: Class 2 contains 23068 members Entering Unmasked Estep Score: -6027143.500000 Penalty: 5314.626953 Iteration 6Q: 3 clusters Score -6027144 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21821 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -6027684.000000 Penalty: 5314.626953 Iteration 7Q: 3 clusters Score -6027684 nChanged 1627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21586 members Mstep: Class 2 contains 23439 members Entering Unmasked Estep Score: -6028296.000000 Penalty: 5314.626953 Iteration 8Q: 3 clusters Score -6028296 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21331 members Mstep: Class 2 contains 23694 members Entering Unmasked Estep Score: -6029121.500000 Penalty: 5314.626953 Iteration 9Q: 3 clusters Score -6029122 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21044 members Mstep: Class 2 contains 23981 members Entering Unmasked Estep Score: -6030036.500000 Penalty: 5314.626953 Iteration 10Q: 3 clusters Score -6030036 nChanged 2030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20632 members Mstep: Class 2 contains 24393 members Entering Unmasked Estep Score: -6031216.000000 Penalty: 5314.626953 Iteration 11Q: 3 clusters Score -6031216 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20236 members Mstep: Class 2 contains 24789 members Entering Unmasked Estep Score: -6032307.000000 Penalty: 5314.626953 Iteration 12Q: 3 clusters Score -6032307 nChanged 1910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19812 members Mstep: Class 2 contains 25213 members Entering Unmasked Estep Score: -6033350.500000 Penalty: 5314.626953 Iteration 13Q: 3 clusters Score -6033350 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19393 members Mstep: Class 2 contains 25632 members Entering Unmasked Estep Score: -6034146.500000 Penalty: 5314.626953 Iteration 14Q: 3 clusters Score -6034146 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19038 members Mstep: Class 2 contains 25987 members Entering Unmasked Estep Score: -6034571.500000 Penalty: 5314.626953 Iteration 15Q: 3 clusters Score -6034572 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18692 members Mstep: Class 2 contains 26333 members Entering Unmasked Estep Score: -6034871.500000 Penalty: 5314.626953 Iteration 16Q: 3 clusters Score -6034872 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18362 members Mstep: Class 2 contains 26663 members Entering Unmasked Estep Score: -6035039.000000 Penalty: 5314.626953 Iteration 17Q: 3 clusters Score -6035039 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18004 members Mstep: Class 2 contains 27021 members Entering Unmasked Estep Score: -6035159.000000 Penalty: 5314.626953 Iteration 18Q: 3 clusters Score -6035159 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17604 members Mstep: Class 2 contains 27421 members Entering Unmasked Estep Score: -6035250.000000 Penalty: 5314.626953 Iteration 19Q: 3 clusters Score -6035250 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17201 members Mstep: Class 2 contains 27824 members Entering Unmasked Estep Score: -6035365.500000 Penalty: 5314.626953 Iteration 20F: 3 clusters Score -6035366 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16800 members Mstep: Class 2 contains 28225 members Entering Unmasked Estep Score: -6035513.500000 Penalty: 5314.626953 Iteration 21Q: 3 clusters Score -6035514 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16342 members Mstep: Class 2 contains 28683 members Entering Unmasked Estep Score: -6035676.000000 Penalty: 5314.626953 Iteration 22Q: 3 clusters Score -6035676 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15863 members Mstep: Class 2 contains 29162 members Entering Unmasked Estep Score: -6035856.000000 Penalty: 5314.626953 Iteration 23Q: 3 clusters Score -6035856 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15331 members Mstep: Class 2 contains 29694 members Entering Unmasked Estep Score: -6036046.000000 Penalty: 5314.626953 Iteration 24Q: 3 clusters Score -6036046 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14803 members Mstep: Class 2 contains 30222 members Entering Unmasked Estep Score: -6036239.500000 Penalty: 5314.626953 Iteration 25Q: 3 clusters Score -6036240 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14264 members Mstep: Class 2 contains 30761 members Entering Unmasked Estep Score: -6036389.000000 Penalty: 5314.626953 Iteration 26Q: 3 clusters Score -6036389 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 31314 members Entering Unmasked Estep Score: -6036560.500000 Penalty: 5314.626953 Iteration 27Q: 3 clusters Score -6036560 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13128 members Mstep: Class 2 contains 31897 members Entering Unmasked Estep Score: -6036759.500000 Penalty: 5314.626953 Iteration 28Q: 3 clusters Score -6036760 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 32513 members Entering Unmasked Estep Score: -6036981.000000 Penalty: 5314.626953 Iteration 29Q: 3 clusters Score -6036981 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 33161 members Entering Unmasked Estep Score: -6037261.500000 Penalty: 5314.626953 Iteration 30Q: 3 clusters Score -6037262 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11221 members Mstep: Class 2 contains 33804 members Entering Unmasked Estep Score: -6037481.000000 Penalty: 5314.626953 Iteration 31Q: 3 clusters Score -6037481 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10560 members Mstep: Class 2 contains 34465 members Entering Unmasked Estep Score: -6037714.500000 Penalty: 5314.626953 Iteration 32Q: 3 clusters Score -6037714 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9948 members Mstep: Class 2 contains 35077 members Entering Unmasked Estep Score: -6037901.500000 Penalty: 5314.626953 Iteration 33Q: 3 clusters Score -6037902 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 35645 members Entering Unmasked Estep Score: -6038098.500000 Penalty: 5314.626953 Iteration 34Q: 3 clusters Score -6038098 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 36249 members Entering Unmasked Estep Score: -6038355.000000 Penalty: 5314.626953 Iteration 35Q: 3 clusters Score -6038355 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8185 members Mstep: Class 2 contains 36840 members Entering Unmasked Estep Score: -6038580.500000 Penalty: 5314.626953 Iteration 36Q: 3 clusters Score -6038580 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 37446 members Entering Unmasked Estep Score: -6038775.500000 Penalty: 5314.626953 Iteration 37Q: 3 clusters Score -6038776 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7039 members Mstep: Class 2 contains 37986 members Entering Unmasked Estep Score: -6038985.000000 Penalty: 5314.626953 Iteration 38Q: 3 clusters Score -6038985 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 38539 members Entering Unmasked Estep Score: -6039176.500000 Penalty: 5314.626953 Iteration 39Q: 3 clusters Score -6039176 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 39088 members Entering Unmasked Estep Score: -6039410.000000 Penalty: 5314.626953 Iteration 40F: 3 clusters Score -6039410 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 39630 members Entering Unmasked Estep Score: -6039628.000000 Penalty: 5314.626953 Iteration 41Q: 3 clusters Score -6039628 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 40121 members Entering Unmasked Estep Score: -6039841.000000 Penalty: 5314.626953 Iteration 42Q: 3 clusters Score -6039841 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 40561 members Entering Unmasked Estep Score: -6040060.000000 Penalty: 5314.626953 Iteration 43Q: 3 clusters Score -6040060 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 40973 members Entering Unmasked Estep Score: -6040213.500000 Penalty: 5314.626953 Iteration 44Q: 3 clusters Score -6040214 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 41356 members Entering Unmasked Estep Score: -6040376.000000 Penalty: 5314.626953 Iteration 45Q: 3 clusters Score -6040376 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 41709 members Entering Unmasked Estep Score: -6040559.500000 Penalty: 5314.626953 Iteration 46Q: 3 clusters Score -6040560 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 42020 members Entering Unmasked Estep Score: -6040712.500000 Penalty: 5314.626953 Iteration 47Q: 3 clusters Score -6040712 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 42294 members Entering Unmasked Estep Score: -6040900.000000 Penalty: 5314.626953 Iteration 48Q: 3 clusters Score -6040900 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 42547 members Entering Unmasked Estep Score: -6041027.500000 Penalty: 5314.626953 Iteration 49Q: 3 clusters Score -6041028 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 42751 members Entering Unmasked Estep Score: -6041175.000000 Penalty: 5314.626953 Iteration 50Q: 3 clusters Score -6041175 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 42916 members Entering Unmasked Estep Score: -6041277.500000 Penalty: 5314.626953 Iteration 51Q: 3 clusters Score -6041278 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 43056 members Entering Unmasked Estep Score: -6041363.000000 Penalty: 5314.626953 Iteration 52Q: 3 clusters Score -6041363 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 43173 members Entering Unmasked Estep Score: -6041442.500000 Penalty: 5314.626953 Iteration 53Q: 3 clusters Score -6041442 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 43281 members Entering Unmasked Estep Score: -6041494.000000 Penalty: 5314.626953 Iteration 54Q: 3 clusters Score -6041494 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 43354 members Entering Unmasked Estep Score: -6041528.000000 Penalty: 5314.626953 Iteration 55Q: 3 clusters Score -6041528 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 43417 members Entering Unmasked Estep Score: -6041551.500000 Penalty: 5314.626953 Iteration 56Q: 3 clusters Score -6041552 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 43461 members Entering Unmasked Estep Score: -6041573.500000 Penalty: 5314.626953 Iteration 57Q: 3 clusters Score -6041574 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 43493 members Entering Unmasked Estep Score: -6041576.500000 Penalty: 5314.626953 Iteration 58Q: 3 clusters Score -6041576 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 43514 members Entering Unmasked Estep Score: -6041581.500000 Penalty: 5314.626953 Iteration 59Q: 3 clusters Score -6041582 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 43526 members Entering Unmasked Estep Score: -6041601.500000 Penalty: 5314.626953 Iteration 60F: 3 clusters Score -6041602 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 43539 members Entering Unmasked Estep Score: -6041611.000000 Penalty: 5314.626953 Iteration 61Q: 3 clusters Score -6041611 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 43553 members Entering Unmasked Estep Score: -6041620.000000 Penalty: 5314.626953 Iteration 62Q: 3 clusters Score -6041620 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 43570 members Entering Unmasked Estep Score: -6041631.500000 Penalty: 5314.626953 Iteration 63Q: 3 clusters Score -6041632 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 43580 members Entering Unmasked Estep Score: -6041630.000000 Penalty: 5314.626953 Iteration 64Q: 3 clusters Score -6041630 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 43591 members Entering Unmasked Estep Score: -6041641.500000 Penalty: 5314.626953 Iteration 65Q: 3 clusters Score -6041642 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 43607 members Entering Unmasked Estep Score: -6041651.000000 Penalty: 5314.626953 Iteration 66Q: 3 clusters Score -6041651 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 43617 members Entering Unmasked Estep Score: -6041641.500000 Penalty: 5314.626953 Iteration 67Q: 3 clusters Score -6041642 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 43627 members Entering Unmasked Estep Score: -6041645.000000 Penalty: 5314.626953 Iteration 68Q: 3 clusters Score -6041645 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 43635 members Entering Unmasked Estep Score: -6041659.000000 Penalty: 5314.626953 Iteration 69Q: 3 clusters Score -6041659 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 43642 members Entering Unmasked Estep Score: -6041662.000000 Penalty: 5314.626953 Iteration 70Q: 3 clusters Score -6041662 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 43646 members Entering Unmasked Estep Score: -6041663.500000 Penalty: 5314.626953 Iteration 71Q: 3 clusters Score -6041664 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 43649 members Entering Unmasked Estep Score: -6041663.500000 Penalty: 5314.626953 Iteration 72Q: 3 clusters Score -6041664 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 43652 members Entering Unmasked Estep Score: -6041655.000000 Penalty: 5314.626953 Iteration 73Q: 3 clusters Score -6041655 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 43657 members Entering Unmasked Estep Score: -6041653.500000 Penalty: 5314.626953 Iteration 74Q: 3 clusters Score -6041654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 43659 members Entering Unmasked Estep Score: -6041655.000000 Penalty: 5314.626953 Iteration 75Q: 3 clusters Score -6041655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 43661 members Entering Unmasked Estep Score: -6041656.000000 Penalty: 5314.626953 Iteration 76Q: 3 clusters Score -6041656 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 43661 members Entering Unmasked Estep Score: -6041656.000000 Penalty: 5314.626953 Iteration 77F: 3 clusters Score -6041656 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (22794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22794 members Entering Unmasked Estep Score: -3032935.000000 Penalty: 2488.494629 Iteration 0F: 2 clusters Score -3032935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 11384 members Entering Unmasked Estep Score: -3017033.750000 Penalty: 4976.989258 Iteration 0F: 3 clusters Score -3017034 nChanged 10122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11666 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -3022459.500000 Penalty: 4976.989258 Iteration 1F: 3 clusters Score -3022460 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11780 members Mstep: Class 2 contains 11014 members Entering Unmasked Estep Score: -3022921.250000 Penalty: 4976.989258 Iteration 2F: 3 clusters Score -3022921 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11886 members Mstep: Class 2 contains 10908 members Entering Unmasked Estep Score: -3023263.500000 Penalty: 4976.989258 Iteration 3Q: 3 clusters Score -3023264 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11984 members Mstep: Class 2 contains 10810 members Entering Unmasked Estep Score: -3023592.750000 Penalty: 4976.989258 Iteration 4Q: 3 clusters Score -3023593 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12124 members Mstep: Class 2 contains 10670 members Entering Unmasked Estep Score: -3023937.750000 Penalty: 4976.989258 Iteration 5Q: 3 clusters Score -3023938 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 10489 members Entering Unmasked Estep Score: -3024304.250000 Penalty: 4976.989258 Iteration 6Q: 3 clusters Score -3024304 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12533 members Mstep: Class 2 contains 10261 members Entering Unmasked Estep Score: -3024751.500000 Penalty: 4976.989258 Iteration 7Q: 3 clusters Score -3024752 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12893 members Mstep: Class 2 contains 9901 members Entering Unmasked Estep Score: -3025347.000000 Penalty: 4976.989258 Iteration 8Q: 3 clusters Score -3025347 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13369 members Mstep: Class 2 contains 9425 members Entering Unmasked Estep Score: -3026138.000000 Penalty: 4976.989258 Iteration 9Q: 3 clusters Score -3026138 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13842 members Mstep: Class 2 contains 8952 members Entering Unmasked Estep Score: -3027046.000000 Penalty: 4976.989258 Iteration 10Q: 3 clusters Score -3027046 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14268 members Mstep: Class 2 contains 8526 members Entering Unmasked Estep Score: -3028069.750000 Penalty: 4976.989258 Iteration 11F: 3 clusters Score -3028070 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14522 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -3028942.250000 Penalty: 4976.989258 Iteration 12Q: 3 clusters Score -3028942 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14591 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -3029603.750000 Penalty: 4976.989258 Iteration 13Q: 3 clusters Score -3029604 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14515 members Mstep: Class 2 contains 8279 members Entering Unmasked Estep Score: -3029995.750000 Penalty: 4976.989258 Iteration 14Q: 3 clusters Score -3029996 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14332 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -3030216.750000 Penalty: 4976.989258 Iteration 15Q: 3 clusters Score -3030217 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14088 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -3030387.750000 Penalty: 4976.989258 Iteration 16Q: 3 clusters Score -3030388 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13831 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -3030571.750000 Penalty: 4976.989258 Iteration 17Q: 3 clusters Score -3030572 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13549 members Mstep: Class 2 contains 9245 members Entering Unmasked Estep Score: -3030689.750000 Penalty: 4976.989258 Iteration 18Q: 3 clusters Score -3030690 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13242 members Mstep: Class 2 contains 9552 members Entering Unmasked Estep Score: -3030835.500000 Penalty: 4976.989258 Iteration 19Q: 3 clusters Score -3030836 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12923 members Mstep: Class 2 contains 9871 members Entering Unmasked Estep Score: -3030985.750000 Penalty: 4976.989258 Iteration 20F: 3 clusters Score -3030986 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12629 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -3031088.000000 Penalty: 4976.989258 Iteration 21Q: 3 clusters Score -3031088 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12337 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -3031187.500000 Penalty: 4976.989258 Iteration 22Q: 3 clusters Score -3031188 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12069 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -3031284.750000 Penalty: 4976.989258 Iteration 23Q: 3 clusters Score -3031285 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11818 members Mstep: Class 2 contains 10976 members Entering Unmasked Estep Score: -3031386.000000 Penalty: 4976.989258 Iteration 24Q: 3 clusters Score -3031386 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -3031467.000000 Penalty: 4976.989258 Iteration 25Q: 3 clusters Score -3031467 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11342 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -3031544.750000 Penalty: 4976.989258 Iteration 26Q: 3 clusters Score -3031545 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11133 members Mstep: Class 2 contains 11661 members Entering Unmasked Estep Score: -3031608.500000 Penalty: 4976.989258 Iteration 27Q: 3 clusters Score -3031608 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10966 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -3031650.750000 Penalty: 4976.989258 Iteration 28Q: 3 clusters Score -3031651 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10796 members Mstep: Class 2 contains 11998 members Entering Unmasked Estep Score: -3031697.750000 Penalty: 4976.989258 Iteration 29Q: 3 clusters Score -3031698 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10664 members Mstep: Class 2 contains 12130 members Entering Unmasked Estep Score: -3031718.250000 Penalty: 4976.989258 Iteration 30Q: 3 clusters Score -3031718 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10564 members Mstep: Class 2 contains 12230 members Entering Unmasked Estep Score: -3031742.500000 Penalty: 4976.989258 Iteration 31Q: 3 clusters Score -3031742 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10478 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -3031761.500000 Penalty: 4976.989258 Iteration 32Q: 3 clusters Score -3031762 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 12399 members Entering Unmasked Estep Score: -3031773.750000 Penalty: 4976.989258 Iteration 33Q: 3 clusters Score -3031774 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10310 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -3031781.250000 Penalty: 4976.989258 Iteration 34Q: 3 clusters Score -3031781 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10237 members Mstep: Class 2 contains 12557 members Entering Unmasked Estep Score: -3031795.750000 Penalty: 4976.989258 Iteration 35Q: 3 clusters Score -3031796 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10175 members Mstep: Class 2 contains 12619 members Entering Unmasked Estep Score: -3031802.250000 Penalty: 4976.989258 Iteration 36Q: 3 clusters Score -3031802 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10120 members Mstep: Class 2 contains 12674 members Entering Unmasked Estep Score: -3031818.000000 Penalty: 4976.989258 Iteration 37Q: 3 clusters Score -3031818 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10077 members Mstep: Class 2 contains 12717 members Entering Unmasked Estep Score: -3031815.500000 Penalty: 4976.989258 Iteration 38Q: 3 clusters Score -3031816 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10030 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -3031832.250000 Penalty: 4976.989258 Iteration 39Q: 3 clusters Score -3031832 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9987 members Mstep: Class 2 contains 12807 members Entering Unmasked Estep Score: -3031832.250000 Penalty: 4976.989258 Iteration 40F: 3 clusters Score -3031832 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 12839 members Entering Unmasked Estep Score: -3031843.500000 Penalty: 4976.989258 Iteration 41Q: 3 clusters Score -3031844 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9921 members Mstep: Class 2 contains 12873 members Entering Unmasked Estep Score: -3031840.250000 Penalty: 4976.989258 Iteration 42Q: 3 clusters Score -3031840 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 12903 members Entering Unmasked Estep Score: -3031851.000000 Penalty: 4976.989258 Iteration 43Q: 3 clusters Score -3031851 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9870 members Mstep: Class 2 contains 12924 members Entering Unmasked Estep Score: -3031847.750000 Penalty: 4976.989258 Iteration 44Q: 3 clusters Score -3031848 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -3031856.000000 Penalty: 4976.989258 Iteration 45Q: 3 clusters Score -3031856 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9837 members Mstep: Class 2 contains 12957 members Entering Unmasked Estep Score: -3031849.750000 Penalty: 4976.989258 Iteration 46Q: 3 clusters Score -3031850 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9827 members Mstep: Class 2 contains 12967 members Entering Unmasked Estep Score: -3031846.750000 Penalty: 4976.989258 Iteration 47Q: 3 clusters Score -3031847 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9816 members Mstep: Class 2 contains 12978 members Entering Unmasked Estep Score: -3031850.250000 Penalty: 4976.989258 Iteration 48Q: 3 clusters Score -3031850 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 12985 members Entering Unmasked Estep Score: -3031852.250000 Penalty: 4976.989258 Iteration 49Q: 3 clusters Score -3031852 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9804 members Mstep: Class 2 contains 12990 members Entering Unmasked Estep Score: -3031846.750000 Penalty: 4976.989258 Iteration 50Q: 3 clusters Score -3031847 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 12997 members Entering Unmasked Estep Score: -3031848.500000 Penalty: 4976.989258 Iteration 51Q: 3 clusters Score -3031848 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 12999 members Entering Unmasked Estep Score: -3031847.750000 Penalty: 4976.989258 Iteration 52Q: 3 clusters Score -3031848 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 12999 members Entering Unmasked Estep Score: -3031847.750000 Penalty: 4976.989258 Iteration 53F: 3 clusters Score -3031848 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (143260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143260 members Entering Unmasked Estep Score: -19278696.000000 Penalty: 2944.359375 Iteration 0F: 2 clusters Score -1.92787e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71583 members Mstep: Class 2 contains 71677 members Entering Unmasked Estep Score: -19187186.000000 Penalty: 5888.718750 Iteration 0F: 3 clusters Score -1.918719e+07 nChanged 68266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71059 members Mstep: Class 2 contains 72201 members Entering Unmasked Estep Score: -19226906.000000 Penalty: 5888.718750 Iteration 1F: 3 clusters Score -1.922691e+07 nChanged 4814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70547 members Mstep: Class 2 contains 72713 members Entering Unmasked Estep Score: -19228534.000000 Penalty: 5888.718750 Iteration 2Q: 3 clusters Score -1.922853e+07 nChanged 5421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70034 members Mstep: Class 2 contains 73226 members Entering Unmasked Estep Score: -19230914.000000 Penalty: 5888.718750 Iteration 3Q: 3 clusters Score -1.923091e+07 nChanged 6393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69835 members Mstep: Class 2 contains 73425 members Entering Unmasked Estep Score: -19233864.000000 Penalty: 5888.718750 Iteration 4Q: 3 clusters Score -1.923386e+07 nChanged 7367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70146 members Mstep: Class 2 contains 73114 members Entering Unmasked Estep Score: -19237746.000000 Penalty: 5888.718750 Iteration 5F: 3 clusters Score -1.923775e+07 nChanged 8399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71245 members Mstep: Class 2 contains 72015 members Entering Unmasked Estep Score: -19242544.000000 Penalty: 5888.718750 Iteration 6F: 3 clusters Score -1.924254e+07 nChanged 8897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73046 members Mstep: Class 2 contains 70214 members Entering Unmasked Estep Score: -19247964.000000 Penalty: 5888.718750 Iteration 7F: 3 clusters Score -1.924796e+07 nChanged 8452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74964 members Mstep: Class 2 contains 68296 members Entering Unmasked Estep Score: -19252836.000000 Penalty: 5888.718750 Iteration 8F: 3 clusters Score -1.925284e+07 nChanged 7355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76679 members Mstep: Class 2 contains 66581 members Entering Unmasked Estep Score: -19256480.000000 Penalty: 5888.718750 Iteration 9F: 3 clusters Score -1.925648e+07 nChanged 5418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78055 members Mstep: Class 2 contains 65205 members Entering Unmasked Estep Score: -19258732.000000 Penalty: 5888.718750 Iteration 10Q: 3 clusters Score -1.925873e+07 nChanged 4076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79613 members Mstep: Class 2 contains 63647 members Entering Unmasked Estep Score: -19260360.000000 Penalty: 5888.718750 Iteration 11Q: 3 clusters Score -1.926036e+07 nChanged 3152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81361 members Mstep: Class 2 contains 61899 members Entering Unmasked Estep Score: -19261634.000000 Penalty: 5888.718750 Iteration 12Q: 3 clusters Score -1.926163e+07 nChanged 2728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83319 members Mstep: Class 2 contains 59941 members Entering Unmasked Estep Score: -19262704.000000 Penalty: 5888.718750 Iteration 13Q: 3 clusters Score -1.92627e+07 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85382 members Mstep: Class 2 contains 57878 members Entering Unmasked Estep Score: -19263358.000000 Penalty: 5888.718750 Iteration 14Q: 3 clusters Score -1.926336e+07 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87514 members Mstep: Class 2 contains 55746 members Entering Unmasked Estep Score: -19264106.000000 Penalty: 5888.718750 Iteration 15Q: 3 clusters Score -1.926411e+07 nChanged 2347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89687 members Mstep: Class 2 contains 53573 members Entering Unmasked Estep Score: -19264830.000000 Penalty: 5888.718750 Iteration 16Q: 3 clusters Score -1.926483e+07 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91861 members Mstep: Class 2 contains 51399 members Entering Unmasked Estep Score: -19265446.000000 Penalty: 5888.718750 Iteration 17Q: 3 clusters Score -1.926545e+07 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94042 members Mstep: Class 2 contains 49218 members Entering Unmasked Estep Score: -19266072.000000 Penalty: 5888.718750 Iteration 18Q: 3 clusters Score -1.926607e+07 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96221 members Mstep: Class 2 contains 47039 members Entering Unmasked Estep Score: -19266568.000000 Penalty: 5888.718750 Iteration 19Q: 3 clusters Score -1.926657e+07 nChanged 2129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98310 members Mstep: Class 2 contains 44950 members Entering Unmasked Estep Score: -19267038.000000 Penalty: 5888.718750 Iteration 20F: 3 clusters Score -1.926704e+07 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100293 members Mstep: Class 2 contains 42967 members Entering Unmasked Estep Score: -19267536.000000 Penalty: 5888.718750 Iteration 21Q: 3 clusters Score -1.926754e+07 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102234 members Mstep: Class 2 contains 41026 members Entering Unmasked Estep Score: -19267984.000000 Penalty: 5888.718750 Iteration 22Q: 3 clusters Score -1.926798e+07 nChanged 1859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104085 members Mstep: Class 2 contains 39175 members Entering Unmasked Estep Score: -19268418.000000 Penalty: 5888.718750 Iteration 23Q: 3 clusters Score -1.926842e+07 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105851 members Mstep: Class 2 contains 37409 members Entering Unmasked Estep Score: -19268812.000000 Penalty: 5888.718750 Iteration 24Q: 3 clusters Score -1.926881e+07 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107587 members Mstep: Class 2 contains 35673 members Entering Unmasked Estep Score: -19269110.000000 Penalty: 5888.718750 Iteration 25Q: 3 clusters Score -1.926911e+07 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109259 members Mstep: Class 2 contains 34001 members Entering Unmasked Estep Score: -19269438.000000 Penalty: 5888.718750 Iteration 26Q: 3 clusters Score -1.926944e+07 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110873 members Mstep: Class 2 contains 32387 members Entering Unmasked Estep Score: -19269774.000000 Penalty: 5888.718750 Iteration 27Q: 3 clusters Score -1.926977e+07 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112421 members Mstep: Class 2 contains 30839 members Entering Unmasked Estep Score: -19270122.000000 Penalty: 5888.718750 Iteration 28Q: 3 clusters Score -1.927012e+07 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113974 members Mstep: Class 2 contains 29286 members Entering Unmasked Estep Score: -19270550.000000 Penalty: 5888.718750 Iteration 29Q: 3 clusters Score -1.927055e+07 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115543 members Mstep: Class 2 contains 27717 members Entering Unmasked Estep Score: -19270870.000000 Penalty: 5888.718750 Iteration 30Q: 3 clusters Score -1.927087e+07 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117087 members Mstep: Class 2 contains 26173 members Entering Unmasked Estep Score: -19271398.000000 Penalty: 5888.718750 Iteration 31Q: 3 clusters Score -1.92714e+07 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118584 members Mstep: Class 2 contains 24676 members Entering Unmasked Estep Score: -19271754.000000 Penalty: 5888.718750 Iteration 32Q: 3 clusters Score -1.927175e+07 nChanged 1508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120088 members Mstep: Class 2 contains 23172 members Entering Unmasked Estep Score: -19272206.000000 Penalty: 5888.718750 Iteration 33Q: 3 clusters Score -1.927221e+07 nChanged 1500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121584 members Mstep: Class 2 contains 21676 members Entering Unmasked Estep Score: -19272720.000000 Penalty: 5888.718750 Iteration 34Q: 3 clusters Score -1.927272e+07 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123070 members Mstep: Class 2 contains 20190 members Entering Unmasked Estep Score: -19273154.000000 Penalty: 5888.718750 Iteration 35Q: 3 clusters Score -1.927315e+07 nChanged 1475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124531 members Mstep: Class 2 contains 18729 members Entering Unmasked Estep Score: -19273662.000000 Penalty: 5888.718750 Iteration 36Q: 3 clusters Score -1.927366e+07 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125877 members Mstep: Class 2 contains 17383 members Entering Unmasked Estep Score: -19274064.000000 Penalty: 5888.718750 Iteration 37Q: 3 clusters Score -1.927406e+07 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127183 members Mstep: Class 2 contains 16077 members Entering Unmasked Estep Score: -19274572.000000 Penalty: 5888.718750 Iteration 38Q: 3 clusters Score -1.927457e+07 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128427 members Mstep: Class 2 contains 14833 members Entering Unmasked Estep Score: -19275190.000000 Penalty: 5888.718750 Iteration 39Q: 3 clusters Score -1.927519e+07 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129557 members Mstep: Class 2 contains 13703 members Entering Unmasked Estep Score: -19275628.000000 Penalty: 5888.718750 Iteration 40F: 3 clusters Score -1.927563e+07 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130603 members Mstep: Class 2 contains 12657 members Entering Unmasked Estep Score: -19276124.000000 Penalty: 5888.718750 Iteration 41Q: 3 clusters Score -1.927612e+07 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131518 members Mstep: Class 2 contains 11742 members Entering Unmasked Estep Score: -19276348.000000 Penalty: 5888.718750 Iteration 42Q: 3 clusters Score -1.927635e+07 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132339 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -19276586.000000 Penalty: 5888.718750 Iteration 43Q: 3 clusters Score -1.927659e+07 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133101 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -19276870.000000 Penalty: 5888.718750 Iteration 44Q: 3 clusters Score -1.927687e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133791 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -19277160.000000 Penalty: 5888.718750 Iteration 45Q: 3 clusters Score -1.927716e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134456 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -19277294.000000 Penalty: 5888.718750 Iteration 46Q: 3 clusters Score -1.927729e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135050 members Mstep: Class 2 contains 8210 members Entering Unmasked Estep Score: -19277448.000000 Penalty: 5888.718750 Iteration 47Q: 3 clusters Score -1.927745e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135552 members Mstep: Class 2 contains 7708 members Entering Unmasked Estep Score: -19277524.000000 Penalty: 5888.718750 Iteration 48Q: 3 clusters Score -1.927752e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136009 members Mstep: Class 2 contains 7251 members Entering Unmasked Estep Score: -19277604.000000 Penalty: 5888.718750 Iteration 49Q: 3 clusters Score -1.92776e+07 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136430 members Mstep: Class 2 contains 6830 members Entering Unmasked Estep Score: -19277742.000000 Penalty: 5888.718750 Iteration 50Q: 3 clusters Score -1.927774e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136810 members Mstep: Class 2 contains 6450 members Entering Unmasked Estep Score: -19277794.000000 Penalty: 5888.718750 Iteration 51Q: 3 clusters Score -1.927779e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137150 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -19277860.000000 Penalty: 5888.718750 Iteration 52Q: 3 clusters Score -1.927786e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137456 members Mstep: Class 2 contains 5804 members Entering Unmasked Estep Score: -19277904.000000 Penalty: 5888.718750 Iteration 53Q: 3 clusters Score -1.92779e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137736 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -19277912.000000 Penalty: 5888.718750 Iteration 54Q: 3 clusters Score -1.927791e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137969 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -19277974.000000 Penalty: 5888.718750 Iteration 55Q: 3 clusters Score -1.927797e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138175 members Mstep: Class 2 contains 5085 members Entering Unmasked Estep Score: -19277982.000000 Penalty: 5888.718750 Iteration 56Q: 3 clusters Score -1.927798e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138342 members Mstep: Class 2 contains 4918 members Entering Unmasked Estep Score: -19278034.000000 Penalty: 5888.718750 Iteration 57Q: 3 clusters Score -1.927803e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138495 members Mstep: Class 2 contains 4765 members Entering Unmasked Estep Score: -19278028.000000 Penalty: 5888.718750 Iteration 58Q: 3 clusters Score -1.927803e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138639 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -19278028.000000 Penalty: 5888.718750 Iteration 59Q: 3 clusters Score -1.927803e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138744 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -19278026.000000 Penalty: 5888.718750 Iteration 60F: 3 clusters Score -1.927803e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138819 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -19278008.000000 Penalty: 5888.718750 Iteration 61Q: 3 clusters Score -1.927801e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138880 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -19278000.000000 Penalty: 5888.718750 Iteration 62Q: 3 clusters Score -1.9278e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138936 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -19278014.000000 Penalty: 5888.718750 Iteration 63Q: 3 clusters Score -1.927801e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138989 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -19278034.000000 Penalty: 5888.718750 Iteration 64Q: 3 clusters Score -1.927803e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139044 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -19278044.000000 Penalty: 5888.718750 Iteration 65Q: 3 clusters Score -1.927804e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139107 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -19278046.000000 Penalty: 5888.718750 Iteration 66Q: 3 clusters Score -1.927805e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139168 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -19278016.000000 Penalty: 5888.718750 Iteration 67Q: 3 clusters Score -1.927802e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139220 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -19278042.000000 Penalty: 5888.718750 Iteration 68Q: 3 clusters Score -1.927804e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139267 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -19278022.000000 Penalty: 5888.718750 Iteration 69Q: 3 clusters Score -1.927802e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139312 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -19278026.000000 Penalty: 5888.718750 Iteration 70Q: 3 clusters Score -1.927803e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139350 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -19278012.000000 Penalty: 5888.718750 Iteration 71Q: 3 clusters Score -1.927801e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139378 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -19278032.000000 Penalty: 5888.718750 Iteration 72Q: 3 clusters Score -1.927803e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139408 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -19277998.000000 Penalty: 5888.718750 Iteration 73Q: 3 clusters Score -1.9278e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139427 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -19277998.000000 Penalty: 5888.718750 Iteration 74Q: 3 clusters Score -1.9278e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139453 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -19277998.000000 Penalty: 5888.718750 Iteration 75Q: 3 clusters Score -1.9278e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139473 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -19277978.000000 Penalty: 5888.718750 Iteration 76Q: 3 clusters Score -1.927798e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139488 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -19277980.000000 Penalty: 5888.718750 Iteration 77Q: 3 clusters Score -1.927798e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139505 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -19277984.000000 Penalty: 5888.718750 Iteration 78Q: 3 clusters Score -1.927798e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139520 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -19277988.000000 Penalty: 5888.718750 Iteration 79Q: 3 clusters Score -1.927799e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139531 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -19277986.000000 Penalty: 5888.718750 Iteration 80F: 3 clusters Score -1.927799e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139540 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -19277980.000000 Penalty: 5888.718750 Iteration 81Q: 3 clusters Score -1.927798e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139546 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -19277970.000000 Penalty: 5888.718750 Iteration 82Q: 3 clusters Score -1.927797e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139551 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -19277962.000000 Penalty: 5888.718750 Iteration 83Q: 3 clusters Score -1.927796e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139556 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -19277972.000000 Penalty: 5888.718750 Iteration 84Q: 3 clusters Score -1.927797e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139563 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -19277972.000000 Penalty: 5888.718750 Iteration 85Q: 3 clusters Score -1.927797e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139575 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -19277986.000000 Penalty: 5888.718750 Iteration 86Q: 3 clusters Score -1.927799e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139585 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -19277978.000000 Penalty: 5888.718750 Iteration 87Q: 3 clusters Score -1.927798e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139595 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -19277986.000000 Penalty: 5888.718750 Iteration 88Q: 3 clusters Score -1.927799e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139602 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -19277982.000000 Penalty: 5888.718750 Iteration 89Q: 3 clusters Score -1.927798e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139607 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -19277984.000000 Penalty: 5888.718750 Iteration 90Q: 3 clusters Score -1.927798e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139613 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -19277968.000000 Penalty: 5888.718750 Iteration 91Q: 3 clusters Score -1.927797e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139620 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -19277988.000000 Penalty: 5888.718750 Iteration 92Q: 3 clusters Score -1.927799e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139622 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -19277986.000000 Penalty: 5888.718750 Iteration 93Q: 3 clusters Score -1.927799e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139624 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -19277998.000000 Penalty: 5888.718750 Iteration 94Q: 3 clusters Score -1.9278e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139626 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -19277998.000000 Penalty: 5888.718750 Iteration 95Q: 3 clusters Score -1.9278e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139630 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -19278006.000000 Penalty: 5888.718750 Iteration 96Q: 3 clusters Score -1.927801e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139638 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -19278026.000000 Penalty: 5888.718750 Iteration 97Q: 3 clusters Score -1.927803e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139643 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -19278012.000000 Penalty: 5888.718750 Iteration 98Q: 3 clusters Score -1.927801e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139647 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -19278024.000000 Penalty: 5888.718750 Iteration 99Q: 3 clusters Score -1.927802e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139648 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -19278028.000000 Penalty: 5888.718750 Iteration 100F: 3 clusters Score -1.927803e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139654 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -19278018.000000 Penalty: 5888.718750 Iteration 101Q: 3 clusters Score -1.927802e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139662 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -19278026.000000 Penalty: 5888.718750 Iteration 102Q: 3 clusters Score -1.927803e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139668 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -19278038.000000 Penalty: 5888.718750 Iteration 103Q: 3 clusters Score -1.927804e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139677 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -19278036.000000 Penalty: 5888.718750 Iteration 104Q: 3 clusters Score -1.927804e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139684 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -19278042.000000 Penalty: 5888.718750 Iteration 105Q: 3 clusters Score -1.927804e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139693 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -19278022.000000 Penalty: 5888.718750 Iteration 106Q: 3 clusters Score -1.927802e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139698 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -19278026.000000 Penalty: 5888.718750 Iteration 107Q: 3 clusters Score -1.927803e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139702 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -19278038.000000 Penalty: 5888.718750 Iteration 108Q: 3 clusters Score -1.927804e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139709 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -19278050.000000 Penalty: 5888.718750 Iteration 109Q: 3 clusters Score -1.927805e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139709 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -19278050.000000 Penalty: 5888.718750 Iteration 110F: 3 clusters Score -1.927805e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Entering Unmasked Estep Score: -169569.234375 Penalty: 1781.223267 Iteration 0F: 2 clusters Score -169569.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -167398.000000 Penalty: 3562.446533 Iteration 0F: 3 clusters Score -167398 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -167736.875000 Penalty: 3562.446533 Iteration 1F: 3 clusters Score -167736.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -167867.109375 Penalty: 3562.446533 Iteration 2F: 3 clusters Score -167867.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -167932.234375 Penalty: 3562.446533 Iteration 3Q: 3 clusters Score -167932.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -167979.812500 Penalty: 3562.446533 Iteration 4Q: 3 clusters Score -167979.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -168017.406250 Penalty: 3562.446533 Iteration 5Q: 3 clusters Score -168017.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -168038.250000 Penalty: 3562.446533 Iteration 6Q: 3 clusters Score -168038.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -168050.093750 Penalty: 3562.446533 Iteration 7Q: 3 clusters Score -168050.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -168057.296875 Penalty: 3562.446533 Iteration 8Q: 3 clusters Score -168057.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -168058.937500 Penalty: 3562.446533 Iteration 9Q: 3 clusters Score -168058.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -168060.703125 Penalty: 3562.446533 Iteration 10Q: 3 clusters Score -168060.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -168061.796875 Penalty: 3562.446533 Iteration 11Q: 3 clusters Score -168061.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -168062.265625 Penalty: 3562.446533 Iteration 12Q: 3 clusters Score -168062.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -168062.265625 Penalty: 3562.446533 Iteration 13F: 3 clusters Score -168062.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (76550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76550 members Entering Unmasked Estep Score: -10265786.000000 Penalty: 2788.933350 Iteration 0F: 2 clusters Score -1.026579e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38333 members Mstep: Class 2 contains 38217 members Entering Unmasked Estep Score: -10214616.000000 Penalty: 5577.866699 Iteration 0F: 3 clusters Score -1.021462e+07 nChanged 35785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37548 members Mstep: Class 2 contains 39002 members Entering Unmasked Estep Score: -10234629.000000 Penalty: 5577.866699 Iteration 1F: 3 clusters Score -1.023463e+07 nChanged 2815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37025 members Mstep: Class 2 contains 39525 members Entering Unmasked Estep Score: -10235393.000000 Penalty: 5577.866699 Iteration 2Q: 3 clusters Score -1.023539e+07 nChanged 3021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36276 members Mstep: Class 2 contains 40274 members Entering Unmasked Estep Score: -10236343.000000 Penalty: 5577.866699 Iteration 3Q: 3 clusters Score -1.023634e+07 nChanged 3238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35054 members Mstep: Class 2 contains 41496 members Entering Unmasked Estep Score: -10237570.000000 Penalty: 5577.866699 Iteration 4Q: 3 clusters Score -1.023757e+07 nChanged 3703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33329 members Mstep: Class 2 contains 43221 members Entering Unmasked Estep Score: -10239116.000000 Penalty: 5577.866699 Iteration 5Q: 3 clusters Score -1.023912e+07 nChanged 4289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31038 members Mstep: Class 2 contains 45512 members Entering Unmasked Estep Score: -10241283.000000 Penalty: 5577.866699 Iteration 6F: 3 clusters Score -1.024128e+07 nChanged 4627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28185 members Mstep: Class 2 contains 48365 members Entering Unmasked Estep Score: -10243742.000000 Penalty: 5577.866699 Iteration 7F: 3 clusters Score -1.024374e+07 nChanged 4673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24952 members Mstep: Class 2 contains 51598 members Entering Unmasked Estep Score: -10246237.000000 Penalty: 5577.866699 Iteration 8F: 3 clusters Score -1.024624e+07 nChanged 4480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21430 members Mstep: Class 2 contains 55120 members Entering Unmasked Estep Score: -10248616.000000 Penalty: 5577.866699 Iteration 9F: 3 clusters Score -1.024862e+07 nChanged 3922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17896 members Mstep: Class 2 contains 58654 members Entering Unmasked Estep Score: -10250886.000000 Penalty: 5577.866699 Iteration 10F: 3 clusters Score -1.025089e+07 nChanged 3536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14488 members Mstep: Class 2 contains 62062 members Entering Unmasked Estep Score: -10252925.000000 Penalty: 5577.866699 Iteration 11Q: 3 clusters Score -1.025292e+07 nChanged 3268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11240 members Mstep: Class 2 contains 65310 members Entering Unmasked Estep Score: -10255119.000000 Penalty: 5577.866699 Iteration 12Q: 3 clusters Score -1.025512e+07 nChanged 2918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 68220 members Entering Unmasked Estep Score: -10257186.000000 Penalty: 5577.866699 Iteration 13Q: 3 clusters Score -1.025719e+07 nChanged 2467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 70685 members Entering Unmasked Estep Score: -10259146.000000 Penalty: 5577.866699 Iteration 14Q: 3 clusters Score -1.025915e+07 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 72554 members Entering Unmasked Estep Score: -10260596.000000 Penalty: 5577.866699 Iteration 15Q: 3 clusters Score -1.02606e+07 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 73850 members Entering Unmasked Estep Score: -10261663.000000 Penalty: 5577.866699 Iteration 16Q: 3 clusters Score -1.026166e+07 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 74709 members Entering Unmasked Estep Score: -10262351.000000 Penalty: 5577.866699 Iteration 17Q: 3 clusters Score -1.026235e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 75209 members Entering Unmasked Estep Score: -10262781.000000 Penalty: 5577.866699 Iteration 18Q: 3 clusters Score -1.026278e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 75470 members Entering Unmasked Estep Score: -10263029.000000 Penalty: 5577.866699 Iteration 19Q: 3 clusters Score -1.026303e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 75608 members Entering Unmasked Estep Score: -10263160.000000 Penalty: 5577.866699 Iteration 20F: 3 clusters Score -1.026316e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 75692 members Entering Unmasked Estep Score: -10263218.000000 Penalty: 5577.866699 Iteration 21Q: 3 clusters Score -1.026322e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 75761 members Entering Unmasked Estep Score: -10263299.000000 Penalty: 5577.866699 Iteration 22Q: 3 clusters Score -1.02633e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 75802 members Entering Unmasked Estep Score: -10263347.000000 Penalty: 5577.866699 Iteration 23Q: 3 clusters Score -1.026335e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 75836 members Entering Unmasked Estep Score: -10263382.000000 Penalty: 5577.866699 Iteration 24Q: 3 clusters Score -1.026338e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 75860 members Entering Unmasked Estep Score: -10263409.000000 Penalty: 5577.866699 Iteration 25Q: 3 clusters Score -1.026341e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 75871 members Entering Unmasked Estep Score: -10263425.000000 Penalty: 5577.866699 Iteration 26Q: 3 clusters Score -1.026342e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 75882 members Entering Unmasked Estep Score: -10263433.000000 Penalty: 5577.866699 Iteration 27Q: 3 clusters Score -1.026343e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 75892 members Entering Unmasked Estep Score: -10263448.000000 Penalty: 5577.866699 Iteration 28Q: 3 clusters Score -1.026345e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 75892 members Entering Unmasked Estep Score: -10263463.000000 Penalty: 5577.866699 Iteration 29Q: 3 clusters Score -1.026346e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 75898 members Entering Unmasked Estep Score: -10263462.000000 Penalty: 5577.866699 Iteration 30Q: 3 clusters Score -1.026346e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 75905 members Entering Unmasked Estep Score: -10263467.000000 Penalty: 5577.866699 Iteration 31Q: 3 clusters Score -1.026347e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 75912 members Entering Unmasked Estep Score: -10263480.000000 Penalty: 5577.866699 Iteration 32Q: 3 clusters Score -1.026348e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 75914 members Entering Unmasked Estep Score: -10263488.000000 Penalty: 5577.866699 Iteration 33Q: 3 clusters Score -1.026349e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 75915 members Entering Unmasked Estep Score: -10263488.000000 Penalty: 5577.866699 Iteration 34Q: 3 clusters Score -1.026349e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 75917 members Entering Unmasked Estep Score: -10263488.000000 Penalty: 5577.866699 Iteration 35Q: 3 clusters Score -1.026349e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 75919 members Entering Unmasked Estep Score: -10263489.000000 Penalty: 5577.866699 Iteration 36Q: 3 clusters Score -1.026349e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 75923 members Entering Unmasked Estep Score: -10263486.000000 Penalty: 5577.866699 Iteration 37Q: 3 clusters Score -1.026349e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 75927 members Entering Unmasked Estep Score: -10263480.000000 Penalty: 5577.866699 Iteration 38Q: 3 clusters Score -1.026348e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 75931 members Entering Unmasked Estep Score: -10263486.000000 Penalty: 5577.866699 Iteration 39Q: 3 clusters Score -1.026349e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 75933 members Entering Unmasked Estep Score: -10263494.000000 Penalty: 5577.866699 Iteration 40F: 3 clusters Score -1.026349e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 75941 members Entering Unmasked Estep Score: -10263499.000000 Penalty: 5577.866699 Iteration 41Q: 3 clusters Score -1.02635e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 75949 members Entering Unmasked Estep Score: -10263525.000000 Penalty: 5577.866699 Iteration 42Q: 3 clusters Score -1.026352e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 75958 members Entering Unmasked Estep Score: -10263553.000000 Penalty: 5577.866699 Iteration 43Q: 3 clusters Score -1.026355e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 75961 members Entering Unmasked Estep Score: -10263602.000000 Penalty: 5577.866699 Iteration 44Q: 3 clusters Score -1.02636e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 75957 members Entering Unmasked Estep Score: -10263629.000000 Penalty: 5577.866699 Iteration 45Q: 3 clusters Score -1.026363e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 75955 members Entering Unmasked Estep Score: -10263651.000000 Penalty: 5577.866699 Iteration 46Q: 3 clusters Score -1.026365e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 75956 members Entering Unmasked Estep Score: -10263666.000000 Penalty: 5577.866699 Iteration 47Q: 3 clusters Score -1.026367e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 75955 members Entering Unmasked Estep Score: -10263678.000000 Penalty: 5577.866699 Iteration 48Q: 3 clusters Score -1.026368e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 75955 members Entering Unmasked Estep Score: -10263679.000000 Penalty: 5577.866699 Iteration 49Q: 3 clusters Score -1.026368e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 75952 members Entering Unmasked Estep Score: -10263686.000000 Penalty: 5577.866699 Iteration 50Q: 3 clusters Score -1.026369e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 75951 members Entering Unmasked Estep Score: -10263690.000000 Penalty: 5577.866699 Iteration 51Q: 3 clusters Score -1.026369e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 75949 members Entering Unmasked Estep Score: -10263686.000000 Penalty: 5577.866699 Iteration 52Q: 3 clusters Score -1.026369e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 75950 members Entering Unmasked Estep Score: -10263682.000000 Penalty: 5577.866699 Iteration 53Q: 3 clusters Score -1.026368e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 75950 members Entering Unmasked Estep Score: -10263682.000000 Penalty: 5577.866699 Iteration 54F: 3 clusters Score -1.026368e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Entering Unmasked Estep Score: -692519.375000 Penalty: 2135.449463 Iteration 0F: 2 clusters Score -692519.4 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 2826 members Entering Unmasked Estep Score: -687687.750000 Penalty: 4270.898926 Iteration 0F: 3 clusters Score -687687.8 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -688997.187500 Penalty: 4270.898926 Iteration 1F: 3 clusters Score -688997.2 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -689323.500000 Penalty: 4270.898926 Iteration 2F: 3 clusters Score -689323.5 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -689606.312500 Penalty: 4270.898926 Iteration 3F: 3 clusters Score -689606.3 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -689835.062500 Penalty: 4270.898926 Iteration 4F: 3 clusters Score -689835.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -690042.250000 Penalty: 4270.898926 Iteration 5F: 3 clusters Score -690042.2 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -690229.125000 Penalty: 4270.898926 Iteration 6Q: 3 clusters Score -690229.1 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -690387.312500 Penalty: 4270.898926 Iteration 7Q: 3 clusters Score -690387.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -690522.500000 Penalty: 4270.898926 Iteration 8Q: 3 clusters Score -690522.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -690635.937500 Penalty: 4270.898926 Iteration 9Q: 3 clusters Score -690635.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -690710.625000 Penalty: 4270.898926 Iteration 10Q: 3 clusters Score -690710.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 4427 members Entering Unmasked Estep Score: -690762.125000 Penalty: 4270.898926 Iteration 11Q: 3 clusters Score -690762.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 4485 members Entering Unmasked Estep Score: -690806.250000 Penalty: 4270.898926 Iteration 12Q: 3 clusters Score -690806.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -690840.000000 Penalty: 4270.898926 Iteration 13Q: 3 clusters Score -690840 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -690867.062500 Penalty: 4270.898926 Iteration 14Q: 3 clusters Score -690867.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -690888.250000 Penalty: 4270.898926 Iteration 15Q: 3 clusters Score -690888.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -690910.250000 Penalty: 4270.898926 Iteration 16Q: 3 clusters Score -690910.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -690924.812500 Penalty: 4270.898926 Iteration 17Q: 3 clusters Score -690924.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -690932.937500 Penalty: 4270.898926 Iteration 18Q: 3 clusters Score -690932.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -690942.937500 Penalty: 4270.898926 Iteration 19Q: 3 clusters Score -690942.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -690945.250000 Penalty: 4270.898926 Iteration 20F: 3 clusters Score -690945.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -690948.812500 Penalty: 4270.898926 Iteration 21Q: 3 clusters Score -690948.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -690950.125000 Penalty: 4270.898926 Iteration 22Q: 3 clusters Score -690950.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -690953.062500 Penalty: 4270.898926 Iteration 23Q: 3 clusters Score -690953.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 4717 members Entering Unmasked Estep Score: -690958.000000 Penalty: 4270.898926 Iteration 24Q: 3 clusters Score -690958 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -690960.000000 Penalty: 4270.898926 Iteration 25Q: 3 clusters Score -690960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -690963.687500 Penalty: 4270.898926 Iteration 26Q: 3 clusters Score -690963.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -690966.250000 Penalty: 4270.898926 Iteration 27Q: 3 clusters Score -690966.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -690965.187500 Penalty: 4270.898926 Iteration 28Q: 3 clusters Score -690965.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -690965.187500 Penalty: 4270.898926 Iteration 29F: 3 clusters Score -690965.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Entering Unmasked Estep Score: -407141.406250 Penalty: 2008.388062 Iteration 0F: 2 clusters Score -407141.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -403758.562500 Penalty: 4016.776123 Iteration 0F: 3 clusters Score -403758.6 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -404573.562500 Penalty: 4016.776123 Iteration 1F: 3 clusters Score -404573.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -404783.500000 Penalty: 4016.776123 Iteration 2F: 3 clusters Score -404783.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -404925.593750 Penalty: 4016.776123 Iteration 3F: 3 clusters Score -404925.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -405055.687500 Penalty: 4016.776123 Iteration 4Q: 3 clusters Score -405055.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -405180.718750 Penalty: 4016.776123 Iteration 5Q: 3 clusters Score -405180.7 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -405283.156250 Penalty: 4016.776123 Iteration 6Q: 3 clusters Score -405283.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -405336.750000 Penalty: 4016.776123 Iteration 7Q: 3 clusters Score -405336.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -405370.312500 Penalty: 4016.776123 Iteration 8Q: 3 clusters Score -405370.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -405397.093750 Penalty: 4016.776123 Iteration 9Q: 3 clusters Score -405397.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -405418.218750 Penalty: 4016.776123 Iteration 10Q: 3 clusters Score -405418.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -405434.968750 Penalty: 4016.776123 Iteration 11Q: 3 clusters Score -405435 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -405450.031250 Penalty: 4016.776123 Iteration 12Q: 3 clusters Score -405450 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -405462.531250 Penalty: 4016.776123 Iteration 13Q: 3 clusters Score -405462.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -405474.343750 Penalty: 4016.776123 Iteration 14Q: 3 clusters Score -405474.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -405479.125000 Penalty: 4016.776123 Iteration 15Q: 3 clusters Score -405479.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -405485.187500 Penalty: 4016.776123 Iteration 16Q: 3 clusters Score -405485.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -405493.562500 Penalty: 4016.776123 Iteration 17Q: 3 clusters Score -405493.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -405506.312500 Penalty: 4016.776123 Iteration 18Q: 3 clusters Score -405506.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -405518.218750 Penalty: 4016.776123 Iteration 19Q: 3 clusters Score -405518.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -405527.187500 Penalty: 4016.776123 Iteration 20F: 3 clusters Score -405527.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -405534.437500 Penalty: 4016.776123 Iteration 21Q: 3 clusters Score -405534.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -405546.656250 Penalty: 4016.776123 Iteration 22Q: 3 clusters Score -405546.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -405554.125000 Penalty: 4016.776123 Iteration 23Q: 3 clusters Score -405554.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -405562.312500 Penalty: 4016.776123 Iteration 24Q: 3 clusters Score -405562.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -405569.406250 Penalty: 4016.776123 Iteration 25Q: 3 clusters Score -405569.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -405574.906250 Penalty: 4016.776123 Iteration 26Q: 3 clusters Score -405574.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -405578.250000 Penalty: 4016.776123 Iteration 27Q: 3 clusters Score -405578.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -405580.437500 Penalty: 4016.776123 Iteration 28Q: 3 clusters Score -405580.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -405581.625000 Penalty: 4016.776123 Iteration 29Q: 3 clusters Score -405581.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -405582.250000 Penalty: 4016.776123 Iteration 30Q: 3 clusters Score -405582.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -405583.468750 Penalty: 4016.776123 Iteration 31Q: 3 clusters Score -405583.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -405585.062500 Penalty: 4016.776123 Iteration 32Q: 3 clusters Score -405585.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -405586.750000 Penalty: 4016.776123 Iteration 33Q: 3 clusters Score -405586.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -405586.937500 Penalty: 4016.776123 Iteration 34Q: 3 clusters Score -405586.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -405587.843750 Penalty: 4016.776123 Iteration 35Q: 3 clusters Score -405587.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -405587.843750 Penalty: 4016.776123 Iteration 36F: 3 clusters Score -405587.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Entering Unmasked Estep Score: -104465.812500 Penalty: 1691.904907 Iteration 0F: 2 clusters Score -104465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -102686.117188 Penalty: 3383.809814 Iteration 0F: 3 clusters Score -102686.1 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -103146.132812 Penalty: 3383.809814 Iteration 1F: 3 clusters Score -103146.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -103455.460938 Penalty: 3383.809814 Iteration 2F: 3 clusters Score -103455.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -103653.250000 Penalty: 3383.809814 Iteration 3F: 3 clusters Score -103653.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -103825.523438 Penalty: 3383.809814 Iteration 4F: 3 clusters Score -103825.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -103907.945312 Penalty: 3383.809814 Iteration 5Q: 3 clusters Score -103907.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -103953.195312 Penalty: 3383.809814 Iteration 6Q: 3 clusters Score -103953.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -103991.640625 Penalty: 3383.809814 Iteration 7Q: 3 clusters Score -103991.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -104015.390625 Penalty: 3383.809814 Iteration 8Q: 3 clusters Score -104015.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -104053.875000 Penalty: 3383.809814 Iteration 9Q: 3 clusters Score -104053.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -104076.804688 Penalty: 3383.809814 Iteration 10Q: 3 clusters Score -104076.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -104086.617188 Penalty: 3383.809814 Iteration 11Q: 3 clusters Score -104086.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -104091.492188 Penalty: 3383.809814 Iteration 12Q: 3 clusters Score -104091.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -104091.492188 Penalty: 3383.809814 Iteration 13F: 3 clusters Score -104091.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Entering Unmasked Estep Score: -20633.138672 Penalty: 1298.637695 Iteration 0F: 2 clusters Score -20633.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -19556.656250 Penalty: 2597.275391 Iteration 0F: 3 clusters Score -19556.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -19621.439453 Penalty: 2597.275391 Iteration 1F: 3 clusters Score -19621.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -19658.972656 Penalty: 2597.275391 Iteration 2Q: 3 clusters Score -19658.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -19658.972656 Penalty: 2597.275391 Iteration 3F: 3 clusters Score -19658.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58554 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18660 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888224.000000 Penalty: 79715.640625 Iteration 159Q: 25 clusters Score -8.588822e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58555 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18659 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888224.000000 Penalty: 79715.640625 Iteration 160F: 25 clusters Score -8.588822e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58556 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18658 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888224.000000 Penalty: 79715.640625 Iteration 161Q: 25 clusters Score -8.588822e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58556 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18658 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Entering Unmasked Estep ConsiderDeletion Score: -85888224.000000 Penalty: 79715.640625 Iteration 162F: 25 clusters Score -8.588822e+07 nChanged 0 Entering ConstructFrom: Score: -85888224.000000 Penalty: 79715.640625 Entering ConstructFrom: Trying to split cluster 1 (106671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106671 members Entering Unmasked Estep Score: -14091626.000000 Penalty: 2871.220947 Iteration 0F: 2 clusters Score -1.409163e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53620 members Mstep: Class 2 contains 53051 members Entering Unmasked Estep Score: -14020358.000000 Penalty: 5742.441895 Iteration 0F: 3 clusters Score -1.402036e+07 nChanged 50560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55924 members Mstep: Class 2 contains 50747 members Entering Unmasked Estep Score: -14049355.000000 Penalty: 5742.441895 Iteration 1F: 3 clusters Score -1.404936e+07 nChanged 3483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57431 members Mstep: Class 2 contains 49240 members Entering Unmasked Estep Score: -14050161.000000 Penalty: 5742.441895 Iteration 2Q: 3 clusters Score -1.405016e+07 nChanged 3621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59654 members Mstep: Class 2 contains 47017 members Entering Unmasked Estep Score: -14051279.000000 Penalty: 5742.441895 Iteration 3Q: 3 clusters Score -1.405128e+07 nChanged 4303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63081 members Mstep: Class 2 contains 43590 members Entering Unmasked Estep Score: -14053157.000000 Penalty: 5742.441895 Iteration 4Q: 3 clusters Score -1.405316e+07 nChanged 5369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68026 members Mstep: Class 2 contains 38645 members Entering Unmasked Estep Score: -14055998.000000 Penalty: 5742.441895 Iteration 5F: 3 clusters Score -1.4056e+07 nChanged 6856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74742 members Mstep: Class 2 contains 31929 members Entering Unmasked Estep Score: -14060557.000000 Penalty: 5742.441895 Iteration 6F: 3 clusters Score -1.406056e+07 nChanged 8373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83089 members Mstep: Class 2 contains 23582 members Entering Unmasked Estep Score: -14067417.000000 Penalty: 5742.441895 Iteration 7F: 3 clusters Score -1.406742e+07 nChanged 9021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92110 members Mstep: Class 2 contains 14561 members Entering Unmasked Estep Score: -14075516.000000 Penalty: 5742.441895 Iteration 8F: 3 clusters Score -1.407552e+07 nChanged 7359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99469 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -14082768.000000 Penalty: 5742.441895 Iteration 9F: 3 clusters Score -1.408277e+07 nChanged 4262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103731 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -14086556.000000 Penalty: 5742.441895 Iteration 10Q: 3 clusters Score -1.408656e+07 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105473 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -14088105.000000 Penalty: 5742.441895 Iteration 11Q: 3 clusters Score -1.40881e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106043 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -14088630.000000 Penalty: 5742.441895 Iteration 12Q: 3 clusters Score -1.408863e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106236 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -14088834.000000 Penalty: 5742.441895 Iteration 13Q: 3 clusters Score -1.408883e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106317 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -14088983.000000 Penalty: 5742.441895 Iteration 14Q: 3 clusters Score -1.408898e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106354 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -14089041.000000 Penalty: 5742.441895 Iteration 15Q: 3 clusters Score -1.408904e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106368 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -14089060.000000 Penalty: 5742.441895 Iteration 16Q: 3 clusters Score -1.408906e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106376 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -14089090.000000 Penalty: 5742.441895 Iteration 17Q: 3 clusters Score -1.408909e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106376 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -14089107.000000 Penalty: 5742.441895 Iteration 18Q: 3 clusters Score -1.408911e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106383 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -14089126.000000 Penalty: 5742.441895 Iteration 19Q: 3 clusters Score -1.408913e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106385 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -14089141.000000 Penalty: 5742.441895 Iteration 20F: 3 clusters Score -1.408914e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106387 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -14089137.000000 Penalty: 5742.441895 Iteration 21Q: 3 clusters Score -1.408914e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106389 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -14089138.000000 Penalty: 5742.441895 Iteration 22Q: 3 clusters Score -1.408914e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106389 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -14089139.000000 Penalty: 5742.441895 Iteration 23Q: 3 clusters Score -1.408914e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106391 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -14089143.000000 Penalty: 5742.441895 Iteration 24Q: 3 clusters Score -1.408914e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106393 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -14089138.000000 Penalty: 5742.441895 Iteration 25Q: 3 clusters Score -1.408914e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106395 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -14089137.000000 Penalty: 5742.441895 Iteration 26Q: 3 clusters Score -1.408914e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106396 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -14089155.000000 Penalty: 5742.441895 Iteration 27Q: 3 clusters Score -1.408916e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106397 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -14089146.000000 Penalty: 5742.441895 Iteration 28Q: 3 clusters Score -1.408915e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106398 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -14089158.000000 Penalty: 5742.441895 Iteration 29Q: 3 clusters Score -1.408916e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106400 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -14089158.000000 Penalty: 5742.441895 Iteration 30Q: 3 clusters Score -1.408916e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106401 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -14089161.000000 Penalty: 5742.441895 Iteration 31Q: 3 clusters Score -1.408916e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106404 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -14089164.000000 Penalty: 5742.441895 Iteration 32Q: 3 clusters Score -1.408916e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106406 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -14089171.000000 Penalty: 5742.441895 Iteration 33Q: 3 clusters Score -1.408917e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106405 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -14089170.000000 Penalty: 5742.441895 Iteration 34Q: 3 clusters Score -1.408917e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106406 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -14089177.000000 Penalty: 5742.441895 Iteration 35Q: 3 clusters Score -1.408918e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106407 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -14089175.000000 Penalty: 5742.441895 Iteration 36Q: 3 clusters Score -1.408918e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106407 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -14089175.000000 Penalty: 5742.441895 Iteration 37F: 3 clusters Score -1.408918e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (334 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Entering Unmasked Estep Score: -31315.226562 Penalty: 1441.162964 Iteration 0F: 2 clusters Score -31315.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -30153.710938 Penalty: 2882.325928 Iteration 0F: 3 clusters Score -30153.71 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -30608.912109 Penalty: 2882.325928 Iteration 1F: 3 clusters Score -30608.91 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -30906.859375 Penalty: 2882.325928 Iteration 2F: 3 clusters Score -30906.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -31132.253906 Penalty: 2882.325928 Iteration 3F: 3 clusters Score -31132.25 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -31267.593750 Penalty: 2882.325928 Iteration 4Q: 3 clusters Score -31267.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -31292.429688 Penalty: 2882.325928 Iteration 5Q: 3 clusters Score -31292.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -31363.884766 Penalty: 2882.325928 Iteration 6Q: 3 clusters Score -31363.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -31363.884766 Penalty: 2882.325928 Iteration 7F: 3 clusters Score -31363.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 236 members Mstep: Class 3 contains 58556 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18658 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 98 members Entering Unmasked Estep Score: -85886464.000000 Penalty: 83037.125000 Splitting cluster 2 changes total score from -85888224.000000 to -85886464.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (58556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58556 members Entering Unmasked Estep Score: -7974825.500000 Penalty: 2722.479004 Iteration 0F: 2 clusters Score -7974826 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29301 members Mstep: Class 2 contains 29255 members Entering Unmasked Estep Score: -7935320.000000 Penalty: 5444.958008 Iteration 0F: 3 clusters Score -7935320 nChanged 27347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29824 members Mstep: Class 2 contains 28732 members Entering Unmasked Estep Score: -7951157.500000 Penalty: 5444.958008 Iteration 1F: 3 clusters Score -7951158 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30231 members Mstep: Class 2 contains 28325 members Entering Unmasked Estep Score: -7951790.000000 Penalty: 5444.958008 Iteration 2Q: 3 clusters Score -7951790 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30749 members Mstep: Class 2 contains 27807 members Entering Unmasked Estep Score: -7952459.500000 Penalty: 5444.958008 Iteration 3Q: 3 clusters Score -7952460 nChanged 2315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31492 members Mstep: Class 2 contains 27064 members Entering Unmasked Estep Score: -7953247.500000 Penalty: 5444.958008 Iteration 4Q: 3 clusters Score -7953248 nChanged 2386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32458 members Mstep: Class 2 contains 26098 members Entering Unmasked Estep Score: -7954083.500000 Penalty: 5444.958008 Iteration 5Q: 3 clusters Score -7954084 nChanged 2494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33720 members Mstep: Class 2 contains 24836 members Entering Unmasked Estep Score: -7955071.000000 Penalty: 5444.958008 Iteration 6Q: 3 clusters Score -7955071 nChanged 2607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35329 members Mstep: Class 2 contains 23227 members Entering Unmasked Estep Score: -7956060.500000 Penalty: 5444.958008 Iteration 7Q: 3 clusters Score -7956060 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37204 members Mstep: Class 2 contains 21352 members Entering Unmasked Estep Score: -7957207.000000 Penalty: 5444.958008 Iteration 8Q: 3 clusters Score -7957207 nChanged 2773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39529 members Mstep: Class 2 contains 19027 members Entering Unmasked Estep Score: -7958701.000000 Penalty: 5444.958008 Iteration 9Q: 3 clusters Score -7958701 nChanged 2866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42131 members Mstep: Class 2 contains 16425 members Entering Unmasked Estep Score: -7960505.500000 Penalty: 5444.958008 Iteration 10Q: 3 clusters Score -7960506 nChanged 2910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44887 members Mstep: Class 2 contains 13669 members Entering Unmasked Estep Score: -7962471.500000 Penalty: 5444.958008 Iteration 11Q: 3 clusters Score -7962472 nChanged 2735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47538 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -7964552.500000 Penalty: 5444.958008 Iteration 12Q: 3 clusters Score -7964552 nChanged 2457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49919 members Mstep: Class 2 contains 8637 members Entering Unmasked Estep Score: -7966467.000000 Penalty: 5444.958008 Iteration 13Q: 3 clusters Score -7966467 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51943 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -7968007.000000 Penalty: 5444.958008 Iteration 14Q: 3 clusters Score -7968007 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53551 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -7969281.500000 Penalty: 5444.958008 Iteration 15Q: 3 clusters Score -7969282 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54776 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -7970280.000000 Penalty: 5444.958008 Iteration 16Q: 3 clusters Score -7970280 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55718 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -7971050.000000 Penalty: 5444.958008 Iteration 17Q: 3 clusters Score -7971050 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56323 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -7971521.000000 Penalty: 5444.958008 Iteration 18Q: 3 clusters Score -7971521 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56761 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -7971846.000000 Penalty: 5444.958008 Iteration 19Q: 3 clusters Score -7971846 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57055 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -7972054.000000 Penalty: 5444.958008 Iteration 20F: 3 clusters Score -7972054 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57241 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -7972151.000000 Penalty: 5444.958008 Iteration 21Q: 3 clusters Score -7972151 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57360 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -7972228.000000 Penalty: 5444.958008 Iteration 22Q: 3 clusters Score -7972228 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57456 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -7972269.000000 Penalty: 5444.958008 Iteration 23Q: 3 clusters Score -7972269 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57531 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -7972333.000000 Penalty: 5444.958008 Iteration 24Q: 3 clusters Score -7972333 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57594 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -7972393.500000 Penalty: 5444.958008 Iteration 25Q: 3 clusters Score -7972394 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57645 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -7972408.500000 Penalty: 5444.958008 Iteration 26Q: 3 clusters Score -7972408 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57681 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -7972445.000000 Penalty: 5444.958008 Iteration 27Q: 3 clusters Score -7972445 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57706 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -7972453.500000 Penalty: 5444.958008 Iteration 28Q: 3 clusters Score -7972454 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57725 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -7972472.500000 Penalty: 5444.958008 Iteration 29Q: 3 clusters Score -7972472 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57738 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -7972494.500000 Penalty: 5444.958008 Iteration 30Q: 3 clusters Score -7972494 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57753 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -7972493.000000 Penalty: 5444.958008 Iteration 31Q: 3 clusters Score -7972493 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57764 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -7972501.000000 Penalty: 5444.958008 Iteration 32Q: 3 clusters Score -7972501 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57776 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -7972504.500000 Penalty: 5444.958008 Iteration 33Q: 3 clusters Score -7972504 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57784 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -7972506.000000 Penalty: 5444.958008 Iteration 34Q: 3 clusters Score -7972506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57794 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -7972517.000000 Penalty: 5444.958008 Iteration 35Q: 3 clusters Score -7972517 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57802 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -7972526.000000 Penalty: 5444.958008 Iteration 36Q: 3 clusters Score -7972526 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57806 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -7972531.000000 Penalty: 5444.958008 Iteration 37Q: 3 clusters Score -7972531 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57816 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -7972530.500000 Penalty: 5444.958008 Iteration 38Q: 3 clusters Score -7972530 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57831 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -7972541.500000 Penalty: 5444.958008 Iteration 39Q: 3 clusters Score -7972542 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57845 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -7972542.000000 Penalty: 5444.958008 Iteration 40F: 3 clusters Score -7972542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57851 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -7972544.500000 Penalty: 5444.958008 Iteration 41Q: 3 clusters Score -7972544 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57861 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -7972549.500000 Penalty: 5444.958008 Iteration 42Q: 3 clusters Score -7972550 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57872 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -7972563.500000 Penalty: 5444.958008 Iteration 43Q: 3 clusters Score -7972564 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57875 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -7972563.500000 Penalty: 5444.958008 Iteration 44Q: 3 clusters Score -7972564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57874 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -7972563.000000 Penalty: 5444.958008 Iteration 45Q: 3 clusters Score -7972563 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57875 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -7972562.000000 Penalty: 5444.958008 Iteration 46Q: 3 clusters Score -7972562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57875 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -7972562.000000 Penalty: 5444.958008 Iteration 47F: 3 clusters Score -7972562 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Entering Unmasked Estep Score: -124474.343750 Penalty: 1725.223267 Iteration 0F: 2 clusters Score -124474.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -122591.437500 Penalty: 3450.446533 Iteration 0F: 3 clusters Score -122591.4 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -123122.132812 Penalty: 3450.446533 Iteration 1F: 3 clusters Score -123122.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -123394.140625 Penalty: 3450.446533 Iteration 2F: 3 clusters Score -123394.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -123622.406250 Penalty: 3450.446533 Iteration 3F: 3 clusters Score -123622.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -123774.531250 Penalty: 3450.446533 Iteration 4F: 3 clusters Score -123774.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -124043.765625 Penalty: 3450.446533 Iteration 5F: 3 clusters Score -124043.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -124505.679688 Penalty: 3450.446533 Iteration 6F: 3 clusters Score -124505.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -124611.445312 Penalty: 3450.446533 Iteration 7Q: 3 clusters Score -124611.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -124732.203125 Penalty: 3450.446533 Iteration 8Q: 3 clusters Score -124732.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -124907.445312 Penalty: 3450.446533 Iteration 9Q: 3 clusters Score -124907.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -124958.195312 Penalty: 3450.446533 Iteration 10Q: 3 clusters Score -124958.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -124982.414062 Penalty: 3450.446533 Iteration 11Q: 3 clusters Score -124982.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -124999.242188 Penalty: 3450.446533 Iteration 12Q: 3 clusters Score -124999.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -125020.664062 Penalty: 3450.446533 Iteration 13Q: 3 clusters Score -125020.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -125034.109375 Penalty: 3450.446533 Iteration 14Q: 3 clusters Score -125034.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -125052.867188 Penalty: 3450.446533 Iteration 15Q: 3 clusters Score -125052.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -125068.507812 Penalty: 3450.446533 Iteration 16Q: 3 clusters Score -125068.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -125079.039062 Penalty: 3450.446533 Iteration 17Q: 3 clusters Score -125079 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -125091.476562 Penalty: 3450.446533 Iteration 18Q: 3 clusters Score -125091.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -125108.164062 Penalty: 3450.446533 Iteration 19Q: 3 clusters Score -125108.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -125135.820312 Penalty: 3450.446533 Iteration 20F: 3 clusters Score -125135.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -125165.617188 Penalty: 3450.446533 Iteration 21Q: 3 clusters Score -125165.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -125199.382812 Penalty: 3450.446533 Iteration 22Q: 3 clusters Score -125199.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -125232.234375 Penalty: 3450.446533 Iteration 23Q: 3 clusters Score -125232.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -125242.617188 Penalty: 3450.446533 Iteration 24Q: 3 clusters Score -125242.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -125248.929688 Penalty: 3450.446533 Iteration 25Q: 3 clusters Score -125248.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -125259.648438 Penalty: 3450.446533 Iteration 26Q: 3 clusters Score -125259.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -125262.289062 Penalty: 3450.446533 Iteration 27Q: 3 clusters Score -125262.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -125262.289062 Penalty: 3450.446533 Iteration 28F: 3 clusters Score -125262.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58556 members Mstep: Class 4 contains 667 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18658 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 833 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 383 members Entering Unmasked Estep Score: -85887432.000000 Penalty: 83037.125000 Splitting cluster 4 changes total score from -85888224.000000 to -85887432.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (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: -68071.804688 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -68071.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -66477.835938 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -66477.84 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -66777.601562 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -66777.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -67082.859375 Penalty: 3151.767578 Iteration 2F: 3 clusters Score -67082.86 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -67413.250000 Penalty: 3151.767578 Iteration 3F: 3 clusters Score -67413.25 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -67619.585938 Penalty: 3151.767578 Iteration 4F: 3 clusters Score -67619.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -67687.085938 Penalty: 3151.767578 Iteration 5Q: 3 clusters Score -67687.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -67754.382812 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -67754.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -67817.609375 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -67817.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -67821.781250 Penalty: 3151.767578 Iteration 8Q: 3 clusters Score -67821.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -67828.562500 Penalty: 3151.767578 Iteration 9Q: 3 clusters Score -67828.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -67832.906250 Penalty: 3151.767578 Iteration 10Q: 3 clusters Score -67832.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -67836.343750 Penalty: 3151.767578 Iteration 11Q: 3 clusters Score -67836.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -67836.343750 Penalty: 3151.767578 Iteration 12F: 3 clusters Score -67836.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Entering Unmasked Estep Score: -346008.718750 Penalty: 1956.771606 Iteration 0F: 2 clusters Score -346008.7 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 1343 members Entering Unmasked Estep Score: -342963.625000 Penalty: 3913.543213 Iteration 0F: 3 clusters Score -342963.6 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -343617.781250 Penalty: 3913.543213 Iteration 1F: 3 clusters Score -343617.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -343809.750000 Penalty: 3913.543213 Iteration 2F: 3 clusters Score -343809.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -344003.468750 Penalty: 3913.543213 Iteration 3F: 3 clusters Score -344003.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -344258.250000 Penalty: 3913.543213 Iteration 4F: 3 clusters Score -344258.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -344453.687500 Penalty: 3913.543213 Iteration 5F: 3 clusters Score -344453.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -344721.343750 Penalty: 3913.543213 Iteration 6Q: 3 clusters Score -344721.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -344957.125000 Penalty: 3913.543213 Iteration 7Q: 3 clusters Score -344957.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -345157.625000 Penalty: 3913.543213 Iteration 8F: 3 clusters Score -345157.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -345308.218750 Penalty: 3913.543213 Iteration 9Q: 3 clusters Score -345308.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -345417.781250 Penalty: 3913.543213 Iteration 10Q: 3 clusters Score -345417.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -345474.656250 Penalty: 3913.543213 Iteration 11Q: 3 clusters Score -345474.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -345536.125000 Penalty: 3913.543213 Iteration 12Q: 3 clusters Score -345536.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -345641.500000 Penalty: 3913.543213 Iteration 13Q: 3 clusters Score -345641.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -345738.343750 Penalty: 3913.543213 Iteration 14Q: 3 clusters Score -345738.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -345792.906250 Penalty: 3913.543213 Iteration 15Q: 3 clusters Score -345792.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -345817.781250 Penalty: 3913.543213 Iteration 16Q: 3 clusters Score -345817.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -345829.343750 Penalty: 3913.543213 Iteration 17Q: 3 clusters Score -345829.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -345835.562500 Penalty: 3913.543213 Iteration 18Q: 3 clusters Score -345835.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -345837.093750 Penalty: 3913.543213 Iteration 19Q: 3 clusters Score -345837.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -345837.937500 Penalty: 3913.543213 Iteration 20F: 3 clusters Score -345837.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -345838.906250 Penalty: 3913.543213 Iteration 21Q: 3 clusters Score -345838.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -345838.906250 Penalty: 3913.543213 Iteration 22F: 3 clusters Score -345838.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (18658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18658 members Entering Unmasked Estep Score: -2409869.250000 Penalty: 2438.839355 Iteration 0F: 2 clusters Score -2409869 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -2396764.750000 Penalty: 4877.678711 Iteration 0F: 3 clusters Score -2396765 nChanged 8101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9750 members Mstep: Class 2 contains 8908 members Entering Unmasked Estep Score: -2401118.250000 Penalty: 4877.678711 Iteration 1F: 3 clusters Score -2401118 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9943 members Mstep: Class 2 contains 8715 members Entering Unmasked Estep Score: -2401572.750000 Penalty: 4877.678711 Iteration 2F: 3 clusters Score -2401573 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -2402055.250000 Penalty: 4877.678711 Iteration 3F: 3 clusters Score -2402055 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 8152 members Entering Unmasked Estep Score: -2402527.500000 Penalty: 4877.678711 Iteration 4Q: 3 clusters Score -2402528 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -2403043.500000 Penalty: 4877.678711 Iteration 5Q: 3 clusters Score -2403044 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -2403590.500000 Penalty: 4877.678711 Iteration 6Q: 3 clusters Score -2403590 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11587 members Mstep: Class 2 contains 7071 members Entering Unmasked Estep Score: -2404167.750000 Penalty: 4877.678711 Iteration 7Q: 3 clusters Score -2404168 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12016 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -2404772.000000 Penalty: 4877.678711 Iteration 8Q: 3 clusters Score -2404772 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12408 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -2405328.000000 Penalty: 4877.678711 Iteration 9Q: 3 clusters Score -2405328 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12845 members Mstep: Class 2 contains 5813 members Entering Unmasked Estep Score: -2405870.750000 Penalty: 4877.678711 Iteration 10Q: 3 clusters Score -2405871 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13314 members Mstep: Class 2 contains 5344 members Entering Unmasked Estep Score: -2406417.000000 Penalty: 4877.678711 Iteration 11Q: 3 clusters Score -2406417 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13754 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -2406978.500000 Penalty: 4877.678711 Iteration 12Q: 3 clusters Score -2406978 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14116 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -2407478.250000 Penalty: 4877.678711 Iteration 13Q: 3 clusters Score -2407478 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14375 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -2407784.500000 Penalty: 4877.678711 Iteration 14Q: 3 clusters Score -2407784 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14525 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -2407948.500000 Penalty: 4877.678711 Iteration 15Q: 3 clusters Score -2407948 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14642 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -2408055.000000 Penalty: 4877.678711 Iteration 16Q: 3 clusters Score -2408055 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14729 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -2408107.000000 Penalty: 4877.678711 Iteration 17Q: 3 clusters Score -2408107 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14818 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -2408161.000000 Penalty: 4877.678711 Iteration 18Q: 3 clusters Score -2408161 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14882 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -2408194.500000 Penalty: 4877.678711 Iteration 19Q: 3 clusters Score -2408194 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14932 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -2408227.500000 Penalty: 4877.678711 Iteration 20F: 3 clusters Score -2408228 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14970 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -2408244.750000 Penalty: 4877.678711 Iteration 21Q: 3 clusters Score -2408245 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15013 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -2408263.750000 Penalty: 4877.678711 Iteration 22Q: 3 clusters Score -2408264 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15050 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -2408277.750000 Penalty: 4877.678711 Iteration 23Q: 3 clusters Score -2408278 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15073 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -2408289.750000 Penalty: 4877.678711 Iteration 24Q: 3 clusters Score -2408290 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15097 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -2408298.250000 Penalty: 4877.678711 Iteration 25Q: 3 clusters Score -2408298 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15129 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -2408312.750000 Penalty: 4877.678711 Iteration 26Q: 3 clusters Score -2408313 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15158 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -2408329.000000 Penalty: 4877.678711 Iteration 27Q: 3 clusters Score -2408329 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15185 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -2408332.000000 Penalty: 4877.678711 Iteration 28Q: 3 clusters Score -2408332 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15218 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -2408359.250000 Penalty: 4877.678711 Iteration 29Q: 3 clusters Score -2408359 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15255 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -2408379.250000 Penalty: 4877.678711 Iteration 30Q: 3 clusters Score -2408379 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -2408395.500000 Penalty: 4877.678711 Iteration 31Q: 3 clusters Score -2408396 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -2408414.750000 Penalty: 4877.678711 Iteration 32Q: 3 clusters Score -2408415 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15371 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -2408439.250000 Penalty: 4877.678711 Iteration 33Q: 3 clusters Score -2408439 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15391 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -2408459.750000 Penalty: 4877.678711 Iteration 34Q: 3 clusters Score -2408460 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15408 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -2408471.500000 Penalty: 4877.678711 Iteration 35Q: 3 clusters Score -2408472 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15434 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -2408482.500000 Penalty: 4877.678711 Iteration 36Q: 3 clusters Score -2408482 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15461 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -2408497.500000 Penalty: 4877.678711 Iteration 37Q: 3 clusters Score -2408498 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15480 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -2408510.500000 Penalty: 4877.678711 Iteration 38Q: 3 clusters Score -2408510 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15503 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -2408527.500000 Penalty: 4877.678711 Iteration 39Q: 3 clusters Score -2408528 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15520 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -2408533.500000 Penalty: 4877.678711 Iteration 40F: 3 clusters Score -2408534 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -2408546.750000 Penalty: 4877.678711 Iteration 41Q: 3 clusters Score -2408547 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15574 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -2408564.500000 Penalty: 4877.678711 Iteration 42Q: 3 clusters Score -2408564 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15606 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -2408580.000000 Penalty: 4877.678711 Iteration 43Q: 3 clusters Score -2408580 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15633 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -2408594.250000 Penalty: 4877.678711 Iteration 44Q: 3 clusters Score -2408594 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15664 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -2408616.250000 Penalty: 4877.678711 Iteration 45Q: 3 clusters Score -2408616 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15690 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -2408631.500000 Penalty: 4877.678711 Iteration 46Q: 3 clusters Score -2408632 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15731 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -2408654.250000 Penalty: 4877.678711 Iteration 47Q: 3 clusters Score -2408654 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15762 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -2408668.250000 Penalty: 4877.678711 Iteration 48Q: 3 clusters Score -2408668 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15793 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -2408674.250000 Penalty: 4877.678711 Iteration 49Q: 3 clusters Score -2408674 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15808 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -2408693.750000 Penalty: 4877.678711 Iteration 50Q: 3 clusters Score -2408694 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -2408707.000000 Penalty: 4877.678711 Iteration 51Q: 3 clusters Score -2408707 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15860 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -2408711.750000 Penalty: 4877.678711 Iteration 52Q: 3 clusters Score -2408712 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15887 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -2408743.500000 Penalty: 4877.678711 Iteration 53Q: 3 clusters Score -2408744 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15914 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -2408758.000000 Penalty: 4877.678711 Iteration 54Q: 3 clusters Score -2408758 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15943 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -2408774.500000 Penalty: 4877.678711 Iteration 55Q: 3 clusters Score -2408774 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -2408788.250000 Penalty: 4877.678711 Iteration 56Q: 3 clusters Score -2408788 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15971 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -2408792.750000 Penalty: 4877.678711 Iteration 57Q: 3 clusters Score -2408793 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15977 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -2408793.500000 Penalty: 4877.678711 Iteration 58Q: 3 clusters Score -2408794 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15979 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -2408795.500000 Penalty: 4877.678711 Iteration 59Q: 3 clusters Score -2408796 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15987 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -2408794.750000 Penalty: 4877.678711 Iteration 60F: 3 clusters Score -2408795 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16001 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -2408797.000000 Penalty: 4877.678711 Iteration 61Q: 3 clusters Score -2408797 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16013 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -2408806.000000 Penalty: 4877.678711 Iteration 62Q: 3 clusters Score -2408806 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -2408809.000000 Penalty: 4877.678711 Iteration 63Q: 3 clusters Score -2408809 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16026 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -2408805.000000 Penalty: 4877.678711 Iteration 64Q: 3 clusters Score -2408805 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -2408808.000000 Penalty: 4877.678711 Iteration 65Q: 3 clusters Score -2408808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16043 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -2408810.250000 Penalty: 4877.678711 Iteration 66Q: 3 clusters Score -2408810 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16052 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -2408809.250000 Penalty: 4877.678711 Iteration 67Q: 3 clusters Score -2408809 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16059 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -2408810.250000 Penalty: 4877.678711 Iteration 68Q: 3 clusters Score -2408810 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16067 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -2408818.250000 Penalty: 4877.678711 Iteration 69Q: 3 clusters Score -2408818 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16076 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -2408817.750000 Penalty: 4877.678711 Iteration 70Q: 3 clusters Score -2408818 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16081 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -2408818.000000 Penalty: 4877.678711 Iteration 71Q: 3 clusters Score -2408818 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16086 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -2408820.000000 Penalty: 4877.678711 Iteration 72Q: 3 clusters Score -2408820 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16089 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -2408819.250000 Penalty: 4877.678711 Iteration 73Q: 3 clusters Score -2408819 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16092 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -2408816.750000 Penalty: 4877.678711 Iteration 74Q: 3 clusters Score -2408817 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16094 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -2408815.000000 Penalty: 4877.678711 Iteration 75Q: 3 clusters Score -2408815 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16094 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -2408815.500000 Penalty: 4877.678711 Iteration 76Q: 3 clusters Score -2408816 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16095 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -2408815.250000 Penalty: 4877.678711 Iteration 77Q: 3 clusters Score -2408815 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -2408813.250000 Penalty: 4877.678711 Iteration 78Q: 3 clusters Score -2408813 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16099 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -2408816.500000 Penalty: 4877.678711 Iteration 79Q: 3 clusters Score -2408816 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -2408817.250000 Penalty: 4877.678711 Iteration 80F: 3 clusters Score -2408817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16098 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -2408816.500000 Penalty: 4877.678711 Iteration 81Q: 3 clusters Score -2408816 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16098 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -2408816.500000 Penalty: 4877.678711 Iteration 82F: 3 clusters Score -2408816 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3479 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Entering Unmasked Estep Score: -434972.187500 Penalty: 2022.316040 Iteration 0F: 2 clusters Score -434972.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -431459.062500 Penalty: 4044.632080 Iteration 0F: 3 clusters Score -431459.1 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -432264.000000 Penalty: 4044.632080 Iteration 1F: 3 clusters Score -432264 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -432456.562500 Penalty: 4044.632080 Iteration 2F: 3 clusters Score -432456.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -432578.937500 Penalty: 4044.632080 Iteration 3F: 3 clusters Score -432578.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -432645.500000 Penalty: 4044.632080 Iteration 4Q: 3 clusters Score -432645.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -432683.375000 Penalty: 4044.632080 Iteration 5Q: 3 clusters Score -432683.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -432716.375000 Penalty: 4044.632080 Iteration 6Q: 3 clusters Score -432716.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -432745.968750 Penalty: 4044.632080 Iteration 7Q: 3 clusters Score -432746 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -432771.437500 Penalty: 4044.632080 Iteration 8Q: 3 clusters Score -432771.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -432798.968750 Penalty: 4044.632080 Iteration 9Q: 3 clusters Score -432799 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -432820.093750 Penalty: 4044.632080 Iteration 10Q: 3 clusters Score -432820.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -432839.687500 Penalty: 4044.632080 Iteration 11Q: 3 clusters Score -432839.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -432862.000000 Penalty: 4044.632080 Iteration 12Q: 3 clusters Score -432862 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -432889.906250 Penalty: 4044.632080 Iteration 13Q: 3 clusters Score -432889.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -432916.312500 Penalty: 4044.632080 Iteration 14Q: 3 clusters Score -432916.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -432939.906250 Penalty: 4044.632080 Iteration 15Q: 3 clusters Score -432939.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -432953.343750 Penalty: 4044.632080 Iteration 16Q: 3 clusters Score -432953.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -432967.375000 Penalty: 4044.632080 Iteration 17Q: 3 clusters Score -432967.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -432980.625000 Penalty: 4044.632080 Iteration 18Q: 3 clusters Score -432980.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -432991.281250 Penalty: 4044.632080 Iteration 19Q: 3 clusters Score -432991.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -433000.437500 Penalty: 4044.632080 Iteration 20F: 3 clusters Score -433000.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -433008.312500 Penalty: 4044.632080 Iteration 21Q: 3 clusters Score -433008.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -433023.375000 Penalty: 4044.632080 Iteration 22Q: 3 clusters Score -433023.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -433045.531250 Penalty: 4044.632080 Iteration 23Q: 3 clusters Score -433045.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -433064.843750 Penalty: 4044.632080 Iteration 24Q: 3 clusters Score -433064.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -433082.093750 Penalty: 4044.632080 Iteration 25Q: 3 clusters Score -433082.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -433103.406250 Penalty: 4044.632080 Iteration 26Q: 3 clusters Score -433103.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -433127.218750 Penalty: 4044.632080 Iteration 27Q: 3 clusters Score -433127.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -433151.718750 Penalty: 4044.632080 Iteration 28Q: 3 clusters Score -433151.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -433175.968750 Penalty: 4044.632080 Iteration 29Q: 3 clusters Score -433176 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -433199.562500 Penalty: 4044.632080 Iteration 30Q: 3 clusters Score -433199.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -433223.656250 Penalty: 4044.632080 Iteration 31Q: 3 clusters Score -433223.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -433246.812500 Penalty: 4044.632080 Iteration 32Q: 3 clusters Score -433246.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -433277.250000 Penalty: 4044.632080 Iteration 33Q: 3 clusters Score -433277.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -433312.250000 Penalty: 4044.632080 Iteration 34Q: 3 clusters Score -433312.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -433357.562500 Penalty: 4044.632080 Iteration 35Q: 3 clusters Score -433357.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -433411.375000 Penalty: 4044.632080 Iteration 36Q: 3 clusters Score -433411.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -433455.062500 Penalty: 4044.632080 Iteration 37Q: 3 clusters Score -433455.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -433493.093750 Penalty: 4044.632080 Iteration 38Q: 3 clusters Score -433493.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -433525.718750 Penalty: 4044.632080 Iteration 39Q: 3 clusters Score -433525.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -433541.843750 Penalty: 4044.632080 Iteration 40F: 3 clusters Score -433541.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -433557.062500 Penalty: 4044.632080 Iteration 41Q: 3 clusters Score -433557.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -433569.625000 Penalty: 4044.632080 Iteration 42Q: 3 clusters Score -433569.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -433584.750000 Penalty: 4044.632080 Iteration 43Q: 3 clusters Score -433584.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -433597.593750 Penalty: 4044.632080 Iteration 44Q: 3 clusters Score -433597.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -433610.406250 Penalty: 4044.632080 Iteration 45Q: 3 clusters Score -433610.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -433623.468750 Penalty: 4044.632080 Iteration 46Q: 3 clusters Score -433623.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -433634.218750 Penalty: 4044.632080 Iteration 47Q: 3 clusters Score -433634.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -433648.500000 Penalty: 4044.632080 Iteration 48Q: 3 clusters Score -433648.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -433666.625000 Penalty: 4044.632080 Iteration 49Q: 3 clusters Score -433666.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -433682.218750 Penalty: 4044.632080 Iteration 50Q: 3 clusters Score -433682.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -433693.656250 Penalty: 4044.632080 Iteration 51Q: 3 clusters Score -433693.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -433700.625000 Penalty: 4044.632080 Iteration 52Q: 3 clusters Score -433700.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -433708.031250 Penalty: 4044.632080 Iteration 53Q: 3 clusters Score -433708 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -433713.093750 Penalty: 4044.632080 Iteration 54Q: 3 clusters Score -433713.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -433717.031250 Penalty: 4044.632080 Iteration 55Q: 3 clusters Score -433717 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -433722.656250 Penalty: 4044.632080 Iteration 56Q: 3 clusters Score -433722.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -433729.250000 Penalty: 4044.632080 Iteration 57Q: 3 clusters Score -433729.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -433732.875000 Penalty: 4044.632080 Iteration 58Q: 3 clusters Score -433732.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -433737.218750 Penalty: 4044.632080 Iteration 59Q: 3 clusters Score -433737.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -433738.906250 Penalty: 4044.632080 Iteration 60F: 3 clusters Score -433738.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -433745.156250 Penalty: 4044.632080 Iteration 61Q: 3 clusters Score -433745.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -433752.000000 Penalty: 4044.632080 Iteration 62Q: 3 clusters Score -433752 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -433754.937500 Penalty: 4044.632080 Iteration 63Q: 3 clusters Score -433754.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -433756.031250 Penalty: 4044.632080 Iteration 64Q: 3 clusters Score -433756 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -433757.906250 Penalty: 4044.632080 Iteration 65Q: 3 clusters Score -433757.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -433759.843750 Penalty: 4044.632080 Iteration 66Q: 3 clusters Score -433759.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -433763.593750 Penalty: 4044.632080 Iteration 67Q: 3 clusters Score -433763.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -433766.031250 Penalty: 4044.632080 Iteration 68Q: 3 clusters Score -433766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -433770.500000 Penalty: 4044.632080 Iteration 69Q: 3 clusters Score -433770.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -433780.187500 Penalty: 4044.632080 Iteration 70Q: 3 clusters Score -433780.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -433790.687500 Penalty: 4044.632080 Iteration 71Q: 3 clusters Score -433790.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -433797.281250 Penalty: 4044.632080 Iteration 72Q: 3 clusters Score -433797.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -433802.968750 Penalty: 4044.632080 Iteration 73Q: 3 clusters Score -433803 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -433807.062500 Penalty: 4044.632080 Iteration 74Q: 3 clusters Score -433807.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -433813.187500 Penalty: 4044.632080 Iteration 75Q: 3 clusters Score -433813.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -433820.812500 Penalty: 4044.632080 Iteration 76Q: 3 clusters Score -433820.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -433823.750000 Penalty: 4044.632080 Iteration 77Q: 3 clusters Score -433823.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -433824.937500 Penalty: 4044.632080 Iteration 78Q: 3 clusters Score -433824.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -433826.968750 Penalty: 4044.632080 Iteration 79Q: 3 clusters Score -433827 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -433826.968750 Penalty: 4044.632080 Iteration 80F: 3 clusters Score -433827 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (10196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Entering Unmasked Estep Score: -1325135.500000 Penalty: 2288.978271 Iteration 0F: 2 clusters Score -1325136 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5120 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1317358.125000 Penalty: 4577.956543 Iteration 0F: 3 clusters Score -1317358 nChanged 4196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -1319426.125000 Penalty: 4577.956543 Iteration 1F: 3 clusters Score -1319426 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5252 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1319697.125000 Penalty: 4577.956543 Iteration 2F: 3 clusters Score -1319697 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5298 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -1319911.750000 Penalty: 4577.956543 Iteration 3Q: 3 clusters Score -1319912 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1320097.625000 Penalty: 4577.956543 Iteration 4Q: 3 clusters Score -1320098 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -1320305.625000 Penalty: 4577.956543 Iteration 5Q: 3 clusters Score -1320306 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -1320592.625000 Penalty: 4577.956543 Iteration 6Q: 3 clusters Score -1320593 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -1320950.000000 Penalty: 4577.956543 Iteration 7Q: 3 clusters Score -1320950 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -1321340.625000 Penalty: 4577.956543 Iteration 8F: 3 clusters Score -1321341 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -1321749.000000 Penalty: 4577.956543 Iteration 9F: 3 clusters Score -1321749 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -1322181.125000 Penalty: 4577.956543 Iteration 10F: 3 clusters Score -1322181 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7823 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -1322604.375000 Penalty: 4577.956543 Iteration 11F: 3 clusters Score -1322604 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -1322944.625000 Penalty: 4577.956543 Iteration 12Q: 3 clusters Score -1322945 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1323185.625000 Penalty: 4577.956543 Iteration 13Q: 3 clusters Score -1323186 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8755 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -1323330.250000 Penalty: 4577.956543 Iteration 14Q: 3 clusters Score -1323330 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -1323432.875000 Penalty: 4577.956543 Iteration 15Q: 3 clusters Score -1323433 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -1323515.500000 Penalty: 4577.956543 Iteration 16Q: 3 clusters Score -1323516 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1323588.125000 Penalty: 4577.956543 Iteration 17Q: 3 clusters Score -1323588 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9228 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -1323636.750000 Penalty: 4577.956543 Iteration 18Q: 3 clusters Score -1323637 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1323667.875000 Penalty: 4577.956543 Iteration 19Q: 3 clusters Score -1323668 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9327 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1323699.375000 Penalty: 4577.956543 Iteration 20F: 3 clusters Score -1323699 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9367 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -1323719.875000 Penalty: 4577.956543 Iteration 21Q: 3 clusters Score -1323720 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9390 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1323733.000000 Penalty: 4577.956543 Iteration 22Q: 3 clusters Score -1323733 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9411 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1323754.000000 Penalty: 4577.956543 Iteration 23Q: 3 clusters Score -1323754 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -1323768.250000 Penalty: 4577.956543 Iteration 24Q: 3 clusters Score -1323768 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9444 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1323777.250000 Penalty: 4577.956543 Iteration 25Q: 3 clusters Score -1323777 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9455 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -1323779.750000 Penalty: 4577.956543 Iteration 26Q: 3 clusters Score -1323780 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9462 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1323781.000000 Penalty: 4577.956543 Iteration 27Q: 3 clusters Score -1323781 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1323783.000000 Penalty: 4577.956543 Iteration 28Q: 3 clusters Score -1323783 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -1323783.000000 Penalty: 4577.956543 Iteration 29F: 3 clusters Score -1323783 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (8201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8201 members Entering Unmasked Estep Score: -1026623.500000 Penalty: 2234.978760 Iteration 0F: 2 clusters Score -1026624 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -1020092.625000 Penalty: 4469.957520 Iteration 0F: 3 clusters Score -1020093 nChanged 3287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -1022147.062500 Penalty: 4469.957520 Iteration 1F: 3 clusters Score -1022147 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -1022772.750000 Penalty: 4469.957520 Iteration 2F: 3 clusters Score -1022773 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -1023366.687500 Penalty: 4469.957520 Iteration 3F: 3 clusters Score -1023367 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -1023780.375000 Penalty: 4469.957520 Iteration 4F: 3 clusters Score -1023780 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -1024039.312500 Penalty: 4469.957520 Iteration 5F: 3 clusters Score -1024039 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 3945 members Entering Unmasked Estep Score: -1024198.250000 Penalty: 4469.957520 Iteration 6Q: 3 clusters Score -1024198 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -1024310.062500 Penalty: 4469.957520 Iteration 7Q: 3 clusters Score -1024310 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4117 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1024391.812500 Penalty: 4469.957520 Iteration 8Q: 3 clusters Score -1024392 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -1024450.625000 Penalty: 4469.957520 Iteration 9Q: 3 clusters Score -1024451 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -1024496.437500 Penalty: 4469.957520 Iteration 10Q: 3 clusters Score -1024496 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -1024533.187500 Penalty: 4469.957520 Iteration 11Q: 3 clusters Score -1024533 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1024555.562500 Penalty: 4469.957520 Iteration 12Q: 3 clusters Score -1024556 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1024577.750000 Penalty: 4469.957520 Iteration 13Q: 3 clusters Score -1024578 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -1024595.187500 Penalty: 4469.957520 Iteration 14Q: 3 clusters Score -1024595 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -1024610.500000 Penalty: 4469.957520 Iteration 15Q: 3 clusters Score -1024610 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -1024625.687500 Penalty: 4469.957520 Iteration 16Q: 3 clusters Score -1024626 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1024641.062500 Penalty: 4469.957520 Iteration 17Q: 3 clusters Score -1024641 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -1024652.500000 Penalty: 4469.957520 Iteration 18Q: 3 clusters Score -1024652 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -1024667.687500 Penalty: 4469.957520 Iteration 19Q: 3 clusters Score -1024668 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -1024688.375000 Penalty: 4469.957520 Iteration 20F: 3 clusters Score -1024688 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3537 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -1024714.750000 Penalty: 4469.957520 Iteration 21Q: 3 clusters Score -1024715 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -1024733.937500 Penalty: 4469.957520 Iteration 22Q: 3 clusters Score -1024734 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 4755 members Entering Unmasked 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Entering Unmasked Estep Score: -1024824.562500 Penalty: 4469.957520 Iteration 27Q: 3 clusters Score -1024825 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -1024836.437500 Penalty: 4469.957520 Iteration 28Q: 3 clusters Score -1024836 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 5046 members Entering Unmasked Estep Score: -1024843.562500 Penalty: 4469.957520 Iteration 29Q: 3 clusters Score -1024844 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -1024854.187500 Penalty: 4469.957520 Iteration 30Q: 3 clusters Score -1024854 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1024863.625000 Penalty: 4469.957520 Iteration 31Q: 3 clusters Score -1024864 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1024870.500000 Penalty: 4469.957520 Iteration 32Q: 3 clusters Score -1024870 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1024874.000000 Penalty: 4469.957520 Iteration 33Q: 3 clusters Score -1024874 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -1024880.875000 Penalty: 4469.957520 Iteration 34Q: 3 clusters Score -1024881 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -1024889.375000 Penalty: 4469.957520 Iteration 35Q: 3 clusters Score -1024889 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -1024894.125000 Penalty: 4469.957520 Iteration 36Q: 3 clusters Score -1024894 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -1024900.687500 Penalty: 4469.957520 Iteration 37Q: 3 clusters Score -1024901 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1024906.187500 Penalty: 4469.957520 Iteration 38Q: 3 clusters Score -1024906 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -1024908.375000 Penalty: 4469.957520 Iteration 39Q: 3 clusters Score -1024908 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 5311 members Entering Unmasked Estep Score: -1024913.750000 Penalty: 4469.957520 Iteration 40F: 3 clusters Score -1024914 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 5329 members Entering Unmasked Estep Score: -1024915.750000 Penalty: 4469.957520 Iteration 41Q: 3 clusters Score -1024916 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 5345 members Entering Unmasked Estep Score: -1024918.312500 Penalty: 4469.957520 Iteration 42Q: 3 clusters Score -1024918 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -1024921.875000 Penalty: 4469.957520 Iteration 43Q: 3 clusters Score -1024922 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -1024927.062500 Penalty: 4469.957520 Iteration 44Q: 3 clusters Score -1024927 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -1024931.312500 Penalty: 4469.957520 Iteration 45Q: 3 clusters Score -1024931 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -1024932.000000 Penalty: 4469.957520 Iteration 46Q: 3 clusters Score -1024932 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -1024937.375000 Penalty: 4469.957520 Iteration 47Q: 3 clusters Score -1024937 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 5424 members Entering Unmasked Estep Score: -1024940.437500 Penalty: 4469.957520 Iteration 48Q: 3 clusters Score -1024940 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 5435 members Entering Unmasked Estep Score: -1024942.750000 Penalty: 4469.957520 Iteration 49Q: 3 clusters Score -1024943 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 5441 members Entering Unmasked Estep Score: -1024943.062500 Penalty: 4469.957520 Iteration 50Q: 3 clusters Score -1024943 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -1024946.875000 Penalty: 4469.957520 Iteration 51Q: 3 clusters Score -1024947 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1024947.625000 Penalty: 4469.957520 Iteration 52Q: 3 clusters Score -1024948 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -1024950.437500 Penalty: 4469.957520 Iteration 53Q: 3 clusters Score -1024950 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -1024949.937500 Penalty: 4469.957520 Iteration 54Q: 3 clusters Score -1024950 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -1024952.000000 Penalty: 4469.957520 Iteration 55Q: 3 clusters Score -1024952 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -1024952.125000 Penalty: 4469.957520 Iteration 56Q: 3 clusters Score -1024952 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -1024955.687500 Penalty: 4469.957520 Iteration 57Q: 3 clusters Score -1024956 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1024956.875000 Penalty: 4469.957520 Iteration 58Q: 3 clusters Score -1024957 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -1024959.875000 Penalty: 4469.957520 Iteration 59Q: 3 clusters Score -1024960 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 5522 members Entering Unmasked Estep Score: -1024962.250000 Penalty: 4469.957520 Iteration 60F: 3 clusters Score -1024962 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 5530 members Entering Unmasked Estep Score: -1024963.437500 Penalty: 4469.957520 Iteration 61Q: 3 clusters Score -1024963 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -1024964.312500 Penalty: 4469.957520 Iteration 62Q: 3 clusters Score -1024964 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -1024968.875000 Penalty: 4469.957520 Iteration 63Q: 3 clusters Score -1024969 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 5552 members Entering Unmasked Estep Score: -1024969.187500 Penalty: 4469.957520 Iteration 64Q: 3 clusters Score -1024969 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -1024972.562500 Penalty: 4469.957520 Iteration 65Q: 3 clusters Score -1024973 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1024975.437500 Penalty: 4469.957520 Iteration 66Q: 3 clusters Score -1024975 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 5586 members Entering Unmasked Estep Score: -1024977.687500 Penalty: 4469.957520 Iteration 67Q: 3 clusters Score -1024978 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -1024980.312500 Penalty: 4469.957520 Iteration 68Q: 3 clusters Score -1024980 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 5622 members Entering Unmasked Estep Score: -1024989.000000 Penalty: 4469.957520 Iteration 69Q: 3 clusters Score -1024989 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -1024992.375000 Penalty: 4469.957520 Iteration 70Q: 3 clusters Score -1024992 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -1024998.312500 Penalty: 4469.957520 Iteration 71Q: 3 clusters Score -1024998 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 5684 members Entering Unmasked Estep Score: -1025002.187500 Penalty: 4469.957520 Iteration 72Q: 3 clusters Score -1025002 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -1025009.687500 Penalty: 4469.957520 Iteration 73Q: 3 clusters Score -1025010 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -1025016.000000 Penalty: 4469.957520 Iteration 74Q: 3 clusters Score -1025016 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2441 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -1025029.250000 Penalty: 4469.957520 Iteration 75Q: 3 clusters Score -1025029 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 5793 members Entering Unmasked Estep Score: -1025038.000000 Penalty: 4469.957520 Iteration 76Q: 3 clusters Score -1025038 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -1025048.875000 Penalty: 4469.957520 Iteration 77Q: 3 clusters Score -1025049 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1025058.812500 Penalty: 4469.957520 Iteration 78Q: 3 clusters 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3 clusters Score -1025100 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -1025124.250000 Penalty: 4469.957520 Iteration 83Q: 3 clusters Score -1025124 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -1025146.437500 Penalty: 4469.957520 Iteration 84Q: 3 clusters Score -1025146 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -1025174.500000 Penalty: 4469.957520 Iteration 85Q: 3 clusters Score -1025174 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -1025197.750000 Penalty: 4469.957520 Iteration 86Q: 3 clusters Score -1025198 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 6309 members Entering Unmasked Estep Score: -1025219.437500 Penalty: 4469.957520 Iteration 87Q: 3 clusters Score -1025219 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -1025240.625000 Penalty: 4469.957520 Iteration 88Q: 3 clusters Score -1025241 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 6420 members Entering Unmasked Estep Score: -1025274.187500 Penalty: 4469.957520 Iteration 89Q: 3 clusters Score -1025274 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 6473 members Entering Unmasked Estep Score: -1025296.375000 Penalty: 4469.957520 Iteration 90Q: 3 clusters Score -1025296 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -1025321.875000 Penalty: 4469.957520 Iteration 91Q: 3 clusters Score -1025322 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -1025342.000000 Penalty: 4469.957520 Iteration 92Q: 3 clusters Score -1025342 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -1025361.625000 Penalty: 4469.957520 Iteration 93Q: 3 clusters Score -1025362 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 6655 members Entering Unmasked Estep Score: -1025382.437500 Penalty: 4469.957520 Iteration 94Q: 3 clusters Score -1025382 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -1025399.812500 Penalty: 4469.957520 Iteration 95Q: 3 clusters Score -1025400 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -1025413.937500 Penalty: 4469.957520 Iteration 96Q: 3 clusters Score -1025414 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 6763 members Entering Unmasked Estep Score: -1025423.750000 Penalty: 4469.957520 Iteration 97Q: 3 clusters Score -1025424 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -1025440.187500 Penalty: 4469.957520 Iteration 98Q: 3 clusters Score -1025440 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 6819 members Entering Unmasked Estep Score: -1025450.937500 Penalty: 4469.957520 Iteration 99Q: 3 clusters Score -1025451 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -1025461.187500 Penalty: 4469.957520 Iteration 100F: 3 clusters Score -1025461 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1025468.687500 Penalty: 4469.957520 Iteration 101Q: 3 clusters Score -1025469 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -1025475.312500 Penalty: 4469.957520 Iteration 102Q: 3 clusters Score -1025475 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -1025476.812500 Penalty: 4469.957520 Iteration 103Q: 3 clusters Score -1025477 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 6911 members Entering Unmasked Estep Score: -1025483.437500 Penalty: 4469.957520 Iteration 104Q: 3 clusters Score -1025483 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -1025486.125000 Penalty: 4469.957520 Iteration 105Q: 3 clusters Score -1025486 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -1025489.062500 Penalty: 4469.957520 Iteration 106Q: 3 clusters Score -1025489 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -1025492.000000 Penalty: 4469.957520 Iteration 107Q: 3 clusters Score -1025492 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 6961 members Entering Unmasked Estep Score: -1025501.062500 Penalty: 4469.957520 Iteration 108Q: 3 clusters Score -1025501 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 6975 members Entering Unmasked Estep Score: -1025506.562500 Penalty: 4469.957520 Iteration 109Q: 3 clusters Score -1025507 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1025512.437500 Penalty: 4469.957520 Iteration 110Q: 3 clusters Score -1025512 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -1025514.875000 Penalty: 4469.957520 Iteration 111Q: 3 clusters Score -1025515 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 7006 members Entering Unmasked Estep Score: -1025518.750000 Penalty: 4469.957520 Iteration 112Q: 3 clusters Score -1025519 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -1025523.437500 Penalty: 4469.957520 Iteration 113Q: 3 clusters Score -1025523 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -1025523.687500 Penalty: 4469.957520 Iteration 114Q: 3 clusters Score -1025524 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 7029 members Entering Unmasked Estep Score: -1025526.500000 Penalty: 4469.957520 Iteration 115Q: 3 clusters Score -1025526 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1025528.625000 Penalty: 4469.957520 Iteration 116Q: 3 clusters Score -1025529 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -1025528.125000 Penalty: 4469.957520 Iteration 117Q: 3 clusters Score -1025528 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 7038 members Entering Unmasked Estep Score: -1025531.000000 Penalty: 4469.957520 Iteration 118Q: 3 clusters Score -1025531 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 7043 members Entering Unmasked Estep Score: -1025531.312500 Penalty: 4469.957520 Iteration 119Q: 3 clusters Score -1025531 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 7046 members Entering Unmasked Estep Score: -1025533.125000 Penalty: 4469.957520 Iteration 120F: 3 clusters Score -1025533 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -1025535.250000 Penalty: 4469.957520 Iteration 121Q: 3 clusters Score -1025535 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -1025534.562500 Penalty: 4469.957520 Iteration 122Q: 3 clusters Score -1025535 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 7050 members Entering Unmasked Estep Score: -1025536.750000 Penalty: 4469.957520 Iteration 123Q: 3 clusters Score -1025537 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1025536.000000 Penalty: 4469.957520 Iteration 124Q: 3 clusters Score -1025536 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -1025537.750000 Penalty: 4469.957520 Iteration 125Q: 3 clusters Score -1025538 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -1025537.750000 Penalty: 4469.957520 Iteration 126F: 3 clusters Score -1025538 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (49590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49590 members Entering Unmasked Estep Score: -6647935.000000 Penalty: 2681.262939 Iteration 0F: 2 clusters Score -6647935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24854 members Mstep: Class 2 contains 24736 members Entering Unmasked Estep Score: -6614439.000000 Penalty: 5362.525879 Iteration 0F: 3 clusters Score -6614439 nChanged 22966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24732 members Mstep: Class 2 contains 24858 members Entering Unmasked Estep Score: -6627186.000000 Penalty: 5362.525879 Iteration 1F: 3 clusters Score -6627186 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24588 members Mstep: Class 2 contains 25002 members Entering Unmasked Estep Score: -6627793.500000 Penalty: 5362.525879 Iteration 2Q: 3 clusters Score -6627794 nChanged 1972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24370 members Mstep: Class 2 contains 25220 members Entering Unmasked Estep Score: -6628380.500000 Penalty: 5362.525879 Iteration 3Q: 3 clusters Score -6628380 nChanged 1982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23930 members Mstep: Class 2 contains 25660 members Entering Unmasked Estep Score: -6629045.000000 Penalty: 5362.525879 Iteration 4Q: 3 clusters Score -6629045 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23278 members Mstep: Class 2 contains 26312 members Entering Unmasked Estep Score: -6629893.000000 Penalty: 5362.525879 Iteration 5Q: 3 clusters Score -6629893 nChanged 2312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22360 members Mstep: Class 2 contains 27230 members Entering Unmasked Estep Score: -6630821.000000 Penalty: 5362.525879 Iteration 6Q: 3 clusters Score -6630821 nChanged 2503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21149 members Mstep: Class 2 contains 28441 members Entering Unmasked Estep Score: -6631977.000000 Penalty: 5362.525879 Iteration 7F: 3 clusters Score -6631977 nChanged 2713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19612 members Mstep: Class 2 contains 29978 members Entering Unmasked Estep Score: -6633276.500000 Penalty: 5362.525879 Iteration 8F: 3 clusters Score -6633276 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17881 members Mstep: Class 2 contains 31709 members Entering Unmasked Estep Score: -6634616.000000 Penalty: 5362.525879 Iteration 9F: 3 clusters Score -6634616 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15916 members Mstep: Class 2 contains 33674 members Entering Unmasked Estep Score: -6636045.500000 Penalty: 5362.525879 Iteration 10F: 3 clusters Score -6636046 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13850 members Mstep: Class 2 contains 35740 members Entering Unmasked Estep Score: -6637378.000000 Penalty: 5362.525879 Iteration 11F: 3 clusters Score -6637378 nChanged 2318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 37866 members Entering Unmasked Estep Score: -6638647.000000 Penalty: 5362.525879 Iteration 12Q: 3 clusters Score -6638647 nChanged 2136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 39916 members Entering Unmasked Estep Score: -6639844.500000 Penalty: 5362.525879 Iteration 13Q: 3 clusters Score -6639844 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7717 members Mstep: Class 2 contains 41873 members Entering Unmasked Estep Score: -6641053.500000 Penalty: 5362.525879 Iteration 14Q: 3 clusters Score -6641054 nChanged 1850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5871 members Mstep: Class 2 contains 43719 members Entering Unmasked Estep Score: -6642223.000000 Penalty: 5362.525879 Iteration 15Q: 3 clusters Score -6642223 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 45264 members Entering Unmasked Estep Score: -6643167.500000 Penalty: 5362.525879 Iteration 16Q: 3 clusters Score -6643168 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 46468 members Entering Unmasked Estep Score: -6643943.000000 Penalty: 5362.525879 Iteration 17Q: 3 clusters Score -6643943 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 47352 members Entering Unmasked Estep Score: -6644587.500000 Penalty: 5362.525879 Iteration 18Q: 3 clusters Score -6644588 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 47954 members Entering Unmasked Estep Score: -6644979.500000 Penalty: 5362.525879 Iteration 19Q: 3 clusters Score -6644980 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 48353 members Entering Unmasked Estep Score: -6645297.500000 Penalty: 5362.525879 Iteration 20F: 3 clusters Score -6645298 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 48605 members Entering Unmasked Estep Score: -6645453.000000 Penalty: 5362.525879 Iteration 21Q: 3 clusters Score -6645453 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 48747 members Entering Unmasked Estep Score: -6645535.000000 Penalty: 5362.525879 Iteration 22Q: 3 clusters Score -6645535 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 48841 members Entering Unmasked Estep Score: -6645598.000000 Penalty: 5362.525879 Iteration 23Q: 3 clusters Score -6645598 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 48898 members Entering Unmasked Estep Score: -6645653.000000 Penalty: 5362.525879 Iteration 24Q: 3 clusters Score -6645653 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 48942 members Entering Unmasked Estep Score: -6645702.000000 Penalty: 5362.525879 Iteration 25Q: 3 clusters Score -6645702 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 48971 members Entering Unmasked Estep Score: -6645730.000000 Penalty: 5362.525879 Iteration 26Q: 3 clusters Score -6645730 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 48998 members Entering Unmasked Estep Score: -6645743.500000 Penalty: 5362.525879 Iteration 27Q: 3 clusters Score -6645744 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 49007 members Entering Unmasked Estep Score: -6645755.500000 Penalty: 5362.525879 Iteration 28Q: 3 clusters Score -6645756 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 49020 members Entering Unmasked Estep Score: -6645772.000000 Penalty: 5362.525879 Iteration 29Q: 3 clusters Score -6645772 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 49025 members Entering Unmasked Estep Score: -6645777.500000 Penalty: 5362.525879 Iteration 30Q: 3 clusters Score -6645778 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 49024 members Entering Unmasked Estep Score: -6645783.500000 Penalty: 5362.525879 Iteration 31Q: 3 clusters Score -6645784 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 49027 members Entering Unmasked Estep Score: -6645786.000000 Penalty: 5362.525879 Iteration 32Q: 3 clusters Score -6645786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 49029 members Entering Unmasked Estep Score: -6645784.000000 Penalty: 5362.525879 Iteration 33Q: 3 clusters Score -6645784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 49029 members Entering Unmasked Estep Score: -6645784.500000 Penalty: 5362.525879 Iteration 34Q: 3 clusters Score -6645784 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 49031 members Entering Unmasked Estep Score: -6645795.000000 Penalty: 5362.525879 Iteration 35Q: 3 clusters Score -6645795 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 49035 members Entering Unmasked Estep Score: -6645804.000000 Penalty: 5362.525879 Iteration 36Q: 3 clusters Score -6645804 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 49039 members Entering Unmasked Estep Score: -6645804.500000 Penalty: 5362.525879 Iteration 37Q: 3 clusters Score -6645804 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 49040 members Entering Unmasked Estep Score: -6645802.500000 Penalty: 5362.525879 Iteration 38Q: 3 clusters Score -6645802 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 49042 members Entering Unmasked Estep Score: -6645798.500000 Penalty: 5362.525879 Iteration 39Q: 3 clusters Score -6645798 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 49043 members Entering Unmasked Estep Score: -6645800.500000 Penalty: 5362.525879 Iteration 40F: 3 clusters Score -6645800 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 49045 members Entering Unmasked Estep Score: -6645802.500000 Penalty: 5362.525879 Iteration 41Q: 3 clusters Score -6645802 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 49048 members Entering Unmasked Estep Score: -6645800.000000 Penalty: 5362.525879 Iteration 42Q: 3 clusters Score -6645800 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 49053 members Entering Unmasked Estep Score: -6645811.000000 Penalty: 5362.525879 Iteration 43Q: 3 clusters Score -6645811 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 49060 members Entering Unmasked Estep Score: -6645806.500000 Penalty: 5362.525879 Iteration 44Q: 3 clusters Score -6645806 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 49063 members Entering Unmasked Estep Score: -6645810.000000 Penalty: 5362.525879 Iteration 45Q: 3 clusters Score -6645810 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 49069 members Entering Unmasked Estep Score: -6645819.500000 Penalty: 5362.525879 Iteration 46Q: 3 clusters Score -6645820 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 49073 members Entering Unmasked Estep Score: -6645819.500000 Penalty: 5362.525879 Iteration 47Q: 3 clusters Score -6645820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 49075 members Entering Unmasked Estep Score: -6645824.500000 Penalty: 5362.525879 Iteration 48Q: 3 clusters Score -6645824 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 49079 members Entering Unmasked Estep Score: -6645831.500000 Penalty: 5362.525879 Iteration 49Q: 3 clusters Score -6645832 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 49083 members Entering Unmasked Estep Score: -6645836.000000 Penalty: 5362.525879 Iteration 50Q: 3 clusters Score -6645836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 49085 members Entering Unmasked Estep Score: -6645838.500000 Penalty: 5362.525879 Iteration 51Q: 3 clusters Score -6645838 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 49085 members Entering Unmasked Estep Score: -6645838.500000 Penalty: 5362.525879 Iteration 52F: 3 clusters Score -6645838 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (40034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40034 members Entering Unmasked Estep Score: -5377535.500000 Penalty: 2628.176270 Iteration 0F: 2 clusters Score -5377536 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20097 members Mstep: Class 2 contains 19937 members Entering Unmasked Estep Score: -5350354.500000 Penalty: 5256.352539 Iteration 0F: 3 clusters Score -5350354 nChanged 18320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20349 members Mstep: Class 2 contains 19685 members Entering Unmasked Estep Score: -5360326.000000 Penalty: 5256.352539 Iteration 1F: 3 clusters Score -5360326 nChanged 1753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20408 members Mstep: Class 2 contains 19626 members Entering Unmasked Estep Score: -5360865.500000 Penalty: 5256.352539 Iteration 2Q: 3 clusters Score -5360866 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20371 members Mstep: Class 2 contains 19663 members Entering Unmasked Estep Score: -5361415.000000 Penalty: 5256.352539 Iteration 3Q: 3 clusters Score -5361415 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20222 members Mstep: Class 2 contains 19812 members Entering Unmasked Estep Score: -5362058.500000 Penalty: 5256.352539 Iteration 4Q: 3 clusters Score -5362058 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19944 members Mstep: Class 2 contains 20090 members Entering Unmasked Estep Score: -5362951.500000 Penalty: 5256.352539 Iteration 5Q: 3 clusters Score -5362952 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19556 members Mstep: Class 2 contains 20478 members Entering Unmasked Estep Score: -5363988.500000 Penalty: 5256.352539 Iteration 6F: 3 clusters Score -5363988 nChanged 2182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19170 members Mstep: Class 2 contains 20864 members Entering Unmasked Estep Score: -5365073.500000 Penalty: 5256.352539 Iteration 7F: 3 clusters Score -5365074 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18906 members Mstep: Class 2 contains 21128 members Entering Unmasked Estep Score: -5366181.500000 Penalty: 5256.352539 Iteration 8F: 3 clusters Score -5366182 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18794 members Mstep: Class 2 contains 21240 members Entering Unmasked Estep Score: -5367049.000000 Penalty: 5256.352539 Iteration 9Q: 3 clusters Score -5367049 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18736 members Mstep: Class 2 contains 21298 members Entering Unmasked Estep Score: -5367690.500000 Penalty: 5256.352539 Iteration 10Q: 3 clusters Score -5367690 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18846 members Mstep: Class 2 contains 21188 members Entering Unmasked Estep Score: -5368138.500000 Penalty: 5256.352539 Iteration 11Q: 3 clusters Score -5368138 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19021 members Mstep: Class 2 contains 21013 members Entering Unmasked Estep Score: -5368441.500000 Penalty: 5256.352539 Iteration 12Q: 3 clusters Score -5368442 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19205 members Mstep: Class 2 contains 20829 members Entering Unmasked Estep Score: -5368597.000000 Penalty: 5256.352539 Iteration 13Q: 3 clusters Score -5368597 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19445 members Mstep: Class 2 contains 20589 members Entering Unmasked Estep Score: -5368715.000000 Penalty: 5256.352539 Iteration 14Q: 3 clusters Score -5368715 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 20328 members Entering Unmasked Estep Score: -5368796.000000 Penalty: 5256.352539 Iteration 15Q: 3 clusters Score -5368796 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19970 members Mstep: Class 2 contains 20064 members Entering Unmasked Estep Score: -5368860.000000 Penalty: 5256.352539 Iteration 16Q: 3 clusters Score -5368860 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20237 members Mstep: Class 2 contains 19797 members Entering Unmasked Estep Score: -5368889.000000 Penalty: 5256.352539 Iteration 17Q: 3 clusters Score -5368889 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20530 members Mstep: Class 2 contains 19504 members Entering Unmasked Estep Score: -5368932.000000 Penalty: 5256.352539 Iteration 18Q: 3 clusters Score -5368932 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20840 members Mstep: Class 2 contains 19194 members Entering Unmasked Estep Score: -5369008.500000 Penalty: 5256.352539 Iteration 19Q: 3 clusters Score -5369008 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21202 members Mstep: Class 2 contains 18832 members Entering Unmasked Estep Score: -5369073.000000 Penalty: 5256.352539 Iteration 20F: 3 clusters Score -5369073 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21582 members Mstep: Class 2 contains 18452 members Entering Unmasked Estep Score: -5369108.500000 Penalty: 5256.352539 Iteration 21Q: 3 clusters Score -5369108 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22031 members Mstep: Class 2 contains 18003 members Entering Unmasked Estep Score: -5369197.000000 Penalty: 5256.352539 Iteration 22Q: 3 clusters Score -5369197 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22544 members Mstep: Class 2 contains 17490 members Entering Unmasked Estep Score: -5369266.000000 Penalty: 5256.352539 Iteration 23Q: 3 clusters Score -5369266 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23121 members Mstep: Class 2 contains 16913 members Entering Unmasked Estep Score: -5369379.500000 Penalty: 5256.352539 Iteration 24Q: 3 clusters Score -5369380 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23776 members Mstep: Class 2 contains 16258 members Entering Unmasked Estep Score: -5369536.000000 Penalty: 5256.352539 Iteration 25Q: 3 clusters Score -5369536 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24522 members Mstep: Class 2 contains 15512 members Entering Unmasked Estep Score: -5369737.000000 Penalty: 5256.352539 Iteration 26Q: 3 clusters Score -5369737 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25356 members Mstep: Class 2 contains 14678 members Entering Unmasked Estep Score: -5369941.000000 Penalty: 5256.352539 Iteration 27Q: 3 clusters Score -5369941 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26303 members Mstep: Class 2 contains 13731 members Entering Unmasked Estep Score: -5370184.500000 Penalty: 5256.352539 Iteration 28Q: 3 clusters Score -5370184 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27352 members Mstep: Class 2 contains 12682 members Entering Unmasked Estep Score: -5370533.500000 Penalty: 5256.352539 Iteration 29Q: 3 clusters Score -5370534 nChanged 1179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28531 members Mstep: Class 2 contains 11503 members Entering Unmasked Estep Score: -5370997.000000 Penalty: 5256.352539 Iteration 30Q: 3 clusters Score -5370997 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29795 members Mstep: Class 2 contains 10239 members Entering Unmasked Estep Score: -5371487.000000 Penalty: 5256.352539 Iteration 31Q: 3 clusters Score -5371487 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31068 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -5372007.000000 Penalty: 5256.352539 Iteration 32Q: 3 clusters Score -5372007 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32325 members Mstep: Class 2 contains 7709 members Entering Unmasked Estep Score: -5372558.000000 Penalty: 5256.352539 Iteration 33Q: 3 clusters Score -5372558 nChanged 1140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33463 members Mstep: Class 2 contains 6571 members Entering Unmasked Estep Score: -5373020.000000 Penalty: 5256.352539 Iteration 34Q: 3 clusters Score -5373020 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34463 members Mstep: Class 2 contains 5571 members Entering Unmasked Estep Score: -5373522.000000 Penalty: 5256.352539 Iteration 35Q: 3 clusters Score -5373522 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35314 members Mstep: Class 2 contains 4720 members Entering Unmasked Estep Score: -5373892.500000 Penalty: 5256.352539 Iteration 36Q: 3 clusters Score -5373892 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36019 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -5374183.000000 Penalty: 5256.352539 Iteration 37Q: 3 clusters Score -5374183 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36616 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -5374461.500000 Penalty: 5256.352539 Iteration 38Q: 3 clusters Score -5374462 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37079 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -5374684.000000 Penalty: 5256.352539 Iteration 39Q: 3 clusters Score -5374684 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37447 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -5374840.500000 Penalty: 5256.352539 Iteration 40F: 3 clusters Score -5374840 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37734 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -5374957.000000 Penalty: 5256.352539 Iteration 41Q: 3 clusters Score -5374957 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37950 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -5375060.500000 Penalty: 5256.352539 Iteration 42Q: 3 clusters Score -5375060 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38133 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -5375136.000000 Penalty: 5256.352539 Iteration 43Q: 3 clusters Score -5375136 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38252 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -5375195.500000 Penalty: 5256.352539 Iteration 44Q: 3 clusters Score -5375196 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38328 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -5375216.500000 Penalty: 5256.352539 Iteration 45Q: 3 clusters Score -5375216 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38386 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -5375226.500000 Penalty: 5256.352539 Iteration 46Q: 3 clusters Score -5375226 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38444 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -5375258.000000 Penalty: 5256.352539 Iteration 47Q: 3 clusters Score -5375258 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38494 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -5375284.000000 Penalty: 5256.352539 Iteration 48Q: 3 clusters Score -5375284 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38539 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -5375305.500000 Penalty: 5256.352539 Iteration 49Q: 3 clusters Score -5375306 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38570 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -5375314.000000 Penalty: 5256.352539 Iteration 50Q: 3 clusters Score -5375314 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38600 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -5375330.000000 Penalty: 5256.352539 Iteration 51Q: 3 clusters Score -5375330 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38619 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -5375334.500000 Penalty: 5256.352539 Iteration 52Q: 3 clusters Score -5375334 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38643 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -5375351.000000 Penalty: 5256.352539 Iteration 53Q: 3 clusters Score -5375351 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38659 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -5375349.000000 Penalty: 5256.352539 Iteration 54Q: 3 clusters Score -5375349 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38674 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -5375346.000000 Penalty: 5256.352539 Iteration 55Q: 3 clusters Score -5375346 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38684 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -5375350.000000 Penalty: 5256.352539 Iteration 56Q: 3 clusters Score -5375350 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38691 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -5375355.000000 Penalty: 5256.352539 Iteration 57Q: 3 clusters Score -5375355 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38706 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -5375355.500000 Penalty: 5256.352539 Iteration 58Q: 3 clusters Score -5375356 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38720 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -5375368.000000 Penalty: 5256.352539 Iteration 59Q: 3 clusters Score -5375368 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38737 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -5375373.000000 Penalty: 5256.352539 Iteration 60F: 3 clusters Score -5375373 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38740 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -5375376.500000 Penalty: 5256.352539 Iteration 61Q: 3 clusters Score -5375376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38744 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -5375379.500000 Penalty: 5256.352539 Iteration 62Q: 3 clusters Score -5375380 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38754 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -5375376.000000 Penalty: 5256.352539 Iteration 63Q: 3 clusters Score -5375376 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38756 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -5375384.000000 Penalty: 5256.352539 Iteration 64Q: 3 clusters Score -5375384 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38766 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -5375384.500000 Penalty: 5256.352539 Iteration 65Q: 3 clusters Score -5375384 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38776 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -5375391.500000 Penalty: 5256.352539 Iteration 66Q: 3 clusters Score -5375392 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38786 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -5375393.000000 Penalty: 5256.352539 Iteration 67Q: 3 clusters Score -5375393 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38798 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -5375398.500000 Penalty: 5256.352539 Iteration 68Q: 3 clusters Score -5375398 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38811 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -5375395.500000 Penalty: 5256.352539 Iteration 69Q: 3 clusters Score -5375396 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38819 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -5375397.000000 Penalty: 5256.352539 Iteration 70Q: 3 clusters Score -5375397 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38826 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -5375402.500000 Penalty: 5256.352539 Iteration 71Q: 3 clusters Score -5375402 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38832 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -5375406.000000 Penalty: 5256.352539 Iteration 72Q: 3 clusters Score -5375406 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38841 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -5375408.500000 Penalty: 5256.352539 Iteration 73Q: 3 clusters Score -5375408 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38848 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -5375412.500000 Penalty: 5256.352539 Iteration 74Q: 3 clusters Score -5375412 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38859 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -5375416.500000 Penalty: 5256.352539 Iteration 75Q: 3 clusters Score -5375416 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38862 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -5375416.000000 Penalty: 5256.352539 Iteration 76Q: 3 clusters Score -5375416 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38867 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -5375428.000000 Penalty: 5256.352539 Iteration 77Q: 3 clusters Score -5375428 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38866 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -5375430.000000 Penalty: 5256.352539 Iteration 78Q: 3 clusters Score -5375430 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38869 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -5375431.500000 Penalty: 5256.352539 Iteration 79Q: 3 clusters Score -5375432 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38872 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -5375424.000000 Penalty: 5256.352539 Iteration 80F: 3 clusters Score -5375424 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38875 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -5375430.000000 Penalty: 5256.352539 Iteration 81Q: 3 clusters Score -5375430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38880 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -5375429.000000 Penalty: 5256.352539 Iteration 82Q: 3 clusters Score -5375429 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38886 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -5375442.000000 Penalty: 5256.352539 Iteration 83Q: 3 clusters Score -5375442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38889 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -5375442.000000 Penalty: 5256.352539 Iteration 84Q: 3 clusters Score -5375442 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38896 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -5375446.500000 Penalty: 5256.352539 Iteration 85Q: 3 clusters Score -5375446 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38904 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -5375443.000000 Penalty: 5256.352539 Iteration 86Q: 3 clusters Score -5375443 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38911 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -5375453.000000 Penalty: 5256.352539 Iteration 87Q: 3 clusters Score -5375453 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38919 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -5375450.500000 Penalty: 5256.352539 Iteration 88Q: 3 clusters Score -5375450 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38922 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -5375453.000000 Penalty: 5256.352539 Iteration 89Q: 3 clusters Score -5375453 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38922 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -5375455.000000 Penalty: 5256.352539 Iteration 90Q: 3 clusters Score -5375455 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38930 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -5375454.000000 Penalty: 5256.352539 Iteration 91Q: 3 clusters Score -5375454 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38937 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -5375457.500000 Penalty: 5256.352539 Iteration 92Q: 3 clusters Score -5375458 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38946 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -5375469.000000 Penalty: 5256.352539 Iteration 93Q: 3 clusters Score -5375469 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38951 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -5375471.500000 Penalty: 5256.352539 Iteration 94Q: 3 clusters Score -5375472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38955 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -5375474.000000 Penalty: 5256.352539 Iteration 95Q: 3 clusters Score -5375474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38959 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -5375475.000000 Penalty: 5256.352539 Iteration 96Q: 3 clusters Score -5375475 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38963 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -5375478.500000 Penalty: 5256.352539 Iteration 97Q: 3 clusters Score -5375478 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38970 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -5375479.500000 Penalty: 5256.352539 Iteration 98Q: 3 clusters Score -5375480 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38977 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -5375493.000000 Penalty: 5256.352539 Iteration 99Q: 3 clusters Score -5375493 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38985 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -5375494.500000 Penalty: 5256.352539 Iteration 100F: 3 clusters Score -5375494 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38986 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -5375495.000000 Penalty: 5256.352539 Iteration 101Q: 3 clusters Score -5375495 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38989 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -5375492.500000 Penalty: 5256.352539 Iteration 102Q: 3 clusters Score -5375492 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38993 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -5375494.500000 Penalty: 5256.352539 Iteration 103Q: 3 clusters Score -5375494 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38995 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -5375496.000000 Penalty: 5256.352539 Iteration 104Q: 3 clusters Score -5375496 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38998 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -5375506.000000 Penalty: 5256.352539 Iteration 105Q: 3 clusters Score -5375506 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39002 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -5375503.500000 Penalty: 5256.352539 Iteration 106Q: 3 clusters Score -5375504 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39008 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -5375504.500000 Penalty: 5256.352539 Iteration 107Q: 3 clusters Score -5375504 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39013 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -5375512.000000 Penalty: 5256.352539 Iteration 108Q: 3 clusters Score -5375512 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39017 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -5375505.500000 Penalty: 5256.352539 Iteration 109Q: 3 clusters Score -5375506 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39022 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -5375509.000000 Penalty: 5256.352539 Iteration 110Q: 3 clusters Score -5375509 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39026 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -5375513.500000 Penalty: 5256.352539 Iteration 111Q: 3 clusters Score -5375514 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39029 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -5375517.500000 Penalty: 5256.352539 Iteration 112Q: 3 clusters Score -5375518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39031 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -5375525.000000 Penalty: 5256.352539 Iteration 113Q: 3 clusters Score -5375525 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39034 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -5375526.500000 Penalty: 5256.352539 Iteration 114Q: 3 clusters Score -5375526 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39035 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -5375525.000000 Penalty: 5256.352539 Iteration 115Q: 3 clusters Score -5375525 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39035 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -5375526.000000 Penalty: 5256.352539 Iteration 116Q: 3 clusters Score -5375526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39037 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -5375525.500000 Penalty: 5256.352539 Iteration 117Q: 3 clusters Score -5375526 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39040 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -5375525.500000 Penalty: 5256.352539 Iteration 118Q: 3 clusters Score -5375526 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39040 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -5375526.000000 Penalty: 5256.352539 Iteration 119Q: 3 clusters Score -5375526 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39040 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -5375526.000000 Penalty: 5256.352539 Iteration 120F: 3 clusters Score -5375526 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Entering Unmasked Estep Score: -101149.148438 Penalty: 1667.808350 Iteration 0F: 2 clusters Score -101149.1 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 428 members Entering Unmasked Estep Score: -99323.914062 Penalty: 3335.616699 Iteration 0F: 3 clusters Score -99323.91 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -99699.390625 Penalty: 3335.616699 Iteration 1F: 3 clusters Score -99699.39 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -99973.609375 Penalty: 3335.616699 Iteration 2F: 3 clusters Score -99973.61 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -100481.882812 Penalty: 3335.616699 Iteration 3F: 3 clusters Score -100481.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -101493.718750 Penalty: 3335.616699 Iteration 4F: 3 clusters Score -101493.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -101949.976562 Penalty: 3335.616699 Iteration 5F: 3 clusters Score -101950 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -102217.101562 Penalty: 3335.616699 Iteration 6Q: 3 clusters Score -102217.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -102403.382812 Penalty: 3335.616699 Iteration 7Q: 3 clusters Score -102403.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -102466.984375 Penalty: 3335.616699 Iteration 8Q: 3 clusters Score -102467 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -102468.968750 Penalty: 3335.616699 Iteration 9Q: 3 clusters Score -102469 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -102468.968750 Penalty: 3335.616699 Iteration 10F: 3 clusters Score -102469 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 106671 members Mstep: Class 2 contains 334 members Mstep: Class 3 contains 58556 members Mstep: Class 4 contains 1050 members Mstep: Class 5 contains 575 members Mstep: Class 6 contains 2671 members Mstep: Class 7 contains 18658 members Mstep: Class 8 contains 3479 members Mstep: Class 9 contains 10196 members Mstep: Class 10 contains 8201 members Mstep: Class 11 contains 49590 members Mstep: Class 12 contains 40034 members Mstep: Class 13 contains 587 members Mstep: Class 14 contains 50522 members Mstep: Class 15 contains 5238 members Mstep: Class 16 contains 45025 members Mstep: Class 17 contains 22794 members Mstep: Class 18 contains 143260 members Mstep: Class 19 contains 1316 members Mstep: Class 20 contains 76550 members Mstep: Class 21 contains 5490 members Mstep: Class 22 contains 3289 members Mstep: Class 23 contains 918 members Mstep: Class 24 contains 188 members Mstep: Class 25 contains 246 members Entering Unmasked Estep Score: -85887920.000000 Penalty: 83037.125000 Splitting cluster 13 changes total score from -85888224.000000 to -85887920.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 14 (50522 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50522 members Entering Unmasked Estep Score: -6806900.000000 Penalty: 2685.880615 Iteration 0F: 2 clusters Score -6806900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25134 members Mstep: Class 2 contains 25388 members Entering Unmasked Estep Score: -6772938.000000 Penalty: 5371.761230 Iteration 0F: 3 clusters Score -6772938 nChanged 23413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23765 members Mstep: Class 2 contains 26757 members Entering Unmasked Estep Score: -6785939.000000 Penalty: 5371.761230 Iteration 1F: 3 clusters Score -6785939 nChanged 2301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22808 members Mstep: Class 2 contains 27714 members Entering Unmasked Estep Score: -6786724.000000 Penalty: 5371.761230 Iteration 2Q: 3 clusters Score -6786724 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21438 members Mstep: Class 2 contains 29084 members Entering Unmasked Estep Score: -6787678.000000 Penalty: 5371.761230 Iteration 3Q: 3 clusters Score -6787678 nChanged 2694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19550 members Mstep: Class 2 contains 30972 members Entering Unmasked Estep Score: -6788972.000000 Penalty: 5371.761230 Iteration 4F: 3 clusters Score -6788972 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17085 members Mstep: Class 2 contains 33437 members Entering Unmasked Estep Score: -6790846.500000 Penalty: 5371.761230 Iteration 5F: 3 clusters Score -6790846 nChanged 3584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13979 members Mstep: Class 2 contains 36543 members Entering Unmasked Estep Score: -6793396.500000 Penalty: 5371.761230 Iteration 6F: 3 clusters Score -6793396 nChanged 3636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10689 members Mstep: Class 2 contains 39833 members Entering Unmasked Estep Score: -6796415.000000 Penalty: 5371.761230 Iteration 7F: 3 clusters Score -6796415 nChanged 3123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 42772 members Entering Unmasked Estep Score: -6799217.000000 Penalty: 5371.761230 Iteration 8F: 3 clusters Score -6799217 nChanged 2265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 44883 members Entering Unmasked Estep Score: -6801432.000000 Penalty: 5371.761230 Iteration 9Q: 3 clusters Score -6801432 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 46169 members Entering Unmasked Estep Score: -6803101.500000 Penalty: 5371.761230 Iteration 10Q: 3 clusters Score -6803102 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 46746 members Entering Unmasked Estep Score: -6804212.000000 Penalty: 5371.761230 Iteration 11Q: 3 clusters Score -6804212 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 47021 members Entering Unmasked Estep Score: -6804731.500000 Penalty: 5371.761230 Iteration 12Q: 3 clusters Score -6804732 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 47195 members Entering Unmasked Estep Score: -6804944.000000 Penalty: 5371.761230 Iteration 13Q: 3 clusters Score -6804944 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 47337 members Entering Unmasked Estep Score: -6805055.500000 Penalty: 5371.761230 Iteration 14Q: 3 clusters Score -6805056 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 47465 members Entering Unmasked Estep Score: -6805118.000000 Penalty: 5371.761230 Iteration 15Q: 3 clusters Score -6805118 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 47548 members Entering Unmasked Estep Score: -6805199.500000 Penalty: 5371.761230 Iteration 16Q: 3 clusters Score -6805200 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 47624 members Entering Unmasked Estep Score: -6805220.500000 Penalty: 5371.761230 Iteration 17Q: 3 clusters Score -6805220 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 47678 members Entering Unmasked Estep Score: -6805234.500000 Penalty: 5371.761230 Iteration 18Q: 3 clusters Score -6805234 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 47724 members Entering Unmasked Estep Score: -6805242.000000 Penalty: 5371.761230 Iteration 19Q: 3 clusters Score -6805242 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 47769 members Entering Unmasked Estep Score: -6805253.500000 Penalty: 5371.761230 Iteration 20F: 3 clusters Score -6805254 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 47793 members Entering Unmasked Estep Score: -6805259.500000 Penalty: 5371.761230 Iteration 21Q: 3 clusters Score -6805260 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 47811 members Entering Unmasked Estep Score: -6805263.500000 Penalty: 5371.761230 Iteration 22Q: 3 clusters Score -6805264 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 47831 members Entering Unmasked Estep Score: -6805260.000000 Penalty: 5371.761230 Iteration 23Q: 3 clusters Score -6805260 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 47843 members Entering Unmasked Estep Score: -6805265.000000 Penalty: 5371.761230 Iteration 24Q: 3 clusters Score -6805265 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2670 members Mstep: Class 2 contains 47852 members Entering Unmasked Estep Score: -6805273.500000 Penalty: 5371.761230 Iteration 25Q: 3 clusters Score -6805274 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 47860 members Entering Unmasked Estep Score: -6805281.500000 Penalty: 5371.761230 Iteration 26Q: 3 clusters Score -6805282 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 47870 members Entering Unmasked Estep Score: -6805279.500000 Penalty: 5371.761230 Iteration 27Q: 3 clusters Score -6805280 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 47885 members Entering Unmasked Estep Score: -6805281.500000 Penalty: 5371.761230 Iteration 28Q: 3 clusters Score -6805282 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 47899 members Entering Unmasked Estep Score: -6805291.000000 Penalty: 5371.761230 Iteration 29Q: 3 clusters Score -6805291 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 47911 members Entering Unmasked Estep Score: -6805289.000000 Penalty: 5371.761230 Iteration 30Q: 3 clusters Score -6805289 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 47926 members Entering Unmasked Estep Score: -6805292.500000 Penalty: 5371.761230 Iteration 31Q: 3 clusters Score -6805292 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 47937 members Entering Unmasked Estep Score: -6805299.000000 Penalty: 5371.761230 Iteration 32Q: 3 clusters Score -6805299 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 47944 members Entering Unmasked Estep Score: -6805300.000000 Penalty: 5371.761230 Iteration 33Q: 3 clusters Score -6805300 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 47952 members Entering Unmasked Estep Score: -6805297.500000 Penalty: 5371.761230 Iteration 34Q: 3 clusters Score -6805298 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 47958 members Entering Unmasked Estep Score: -6805300.500000 Penalty: 5371.761230 Iteration 35Q: 3 clusters Score -6805300 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 47960 members Entering Unmasked Estep Score: -6805298.500000 Penalty: 5371.761230 Iteration 36Q: 3 clusters Score -6805298 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 47962 members Entering Unmasked Estep Score: -6805301.000000 Penalty: 5371.761230 Iteration 37Q: 3 clusters Score -6805301 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 47967 members Entering Unmasked Estep Score: -6805305.500000 Penalty: 5371.761230 Iteration 38Q: 3 clusters Score -6805306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 47970 members Entering Unmasked Estep Score: -6805305.500000 Penalty: 5371.761230 Iteration 39Q: 3 clusters Score -6805306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 47974 members Entering Unmasked Estep Score: -6805304.500000 Penalty: 5371.761230 Iteration 40F: 3 clusters Score -6805304 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 47977 members Entering Unmasked Estep Score: -6805309.000000 Penalty: 5371.761230 Iteration 41Q: 3 clusters Score -6805309 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 47978 members Entering Unmasked Estep Score: -6805313.000000 Penalty: 5371.761230 Iteration 42Q: 3 clusters Score -6805313 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 47981 members Entering Unmasked Estep Score: -6805306.000000 Penalty: 5371.761230 Iteration 43Q: 3 clusters Score -6805306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 47983 members Entering Unmasked Estep Score: -6805304.500000 Penalty: 5371.761230 Iteration 44Q: 3 clusters Score -6805304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 47987 members Entering Unmasked Estep Score: -6805310.000000 Penalty: 5371.761230 Iteration 45Q: 3 clusters Score -6805310 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 47992 members Entering Unmasked Estep Score: -6805309.500000 Penalty: 5371.761230 Iteration 46Q: 3 clusters Score -6805310 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 47996 members Entering Unmasked Estep Score: -6805313.500000 Penalty: 5371.761230 Iteration 47Q: 3 clusters Score -6805314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 48000 members Entering Unmasked Estep Score: -6805315.000000 Penalty: 5371.761230 Iteration 48Q: 3 clusters Score -6805315 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 48001 members Entering Unmasked Estep Score: -6805320.000000 Penalty: 5371.761230 Iteration 49Q: 3 clusters Score -6805320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 48003 members Entering Unmasked Estep Score: -6805324.000000 Penalty: 5371.761230 Iteration 50Q: 3 clusters Score -6805324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 48003 members Entering Unmasked Estep Score: -6805324.000000 Penalty: 5371.761230 Iteration 51F: 3 clusters Score -6805324 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (5238 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Entering Unmasked Estep Score: -695594.437500 Penalty: 2123.796387 Iteration 0F: 2 clusters Score -695594.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -690918.625000 Penalty: 4247.592773 Iteration 0F: 3 clusters Score -690918.6 nChanged 2003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -692037.687500 Penalty: 4247.592773 Iteration 1F: 3 clusters Score -692037.7 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -692262.187500 Penalty: 4247.592773 Iteration 2F: 3 clusters Score -692262.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -692423.437500 Penalty: 4247.592773 Iteration 3F: 3 clusters Score -692423.4 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -692524.687500 Penalty: 4247.592773 Iteration 4Q: 3 clusters Score -692524.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2946 members Entering Unmasked Estep Score: -692594.062500 Penalty: 4247.592773 Iteration 5Q: 3 clusters Score -692594.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -692643.625000 Penalty: 4247.592773 Iteration 6Q: 3 clusters Score -692643.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -692696.500000 Penalty: 4247.592773 Iteration 7Q: 3 clusters Score -692696.5 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -692764.250000 Penalty: 4247.592773 Iteration 8Q: 3 clusters Score -692764.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -692832.000000 Penalty: 4247.592773 Iteration 9Q: 3 clusters Score -692832 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -692937.062500 Penalty: 4247.592773 Iteration 10Q: 3 clusters Score -692937.1 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -693068.750000 Penalty: 4247.592773 Iteration 11Q: 3 clusters Score -693068.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -693209.437500 Penalty: 4247.592773 Iteration 12Q: 3 clusters Score -693209.4 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 3772 members Entering Unmasked Estep Score: -693371.250000 Penalty: 4247.592773 Iteration 13Q: 3 clusters Score -693371.2 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -693549.125000 Penalty: 4247.592773 Iteration 14Q: 3 clusters Score -693549.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -693721.562500 Penalty: 4247.592773 Iteration 15Q: 3 clusters Score -693721.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -693850.062500 Penalty: 4247.592773 Iteration 16Q: 3 clusters Score -693850.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 4366 members Entering Unmasked Estep Score: -693956.500000 Penalty: 4247.592773 Iteration 17Q: 3 clusters Score -693956.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 4468 members Entering Unmasked Estep Score: -694048.250000 Penalty: 4247.592773 Iteration 18Q: 3 clusters Score -694048.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 4553 members Entering Unmasked Estep Score: -694122.062500 Penalty: 4247.592773 Iteration 19Q: 3 clusters Score -694122.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -694171.312500 Penalty: 4247.592773 Iteration 20F: 3 clusters Score -694171.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -694206.625000 Penalty: 4247.592773 Iteration 21Q: 3 clusters Score -694206.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -694232.812500 Penalty: 4247.592773 Iteration 22Q: 3 clusters Score -694232.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -694253.937500 Penalty: 4247.592773 Iteration 23Q: 3 clusters Score -694253.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 4724 members Entering Unmasked Estep Score: -694271.000000 Penalty: 4247.592773 Iteration 24Q: 3 clusters Score -694271 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -694287.125000 Penalty: 4247.592773 Iteration 25Q: 3 clusters Score -694287.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -694300.437500 Penalty: 4247.592773 Iteration 26Q: 3 clusters Score -694300.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -694309.375000 Penalty: 4247.592773 Iteration 27Q: 3 clusters Score -694309.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -694317.937500 Penalty: 4247.592773 Iteration 28Q: 3 clusters Score -694317.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -694324.062500 Penalty: 4247.592773 Iteration 29Q: 3 clusters Score -694324.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -694331.062500 Penalty: 4247.592773 Iteration 30Q: 3 clusters Score -694331.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -694338.000000 Penalty: 4247.592773 Iteration 31Q: 3 clusters Score -694338 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -694344.375000 Penalty: 4247.592773 Iteration 32Q: 3 clusters Score -694344.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -694347.687500 Penalty: 4247.592773 Iteration 33Q: 3 clusters Score -694347.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -694347.125000 Penalty: 4247.592773 Iteration 34Q: 3 clusters Score -694347.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -694348.875000 Penalty: 4247.592773 Iteration 35Q: 3 clusters Score -694348.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -694348.875000 Penalty: 4247.592773 Iteration 36F: 3 clusters Score -694348.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (45025 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45025 members Entering Unmasked Estep Score: -6043699.500000 Penalty: 2657.313477 Iteration 0F: 2 clusters Score -6043700 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22444 members Mstep: Class 2 contains 22581 members Entering Unmasked Estep Score: -6013262.500000 Penalty: 5314.626953 Iteration 0F: 3 clusters Score -6013262 nChanged 20713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21779 members Mstep: Class 2 contains 23246 members Entering Unmasked Estep Score: -6024721.000000 Penalty: 5314.626953 Iteration 1F: 3 clusters Score -6024721 nChanged 2077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21232 members Mstep: Class 2 contains 23793 members Entering Unmasked Estep Score: -6025360.000000 Penalty: 5314.626953 Iteration 2Q: 3 clusters Score -6025360 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20486 members Mstep: Class 2 contains 24539 members Entering Unmasked Estep Score: -6026064.000000 Penalty: 5314.626953 Iteration 3Q: 3 clusters Score -6026064 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19424 members Mstep: Class 2 contains 25601 members Entering Unmasked Estep Score: -6026799.000000 Penalty: 5314.626953 Iteration 4Q: 3 clusters Score -6026799 nChanged 2151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17941 members Mstep: Class 2 contains 27084 members Entering Unmasked Estep Score: -6027802.000000 Penalty: 5314.626953 Iteration 5Q: 3 clusters Score -6027802 nChanged 2512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15965 members Mstep: Class 2 contains 29060 members Entering Unmasked Estep Score: -6029163.500000 Penalty: 5314.626953 Iteration 6F: 3 clusters Score -6029164 nChanged 2842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13501 members Mstep: Class 2 contains 31524 members Entering Unmasked Estep Score: -6031018.500000 Penalty: 5314.626953 Iteration 7F: 3 clusters Score -6031018 nChanged 3017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10732 members Mstep: Class 2 contains 34293 members Entering Unmasked Estep Score: -6033257.000000 Penalty: 5314.626953 Iteration 8F: 3 clusters Score -6033257 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7954 members Mstep: Class 2 contains 37071 members Entering Unmasked Estep Score: -6035601.500000 Penalty: 5314.626953 Iteration 9F: 3 clusters Score -6035602 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 39333 members Entering Unmasked Estep Score: -6037523.500000 Penalty: 5314.626953 Iteration 10F: 3 clusters Score -6037524 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 40946 members Entering Unmasked Estep Score: -6038979.000000 Penalty: 5314.626953 Iteration 11Q: 3 clusters Score -6038979 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 41942 members Entering Unmasked Estep Score: -6039935.000000 Penalty: 5314.626953 Iteration 12Q: 3 clusters Score -6039935 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 42553 members Entering Unmasked Estep Score: -6040551.000000 Penalty: 5314.626953 Iteration 13Q: 3 clusters Score -6040551 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 42917 members Entering Unmasked Estep Score: -6040882.500000 Penalty: 5314.626953 Iteration 14Q: 3 clusters Score -6040882 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 43140 members Entering Unmasked Estep Score: -6041090.000000 Penalty: 5314.626953 Iteration 15Q: 3 clusters Score -6041090 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 43314 members Entering Unmasked Estep Score: -6041258.500000 Penalty: 5314.626953 Iteration 16Q: 3 clusters Score -6041258 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 43451 members Entering Unmasked Estep Score: -6041372.500000 Penalty: 5314.626953 Iteration 17Q: 3 clusters Score -6041372 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 43538 members Entering Unmasked Estep Score: -6041438.500000 Penalty: 5314.626953 Iteration 18Q: 3 clusters Score -6041438 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 43619 members Entering Unmasked Estep Score: -6041497.000000 Penalty: 5314.626953 Iteration 19Q: 3 clusters Score -6041497 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 43675 members Entering Unmasked Estep Score: -6041539.000000 Penalty: 5314.626953 Iteration 20F: 3 clusters Score -6041539 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 43720 members Entering Unmasked Estep Score: -6041569.500000 Penalty: 5314.626953 Iteration 21Q: 3 clusters Score -6041570 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 43754 members Entering Unmasked Estep Score: -6041598.500000 Penalty: 5314.626953 Iteration 22Q: 3 clusters Score -6041598 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 43781 members Entering Unmasked Estep Score: -6041605.500000 Penalty: 5314.626953 Iteration 23Q: 3 clusters Score -6041606 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 43801 members Entering Unmasked Estep Score: -6041600.500000 Penalty: 5314.626953 Iteration 24Q: 3 clusters Score -6041600 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 43818 members Entering Unmasked Estep Score: -6041612.500000 Penalty: 5314.626953 Iteration 25Q: 3 clusters Score -6041612 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 43831 members Entering Unmasked Estep Score: -6041619.500000 Penalty: 5314.626953 Iteration 26Q: 3 clusters Score -6041620 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 43842 members Entering Unmasked Estep Score: -6041622.500000 Penalty: 5314.626953 Iteration 27Q: 3 clusters Score -6041622 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 43857 members Entering Unmasked Estep Score: -6041639.500000 Penalty: 5314.626953 Iteration 28Q: 3 clusters Score -6041640 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 43872 members Entering Unmasked Estep Score: -6041656.000000 Penalty: 5314.626953 Iteration 29Q: 3 clusters Score -6041656 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 43891 members Entering Unmasked Estep Score: -6041665.500000 Penalty: 5314.626953 Iteration 30Q: 3 clusters Score -6041666 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 43911 members Entering Unmasked Estep Score: -6041670.500000 Penalty: 5314.626953 Iteration 31Q: 3 clusters Score -6041670 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 43925 members Entering Unmasked Estep Score: -6041676.500000 Penalty: 5314.626953 Iteration 32Q: 3 clusters Score -6041676 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 43938 members Entering Unmasked Estep Score: -6041683.500000 Penalty: 5314.626953 Iteration 33Q: 3 clusters Score -6041684 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 43953 members Entering Unmasked Estep Score: -6041689.000000 Penalty: 5314.626953 Iteration 34Q: 3 clusters Score -6041689 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 43964 members Entering Unmasked Estep Score: -6041687.000000 Penalty: 5314.626953 Iteration 35Q: 3 clusters Score -6041687 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 43972 members Entering Unmasked Estep Score: -6041692.000000 Penalty: 5314.626953 Iteration 36Q: 3 clusters Score -6041692 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 43978 members Entering Unmasked Estep Score: -6041693.500000 Penalty: 5314.626953 Iteration 37Q: 3 clusters Score -6041694 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 43984 members Entering Unmasked Estep Score: -6041699.000000 Penalty: 5314.626953 Iteration 38Q: 3 clusters Score -6041699 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 43989 members Entering Unmasked Estep Score: -6041701.500000 Penalty: 5314.626953 Iteration 39Q: 3 clusters Score -6041702 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 43991 members Entering Unmasked Estep Score: -6041704.000000 Penalty: 5314.626953 Iteration 40F: 3 clusters Score -6041704 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 43994 members Entering Unmasked Estep Score: -6041700.500000 Penalty: 5314.626953 Iteration 41Q: 3 clusters Score -6041700 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 43997 members Entering Unmasked Estep Score: -6041702.000000 Penalty: 5314.626953 Iteration 42Q: 3 clusters Score -6041702 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 44000 members Entering Unmasked Estep Score: -6041699.500000 Penalty: 5314.626953 Iteration 43Q: 3 clusters Score -6041700 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 44001 members Entering Unmasked Estep Score: -6041701.000000 Penalty: 5314.626953 Iteration 44Q: 3 clusters Score -6041701 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 44003 members Entering Unmasked Estep Score: -6041702.500000 Penalty: 5314.626953 Iteration 45Q: 3 clusters Score -6041702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 44004 members Entering Unmasked Estep Score: -6041706.000000 Penalty: 5314.626953 Iteration 46Q: 3 clusters Score -6041706 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 44004 members Entering Unmasked Estep Score: -6041706.000000 Penalty: 5314.626953 Iteration 47F: 3 clusters Score -6041706 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (22794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22794 members Entering Unmasked Estep Score: -3032935.000000 Penalty: 2488.494629 Iteration 0F: 2 clusters Score -3032935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -3016896.750000 Penalty: 4976.989258 Iteration 0F: 3 clusters Score -3016897 nChanged 10221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11351 members Mstep: Class 2 contains 11443 members Entering Unmasked Estep Score: -3022338.000000 Penalty: 4976.989258 Iteration 1F: 3 clusters Score -3022338 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 11522 members Entering Unmasked Estep Score: -3022739.250000 Penalty: 4976.989258 Iteration 2F: 3 clusters Score -3022739 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11154 members Mstep: Class 2 contains 11640 members Entering Unmasked Estep Score: -3023097.000000 Penalty: 4976.989258 Iteration 3Q: 3 clusters Score -3023097 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10987 members Mstep: Class 2 contains 11807 members Entering Unmasked Estep Score: -3023365.000000 Penalty: 4976.989258 Iteration 4Q: 3 clusters Score -3023365 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10749 members Mstep: Class 2 contains 12045 members Entering Unmasked Estep Score: -3023628.250000 Penalty: 4976.989258 Iteration 5Q: 3 clusters Score -3023628 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10430 members Mstep: Class 2 contains 12364 members Entering Unmasked Estep Score: -3023901.500000 Penalty: 4976.989258 Iteration 6Q: 3 clusters Score -3023902 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 12769 members Entering Unmasked Estep Score: -3024216.250000 Penalty: 4976.989258 Iteration 7Q: 3 clusters Score -3024216 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9482 members Mstep: Class 2 contains 13312 members Entering Unmasked Estep Score: -3024614.500000 Penalty: 4976.989258 Iteration 8Q: 3 clusters Score -3024614 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 14014 members Entering Unmasked Estep Score: -3025086.000000 Penalty: 4976.989258 Iteration 9Q: 3 clusters Score -3025086 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 14744 members Entering Unmasked Estep Score: -3025599.500000 Penalty: 4976.989258 Iteration 10Q: 3 clusters Score -3025600 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7181 members Mstep: Class 2 contains 15613 members Entering Unmasked Estep Score: -3026216.500000 Penalty: 4976.989258 Iteration 11Q: 3 clusters Score -3026216 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 16520 members Entering Unmasked Estep Score: -3026873.000000 Penalty: 4976.989258 Iteration 12Q: 3 clusters Score -3026873 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5420 members Mstep: Class 2 contains 17374 members Entering Unmasked Estep Score: -3027537.750000 Penalty: 4976.989258 Iteration 13Q: 3 clusters Score -3027538 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4621 members Mstep: Class 2 contains 18173 members Entering Unmasked Estep Score: -3028168.500000 Penalty: 4976.989258 Iteration 14Q: 3 clusters Score -3028168 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 18837 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -3029809.500000 Penalty: 4976.989258 Iteration 19Q: 3 clusters Score -3029810 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 20951 members Entering Unmasked Estep Score: -3029986.750000 Penalty: 4976.989258 Iteration 20F: 3 clusters Score -3029987 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 21200 members Entering Unmasked Estep Score: -3030138.000000 Penalty: 4976.989258 Iteration 21Q: 3 clusters Score -3030138 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 21406 members Entering Unmasked Estep Score: -3030257.000000 Penalty: 4976.989258 Iteration 22Q: 3 clusters Score -3030257 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 21573 members Entering Unmasked Estep Score: -3030352.750000 Penalty: 4976.989258 Iteration 23Q: 3 clusters Score -3030353 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 21705 members Entering Unmasked Estep Score: -3030439.750000 Penalty: 4976.989258 Iteration 24Q: 3 clusters Score -3030440 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 21816 members Entering Unmasked Estep Score: -3030504.000000 Penalty: 4976.989258 Iteration 25Q: 3 clusters Score -3030504 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 21894 members Entering Unmasked Estep Score: -3030553.500000 Penalty: 4976.989258 Iteration 26Q: 3 clusters Score -3030554 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 21962 members Entering Unmasked Estep Score: -3030587.000000 Penalty: 4976.989258 Iteration 27Q: 3 clusters Score -3030587 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 22011 members Entering Unmasked Estep Score: -3030618.500000 Penalty: 4976.989258 Iteration 28Q: 3 clusters Score -3030618 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 22040 members Entering Unmasked Estep Score: -3030628.750000 Penalty: 4976.989258 Iteration 29Q: 3 clusters Score -3030629 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 22064 members Entering Unmasked Estep Score: -3030640.000000 Penalty: 4976.989258 Iteration 30Q: 3 clusters Score -3030640 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 22084 members Entering Unmasked Estep Score: -3030652.000000 Penalty: 4976.989258 Iteration 31Q: 3 clusters Score -3030652 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 22103 members Entering Unmasked Estep Score: -3030660.250000 Penalty: 4976.989258 Iteration 32Q: 3 clusters Score -3030660 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 22126 members Entering Unmasked Estep Score: -3030676.000000 Penalty: 4976.989258 Iteration 33Q: 3 clusters Score -3030676 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 22143 members Entering Unmasked Estep Score: -3030683.500000 Penalty: 4976.989258 Iteration 34Q: 3 clusters Score -3030684 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 22154 members Entering Unmasked Estep Score: -3030686.750000 Penalty: 4976.989258 Iteration 35Q: 3 clusters Score -3030687 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 22159 members Entering Unmasked Estep Score: -3030687.750000 Penalty: 4976.989258 Iteration 36Q: 3 clusters Score -3030688 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 22166 members Entering Unmasked Estep Score: -3030693.250000 Penalty: 4976.989258 Iteration 37Q: 3 clusters Score -3030693 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 22172 members Entering Unmasked Estep Score: -3030694.250000 Penalty: 4976.989258 Iteration 38Q: 3 clusters Score -3030694 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 22175 members Entering Unmasked Estep Score: -3030698.500000 Penalty: 4976.989258 Iteration 39Q: 3 clusters Score -3030698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 22179 members Entering Unmasked Estep Score: -3030699.250000 Penalty: 4976.989258 Iteration 40F: 3 clusters Score -3030699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 22181 members Entering Unmasked Estep Score: -3030702.250000 Penalty: 4976.989258 Iteration 41Q: 3 clusters Score -3030702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 22182 members Entering Unmasked Estep Score: -3030703.500000 Penalty: 4976.989258 Iteration 42Q: 3 clusters Score -3030704 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 22185 members Entering Unmasked Estep Score: -3030703.500000 Penalty: 4976.989258 Iteration 43Q: 3 clusters Score -3030704 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 22190 members Entering Unmasked Estep Score: -3030709.000000 Penalty: 4976.989258 Iteration 44Q: 3 clusters Score -3030709 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 22191 members Entering Unmasked Estep Score: -3030711.500000 Penalty: 4976.989258 Iteration 45Q: 3 clusters Score -3030712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 22193 members Entering Unmasked Estep Score: -3030709.250000 Penalty: 4976.989258 Iteration 46Q: 3 clusters Score -3030709 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 22197 members Entering Unmasked Estep Score: -3030712.000000 Penalty: 4976.989258 Iteration 47Q: 3 clusters Score -3030712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 22197 members Entering Unmasked Estep Score: -3030716.000000 Penalty: 4976.989258 Iteration 48Q: 3 clusters Score -3030716 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 22197 members Entering Unmasked Estep Score: -3030716.000000 Penalty: 4976.989258 Iteration 49F: 3 clusters Score -3030716 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (143260 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143260 members Entering Unmasked Estep Score: -19278696.000000 Penalty: 2944.359375 Iteration 0F: 2 clusters Score -1.92787e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71653 members Mstep: Class 2 contains 71607 members Entering Unmasked Estep Score: -19187098.000000 Penalty: 5888.718750 Iteration 0F: 3 clusters Score -1.91871e+07 nChanged 68630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73183 members Mstep: Class 2 contains 70077 members Entering Unmasked Estep Score: -19227798.000000 Penalty: 5888.718750 Iteration 1F: 3 clusters Score -1.92278e+07 nChanged 6259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74948 members Mstep: Class 2 contains 68312 members Entering Unmasked Estep Score: -19230718.000000 Penalty: 5888.718750 Iteration 2Q: 3 clusters Score -1.923072e+07 nChanged 7800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78078 members Mstep: Class 2 contains 65182 members Entering Unmasked Estep Score: -19234720.000000 Penalty: 5888.718750 Iteration 3F: 3 clusters Score -1.923472e+07 nChanged 9303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82767 members Mstep: Class 2 contains 60493 members Entering Unmasked Estep Score: -19239690.000000 Penalty: 5888.718750 Iteration 4F: 3 clusters Score -1.923969e+07 nChanged 10199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88794 members Mstep: Class 2 contains 54466 members Entering Unmasked Estep Score: -19245366.000000 Penalty: 5888.718750 Iteration 5F: 3 clusters Score -1.924537e+07 nChanged 9719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95287 members Mstep: Class 2 contains 47973 members Entering Unmasked Estep Score: -19250722.000000 Penalty: 5888.718750 Iteration 6F: 3 clusters Score -1.925072e+07 nChanged 7983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101130 members Mstep: Class 2 contains 42130 members Entering Unmasked Estep Score: -19254498.000000 Penalty: 5888.718750 Iteration 7F: 3 clusters Score -1.92545e+07 nChanged 6276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106352 members Mstep: Class 2 contains 36908 members Entering Unmasked Estep Score: -19257680.000000 Penalty: 5888.718750 Iteration 8Q: 3 clusters Score -1.925768e+07 nChanged 5193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111059 members Mstep: Class 2 contains 32201 members Entering Unmasked Estep Score: -19260832.000000 Penalty: 5888.718750 Iteration 9Q: 3 clusters Score -1.926083e+07 nChanged 4551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115338 members Mstep: Class 2 contains 27922 members Entering Unmasked Estep Score: -19264714.000000 Penalty: 5888.718750 Iteration 10Q: 3 clusters Score -1.926471e+07 nChanged 3960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118924 members Mstep: Class 2 contains 24336 members Entering Unmasked Estep Score: -19268918.000000 Penalty: 5888.718750 Iteration 11Q: 3 clusters Score -1.926892e+07 nChanged 3215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121639 members Mstep: Class 2 contains 21621 members Entering Unmasked Estep Score: -19271832.000000 Penalty: 5888.718750 Iteration 12Q: 3 clusters Score -1.927183e+07 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123674 members Mstep: Class 2 contains 19586 members Entering Unmasked Estep Score: -19273178.000000 Penalty: 5888.718750 Iteration 13Q: 3 clusters Score -1.927318e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125412 members Mstep: Class 2 contains 17848 members Entering Unmasked Estep Score: -19274088.000000 Penalty: 5888.718750 Iteration 14Q: 3 clusters Score -1.927409e+07 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126984 members Mstep: Class 2 contains 16276 members Entering Unmasked Estep Score: -19274972.000000 Penalty: 5888.718750 Iteration 15Q: 3 clusters Score -1.927497e+07 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128356 members Mstep: Class 2 contains 14904 members Entering Unmasked Estep Score: -19275518.000000 Penalty: 5888.718750 Iteration 16Q: 3 clusters Score -1.927552e+07 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129493 members Mstep: Class 2 contains 13767 members Entering Unmasked Estep Score: -19275918.000000 Penalty: 5888.718750 Iteration 17Q: 3 clusters Score -1.927592e+07 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130512 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -19276306.000000 Penalty: 5888.718750 Iteration 18Q: 3 clusters Score -1.927631e+07 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131462 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -19276504.000000 Penalty: 5888.718750 Iteration 19Q: 3 clusters Score -1.92765e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132318 members Mstep: Class 2 contains 10942 members Entering Unmasked Estep Score: -19276746.000000 Penalty: 5888.718750 Iteration 20F: 3 clusters Score -1.927675e+07 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133088 members Mstep: Class 2 contains 10172 members Entering Unmasked Estep Score: -19276992.000000 Penalty: 5888.718750 Iteration 21Q: 3 clusters Score -1.927699e+07 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133773 members Mstep: Class 2 contains 9487 members Entering Unmasked Estep Score: -19277254.000000 Penalty: 5888.718750 Iteration 22Q: 3 clusters Score -1.927725e+07 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134425 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -19277434.000000 Penalty: 5888.718750 Iteration 23Q: 3 clusters Score -1.927743e+07 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135037 members Mstep: Class 2 contains 8223 members Entering Unmasked Estep Score: -19277508.000000 Penalty: 5888.718750 Iteration 24Q: 3 clusters Score -1.927751e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135566 members Mstep: Class 2 contains 7694 members Entering Unmasked Estep Score: -19277610.000000 Penalty: 5888.718750 Iteration 25Q: 3 clusters Score -1.927761e+07 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136054 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -19277734.000000 Penalty: 5888.718750 Iteration 26Q: 3 clusters Score -1.927773e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136498 members Mstep: Class 2 contains 6762 members Entering Unmasked Estep Score: -19277820.000000 Penalty: 5888.718750 Iteration 27Q: 3 clusters Score -1.927782e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136893 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -19277892.000000 Penalty: 5888.718750 Iteration 28Q: 3 clusters Score -1.927789e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137228 members Mstep: Class 2 contains 6032 members Entering Unmasked Estep Score: -19277908.000000 Penalty: 5888.718750 Iteration 29Q: 3 clusters Score -1.927791e+07 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137518 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -19277956.000000 Penalty: 5888.718750 Iteration 30Q: 3 clusters Score -1.927796e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137779 members Mstep: Class 2 contains 5481 members Entering Unmasked Estep Score: -19278016.000000 Penalty: 5888.718750 Iteration 31Q: 3 clusters Score -1.927802e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138008 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -19278028.000000 Penalty: 5888.718750 Iteration 32Q: 3 clusters Score -1.927803e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138182 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -19278014.000000 Penalty: 5888.718750 Iteration 33Q: 3 clusters Score -1.927801e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138339 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -19278052.000000 Penalty: 5888.718750 Iteration 34Q: 3 clusters Score -1.927805e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138482 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -19278056.000000 Penalty: 5888.718750 Iteration 35Q: 3 clusters Score -1.927806e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138624 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -19278058.000000 Penalty: 5888.718750 Iteration 36Q: 3 clusters Score -1.927806e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138744 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -19278016.000000 Penalty: 5888.718750 Iteration 37Q: 3 clusters Score -1.927802e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138842 members Mstep: Class 2 contains 4418 members Entering Unmasked Estep Score: -19278016.000000 Penalty: 5888.718750 Iteration 38Q: 3 clusters Score -1.927802e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138922 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -19278016.000000 Penalty: 5888.718750 Iteration 39Q: 3 clusters Score -1.927802e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138993 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -19278018.000000 Penalty: 5888.718750 Iteration 40F: 3 clusters Score -1.927802e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139050 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -19278000.000000 Penalty: 5888.718750 Iteration 41Q: 3 clusters Score -1.9278e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139112 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -19278000.000000 Penalty: 5888.718750 Iteration 42Q: 3 clusters Score -1.9278e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139170 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -19278010.000000 Penalty: 5888.718750 Iteration 43Q: 3 clusters Score -1.927801e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139217 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -19278026.000000 Penalty: 5888.718750 Iteration 44Q: 3 clusters Score -1.927803e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139261 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -19278002.000000 Penalty: 5888.718750 Iteration 45Q: 3 clusters Score -1.9278e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139296 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -19278000.000000 Penalty: 5888.718750 Iteration 46Q: 3 clusters Score -1.9278e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139326 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -19278006.000000 Penalty: 5888.718750 Iteration 47Q: 3 clusters Score -1.927801e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139354 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -19278030.000000 Penalty: 5888.718750 Iteration 48Q: 3 clusters Score -1.927803e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139377 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -19278036.000000 Penalty: 5888.718750 Iteration 49Q: 3 clusters Score -1.927804e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139404 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -19278018.000000 Penalty: 5888.718750 Iteration 50Q: 3 clusters Score -1.927802e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139423 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -19278028.000000 Penalty: 5888.718750 Iteration 51Q: 3 clusters Score -1.927803e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139442 members Mstep: Class 2 contains 3818 members Entering Unmasked Estep Score: -19278066.000000 Penalty: 5888.718750 Iteration 52Q: 3 clusters Score -1.927807e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139461 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -19278040.000000 Penalty: 5888.718750 Iteration 53Q: 3 clusters Score -1.927804e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139483 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -19278046.000000 Penalty: 5888.718750 Iteration 54Q: 3 clusters Score -1.927805e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139497 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -19278030.000000 Penalty: 5888.718750 Iteration 55Q: 3 clusters Score -1.927803e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139509 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -19278028.000000 Penalty: 5888.718750 Iteration 56Q: 3 clusters Score -1.927803e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139522 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -19278016.000000 Penalty: 5888.718750 Iteration 57Q: 3 clusters Score -1.927802e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139540 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -19278016.000000 Penalty: 5888.718750 Iteration 58Q: 3 clusters Score -1.927802e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139563 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -19278016.000000 Penalty: 5888.718750 Iteration 59Q: 3 clusters Score -1.927802e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139577 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -19278020.000000 Penalty: 5888.718750 Iteration 60F: 3 clusters Score -1.927802e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139588 members Mstep: Class 2 contains 3672 members Entering Unmasked Estep Score: -19278022.000000 Penalty: 5888.718750 Iteration 61Q: 3 clusters Score -1.927802e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139602 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -19278018.000000 Penalty: 5888.718750 Iteration 62Q: 3 clusters Score -1.927802e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139613 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -19278004.000000 Penalty: 5888.718750 Iteration 63Q: 3 clusters Score -1.9278e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139627 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -19278004.000000 Penalty: 5888.718750 Iteration 64Q: 3 clusters Score -1.9278e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139642 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -19278008.000000 Penalty: 5888.718750 Iteration 65Q: 3 clusters Score -1.927801e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139656 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -19278030.000000 Penalty: 5888.718750 Iteration 66Q: 3 clusters Score -1.927803e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139670 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -19278034.000000 Penalty: 5888.718750 Iteration 67Q: 3 clusters Score -1.927803e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139686 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -19278032.000000 Penalty: 5888.718750 Iteration 68Q: 3 clusters Score -1.927803e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139699 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -19278028.000000 Penalty: 5888.718750 Iteration 69Q: 3 clusters Score -1.927803e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139712 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -19278046.000000 Penalty: 5888.718750 Iteration 70Q: 3 clusters Score -1.927805e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139724 members Mstep: Class 2 contains 3536 members Entering Unmasked Estep Score: -19278038.000000 Penalty: 5888.718750 Iteration 71Q: 3 clusters Score -1.927804e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139731 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -19278046.000000 Penalty: 5888.718750 Iteration 72Q: 3 clusters Score -1.927805e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139734 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -19278046.000000 Penalty: 5888.718750 Iteration 73Q: 3 clusters Score -1.927805e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139735 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -19278056.000000 Penalty: 5888.718750 Iteration 74Q: 3 clusters Score -1.927806e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139735 members Mstep: Class 2 contains 3525 members Entering Unmasked Estep Score: -19278056.000000 Penalty: 5888.718750 Iteration 75Q: 3 clusters Score -1.927806e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139736 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -19278048.000000 Penalty: 5888.718750 Iteration 76Q: 3 clusters Score -1.927805e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139736 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -19278048.000000 Penalty: 5888.718750 Iteration 77F: 3 clusters Score -1.927805e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Entering Unmasked Estep Score: -169569.234375 Penalty: 1781.223267 Iteration 0F: 2 clusters Score -169569.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -167405.562500 Penalty: 3562.446533 Iteration 0F: 3 clusters Score -167405.6 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -167745.765625 Penalty: 3562.446533 Iteration 1F: 3 clusters Score -167745.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -167845.703125 Penalty: 3562.446533 Iteration 2F: 3 clusters Score -167845.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -167900.734375 Penalty: 3562.446533 Iteration 3Q: 3 clusters Score -167900.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -167919.781250 Penalty: 3562.446533 Iteration 4Q: 3 clusters Score -167919.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -167934.031250 Penalty: 3562.446533 Iteration 5Q: 3 clusters Score -167934 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -167942.078125 Penalty: 3562.446533 Iteration 6Q: 3 clusters Score -167942.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -167949.718750 Penalty: 3562.446533 Iteration 7Q: 3 clusters Score -167949.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -167953.640625 Penalty: 3562.446533 Iteration 8Q: 3 clusters Score -167953.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -167954.609375 Penalty: 3562.446533 Iteration 9Q: 3 clusters Score -167954.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -167954.609375 Penalty: 3562.446533 Iteration 10F: 3 clusters Score -167954.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (76550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76550 members Entering Unmasked Estep Score: -10265786.000000 Penalty: 2788.933350 Iteration 0F: 2 clusters Score -1.026579e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37950 members Mstep: Class 2 contains 38600 members Entering Unmasked Estep Score: -10214626.000000 Penalty: 5577.866699 Iteration 0F: 3 clusters Score -1.021463e+07 nChanged 35854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34574 members Mstep: Class 2 contains 41976 members Entering Unmasked Estep Score: -10235081.000000 Penalty: 5577.866699 Iteration 1F: 3 clusters Score -1.023508e+07 nChanged 3322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32316 members Mstep: Class 2 contains 44234 members Entering Unmasked Estep Score: -10236390.000000 Penalty: 5577.866699 Iteration 2Q: 3 clusters Score -1.023639e+07 nChanged 3958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28982 members Mstep: Class 2 contains 47568 members Entering Unmasked Estep Score: -10238326.000000 Penalty: 5577.866699 Iteration 3F: 3 clusters Score -1.023833e+07 nChanged 5125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24255 members Mstep: Class 2 contains 52295 members Entering Unmasked Estep Score: -10241557.000000 Penalty: 5577.866699 Iteration 4F: 3 clusters Score -1.024156e+07 nChanged 6243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18186 members Mstep: Class 2 contains 58364 members Entering Unmasked Estep Score: -10246550.000000 Penalty: 5577.866699 Iteration 5F: 3 clusters Score -1.024655e+07 nChanged 6671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 64959 members Entering Unmasked Estep Score: -10252840.000000 Penalty: 5577.866699 Iteration 6F: 3 clusters Score -1.025284e+07 nChanged 5394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6227 members Mstep: Class 2 contains 70323 members Entering Unmasked Estep Score: -10257972.000000 Penalty: 5577.866699 Iteration 7F: 3 clusters Score -1.025797e+07 nChanged 3239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 73558 members Entering Unmasked Estep Score: -10260969.000000 Penalty: 5577.866699 Iteration 8Q: 3 clusters Score -1.026097e+07 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 75086 members Entering Unmasked Estep Score: -10262351.000000 Penalty: 5577.866699 Iteration 9Q: 3 clusters Score -1.026235e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 75710 members Entering Unmasked Estep Score: -10262949.000000 Penalty: 5577.866699 Iteration 10Q: 3 clusters Score -1.026295e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 75951 members Entering Unmasked Estep Score: -10263234.000000 Penalty: 5577.866699 Iteration 11Q: 3 clusters Score -1.026323e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 76025 members Entering Unmasked Estep Score: -10263397.000000 Penalty: 5577.866699 Iteration 12Q: 3 clusters Score -1.02634e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 76069 members Entering Unmasked Estep Score: -10263524.000000 Penalty: 5577.866699 Iteration 13Q: 3 clusters Score -1.026352e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 76082 members Entering Unmasked Estep Score: -10263612.000000 Penalty: 5577.866699 Iteration 14Q: 3 clusters Score -1.026361e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 76075 members Entering Unmasked Estep Score: -10263694.000000 Penalty: 5577.866699 Iteration 15Q: 3 clusters Score -1.026369e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 76065 members Entering Unmasked Estep Score: -10263755.000000 Penalty: 5577.866699 Iteration 16Q: 3 clusters Score -1.026376e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 76051 members Entering Unmasked Estep Score: -10263801.000000 Penalty: 5577.866699 Iteration 17Q: 3 clusters Score -1.02638e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 76050 members Entering Unmasked Estep Score: -10263833.000000 Penalty: 5577.866699 Iteration 18Q: 3 clusters Score -1.026383e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 76054 members Entering Unmasked Estep Score: -10263853.000000 Penalty: 5577.866699 Iteration 19Q: 3 clusters Score -1.026385e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 76053 members Entering Unmasked Estep Score: -10263877.000000 Penalty: 5577.866699 Iteration 20F: 3 clusters Score -1.026388e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 76055 members Entering Unmasked Estep Score: -10263893.000000 Penalty: 5577.866699 Iteration 21Q: 3 clusters Score -1.026389e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 76049 members Entering Unmasked Estep Score: -10263917.000000 Penalty: 5577.866699 Iteration 22Q: 3 clusters Score -1.026392e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 76050 members Entering Unmasked Estep Score: -10263919.000000 Penalty: 5577.866699 Iteration 23Q: 3 clusters Score -1.026392e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 76048 members Entering Unmasked Estep Score: -10263920.000000 Penalty: 5577.866699 Iteration 24Q: 3 clusters Score -1.026392e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 76045 members Entering Unmasked Estep Score: -10263922.000000 Penalty: 5577.866699 Iteration 25Q: 3 clusters Score -1.026392e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 76045 members Entering Unmasked Estep Score: -10263925.000000 Penalty: 5577.866699 Iteration 26Q: 3 clusters Score -1.026392e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 76041 members Entering Unmasked Estep Score: -10263939.000000 Penalty: 5577.866699 Iteration 27Q: 3 clusters Score -1.026394e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 76034 members Entering Unmasked Estep Score: -10263949.000000 Penalty: 5577.866699 Iteration 28Q: 3 clusters Score -1.026395e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 76032 members Entering Unmasked Estep Score: -10263954.000000 Penalty: 5577.866699 Iteration 29Q: 3 clusters Score -1.026395e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 76029 members Entering Unmasked Estep Score: -10263952.000000 Penalty: 5577.866699 Iteration 30Q: 3 clusters Score -1.026395e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 76027 members Entering Unmasked Estep Score: -10263947.000000 Penalty: 5577.866699 Iteration 31Q: 3 clusters Score -1.026395e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 76026 members Entering Unmasked Estep Score: -10263960.000000 Penalty: 5577.866699 Iteration 32Q: 3 clusters Score -1.026396e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 76024 members Entering Unmasked Estep Score: -10263960.000000 Penalty: 5577.866699 Iteration 33Q: 3 clusters Score -1.026396e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 76024 members Entering Unmasked Estep Score: -10263960.000000 Penalty: 5577.866699 Iteration 34F: 3 clusters Score -1.026396e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5490 members Entering Unmasked Estep Score: -692519.375000 Penalty: 2135.449463 Iteration 0F: 2 clusters Score -692519.4 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 2756 members Entering Unmasked Estep Score: -687702.937500 Penalty: 4270.898926 Iteration 0F: 3 clusters Score -687702.9 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -689020.750000 Penalty: 4270.898926 Iteration 1F: 3 clusters Score -689020.8 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -689369.000000 Penalty: 4270.898926 Iteration 2F: 3 clusters Score -689369 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -689583.000000 Penalty: 4270.898926 Iteration 3F: 3 clusters Score -689583 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -689716.125000 Penalty: 4270.898926 Iteration 4Q: 3 clusters Score -689716.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -689815.937500 Penalty: 4270.898926 Iteration 5Q: 3 clusters Score -689815.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -689885.875000 Penalty: 4270.898926 Iteration 6Q: 3 clusters Score -689885.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -689952.437500 Penalty: 4270.898926 Iteration 7Q: 3 clusters Score -689952.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -690005.937500 Penalty: 4270.898926 Iteration 8Q: 3 clusters Score -690005.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -690051.500000 Penalty: 4270.898926 Iteration 9Q: 3 clusters Score -690051.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -690096.812500 Penalty: 4270.898926 Iteration 10Q: 3 clusters Score -690096.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -690132.125000 Penalty: 4270.898926 Iteration 11Q: 3 clusters Score -690132.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -690156.312500 Penalty: 4270.898926 Iteration 12Q: 3 clusters Score -690156.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2891 members Entering Unmasked Estep Score: -690179.187500 Penalty: 4270.898926 Iteration 13Q: 3 clusters Score -690179.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -690195.625000 Penalty: 4270.898926 Iteration 14Q: 3 clusters Score -690195.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -690211.750000 Penalty: 4270.898926 Iteration 15Q: 3 clusters Score -690211.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -690220.000000 Penalty: 4270.898926 Iteration 16Q: 3 clusters Score -690220 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -690225.437500 Penalty: 4270.898926 Iteration 17Q: 3 clusters Score -690225.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -690232.750000 Penalty: 4270.898926 Iteration 18Q: 3 clusters Score -690232.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -690238.625000 Penalty: 4270.898926 Iteration 19Q: 3 clusters Score -690238.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -690243.562500 Penalty: 4270.898926 Iteration 20F: 3 clusters Score -690243.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -690249.125000 Penalty: 4270.898926 Iteration 21Q: 3 clusters Score -690249.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -690253.062500 Penalty: 4270.898926 Iteration 22Q: 3 clusters Score -690253.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -690260.062500 Penalty: 4270.898926 Iteration 23Q: 3 clusters Score -690260.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 3044 members Entering Unmasked Estep Score: -690264.062500 Penalty: 4270.898926 Iteration 24Q: 3 clusters Score -690264.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -690268.187500 Penalty: 4270.898926 Iteration 25Q: 3 clusters Score -690268.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -690272.000000 Penalty: 4270.898926 Iteration 26Q: 3 clusters Score -690272 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -690274.937500 Penalty: 4270.898926 Iteration 27Q: 3 clusters Score -690274.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -690277.562500 Penalty: 4270.898926 Iteration 28Q: 3 clusters Score -690277.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -690284.500000 Penalty: 4270.898926 Iteration 29Q: 3 clusters Score -690284.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -690288.625000 Penalty: 4270.898926 Iteration 30Q: 3 clusters Score -690288.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -690294.187500 Penalty: 4270.898926 Iteration 31Q: 3 clusters Score -690294.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -690296.312500 Penalty: 4270.898926 Iteration 32Q: 3 clusters Score -690296.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -690303.062500 Penalty: 4270.898926 Iteration 33Q: 3 clusters Score -690303.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -690309.000000 Penalty: 4270.898926 Iteration 34Q: 3 clusters Score -690309 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -690311.687500 Penalty: 4270.898926 Iteration 35Q: 3 clusters Score -690311.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -690317.687500 Penalty: 4270.898926 Iteration 36Q: 3 clusters Score -690317.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -690324.187500 Penalty: 4270.898926 Iteration 37Q: 3 clusters Score -690324.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -690333.000000 Penalty: 4270.898926 Iteration 38Q: 3 clusters Score -690333 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -690351.250000 Penalty: 4270.898926 Iteration 39Q: 3 clusters Score -690351.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -690372.500000 Penalty: 4270.898926 Iteration 40F: 3 clusters Score -690372.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -690397.937500 Penalty: 4270.898926 Iteration 41Q: 3 clusters Score -690397.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -690419.562500 Penalty: 4270.898926 Iteration 42Q: 3 clusters Score -690419.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 3418 members Entering Unmasked Estep Score: -690440.875000 Penalty: 4270.898926 Iteration 43Q: 3 clusters Score -690440.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -690464.187500 Penalty: 4270.898926 Iteration 44Q: 3 clusters Score -690464.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -690485.562500 Penalty: 4270.898926 Iteration 45Q: 3 clusters Score -690485.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -690508.250000 Penalty: 4270.898926 Iteration 46Q: 3 clusters Score -690508.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -690532.500000 Penalty: 4270.898926 Iteration 47Q: 3 clusters Score -690532.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -690552.500000 Penalty: 4270.898926 Iteration 48Q: 3 clusters Score -690552.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -690572.625000 Penalty: 4270.898926 Iteration 49Q: 3 clusters Score -690572.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 3758 members Entering Unmasked Estep Score: -690591.687500 Penalty: 4270.898926 Iteration 50Q: 3 clusters Score -690591.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -690609.500000 Penalty: 4270.898926 Iteration 51Q: 3 clusters Score -690609.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -690625.562500 Penalty: 4270.898926 Iteration 52Q: 3 clusters Score -690625.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -690643.562500 Penalty: 4270.898926 Iteration 53Q: 3 clusters Score -690643.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -690660.312500 Penalty: 4270.898926 Iteration 54Q: 3 clusters Score -690660.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -690675.500000 Penalty: 4270.898926 Iteration 55Q: 3 clusters Score -690675.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -690688.187500 Penalty: 4270.898926 Iteration 56Q: 3 clusters Score -690688.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -690700.375000 Penalty: 4270.898926 Iteration 57Q: 3 clusters Score -690700.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -690717.375000 Penalty: 4270.898926 Iteration 58Q: 3 clusters Score -690717.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -690738.750000 Penalty: 4270.898926 Iteration 59Q: 3 clusters Score -690738.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -690755.375000 Penalty: 4270.898926 Iteration 60F: 3 clusters Score -690755.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -690773.312500 Penalty: 4270.898926 Iteration 61Q: 3 clusters Score -690773.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -690782.812500 Penalty: 4270.898926 Iteration 62Q: 3 clusters Score -690782.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -690790.500000 Penalty: 4270.898926 Iteration 63Q: 3 clusters Score -690790.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -690795.875000 Penalty: 4270.898926 Iteration 64Q: 3 clusters Score -690795.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -690802.125000 Penalty: 4270.898926 Iteration 65Q: 3 clusters Score -690802.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -690808.000000 Penalty: 4270.898926 Iteration 66Q: 3 clusters Score -690808 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -690811.062500 Penalty: 4270.898926 Iteration 67Q: 3 clusters Score -690811.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -690813.937500 Penalty: 4270.898926 Iteration 68Q: 3 clusters Score -690813.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -690816.062500 Penalty: 4270.898926 Iteration 69Q: 3 clusters Score -690816.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -690820.750000 Penalty: 4270.898926 Iteration 70Q: 3 clusters Score -690820.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -690819.375000 Penalty: 4270.898926 Iteration 71Q: 3 clusters Score -690819.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -690819.375000 Penalty: 4270.898926 Iteration 72F: 3 clusters Score -690819.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (3289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Entering Unmasked Estep Score: -407141.406250 Penalty: 2008.388062 Iteration 0F: 2 clusters Score -407141.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -403671.218750 Penalty: 4016.776123 Iteration 0F: 3 clusters Score -403671.2 nChanged 1191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -404424.875000 Penalty: 4016.776123 Iteration 1F: 3 clusters Score -404424.9 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -404628.031250 Penalty: 4016.776123 Iteration 2F: 3 clusters Score -404628 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -404734.906250 Penalty: 4016.776123 Iteration 3F: 3 clusters Score -404734.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -404805.968750 Penalty: 4016.776123 Iteration 4Q: 3 clusters Score -404806 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -404870.937500 Penalty: 4016.776123 Iteration 5Q: 3 clusters Score -404870.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -404929.187500 Penalty: 4016.776123 Iteration 6Q: 3 clusters Score -404929.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -404993.343750 Penalty: 4016.776123 Iteration 7Q: 3 clusters Score -404993.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -405051.718750 Penalty: 4016.776123 Iteration 8Q: 3 clusters Score -405051.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -405100.843750 Penalty: 4016.776123 Iteration 9Q: 3 clusters Score -405100.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -405162.937500 Penalty: 4016.776123 Iteration 10Q: 3 clusters Score -405162.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -405229.968750 Penalty: 4016.776123 Iteration 11Q: 3 clusters Score -405230 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -405295.437500 Penalty: 4016.776123 Iteration 12Q: 3 clusters Score -405295.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -405359.375000 Penalty: 4016.776123 Iteration 13Q: 3 clusters Score -405359.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -405418.031250 Penalty: 4016.776123 Iteration 14Q: 3 clusters Score -405418 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -405463.312500 Penalty: 4016.776123 Iteration 15Q: 3 clusters Score -405463.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -405494.500000 Penalty: 4016.776123 Iteration 16Q: 3 clusters Score -405494.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -405512.875000 Penalty: 4016.776123 Iteration 17Q: 3 clusters Score -405512.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -405521.218750 Penalty: 4016.776123 Iteration 18Q: 3 clusters Score -405521.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -405533.500000 Penalty: 4016.776123 Iteration 19Q: 3 clusters Score -405533.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -405543.875000 Penalty: 4016.776123 Iteration 20F: 3 clusters Score -405543.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -405556.062500 Penalty: 4016.776123 Iteration 21Q: 3 clusters Score -405556.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -405561.437500 Penalty: 4016.776123 Iteration 22Q: 3 clusters Score -405561.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -405566.875000 Penalty: 4016.776123 Iteration 23Q: 3 clusters Score -405566.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -405570.406250 Penalty: 4016.776123 Iteration 24Q: 3 clusters Score -405570.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -405573.250000 Penalty: 4016.776123 Iteration 25Q: 3 clusters Score -405573.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -405574.687500 Penalty: 4016.776123 Iteration 26Q: 3 clusters Score -405574.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -405576.562500 Penalty: 4016.776123 Iteration 27Q: 3 clusters Score -405576.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -405577.375000 Penalty: 4016.776123 Iteration 28Q: 3 clusters Score -405577.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -405577.500000 Penalty: 4016.776123 Iteration 29Q: 3 clusters Score -405577.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -405577.250000 Penalty: 4016.776123 Iteration 30Q: 3 clusters Score -405577.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -405577.250000 Penalty: 4016.776123 Iteration 31F: 3 clusters Score -405577.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Entering Unmasked Estep Score: -104465.812500 Penalty: 1691.904907 Iteration 0F: 2 clusters Score -104465.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -102764.218750 Penalty: 3383.809814 Iteration 0F: 3 clusters Score -102764.2 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -103474.695312 Penalty: 3383.809814 Iteration 1F: 3 clusters Score -103474.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -103657.210938 Penalty: 3383.809814 Iteration 2F: 3 clusters Score -103657.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -103736.234375 Penalty: 3383.809814 Iteration 3F: 3 clusters Score -103736.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -103789.031250 Penalty: 3383.809814 Iteration 4Q: 3 clusters Score -103789 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -103831.257812 Penalty: 3383.809814 Iteration 5Q: 3 clusters Score -103831.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -103878.117188 Penalty: 3383.809814 Iteration 6Q: 3 clusters Score -103878.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -103928.664062 Penalty: 3383.809814 Iteration 7Q: 3 clusters Score -103928.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -103959.820312 Penalty: 3383.809814 Iteration 8Q: 3 clusters Score -103959.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -104022.453125 Penalty: 3383.809814 Iteration 9Q: 3 clusters Score -104022.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -104049.640625 Penalty: 3383.809814 Iteration 10Q: 3 clusters Score -104049.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -104068.601562 Penalty: 3383.809814 Iteration 11Q: 3 clusters Score -104068.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -104083.296875 Penalty: 3383.809814 Iteration 12Q: 3 clusters Score -104083.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -104094.351562 Penalty: 3383.809814 Iteration 13Q: 3 clusters Score -104094.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -104095.789062 Penalty: 3383.809814 Iteration 14Q: 3 clusters Score -104095.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -104095.789062 Penalty: 3383.809814 Iteration 15F: 3 clusters Score -104095.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (188 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Entering Unmasked Estep Score: -20633.138672 Penalty: 1298.637695 Iteration 0F: 2 clusters Score -20633.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -19593.222656 Penalty: 2597.275391 Iteration 0F: 3 clusters Score -19593.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -19619.414062 Penalty: 2597.275391 Iteration 1Q: 3 clusters Score -19619.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -19623.375000 Penalty: 2597.275391 Iteration 2Q: 3 clusters Score -19623.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -19623.375000 Penalty: 2597.275391 Iteration 3F: 3 clusters Score -19623.38 nChanged 0 --- Evaluating fit on full set of 1966367 points --- Entering Unmasked Estep Score: -256538416.000000 Penalty: 86254.585938 22->25 Clusters: Score -256538416.000000, best is -256853856.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 655455 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29860 members Mstep: Class 2 contains 29942 members Mstep: Class 3 contains 29918 members Mstep: Class 4 contains 30034 members Mstep: Class 5 contains 29759 members Mstep: Class 6 contains 29953 members Mstep: Class 7 contains 29753 members Mstep: Class 8 contains 29732 members Mstep: Class 9 contains 29704 members Mstep: Class 10 contains 29619 members Mstep: Class 11 contains 29559 members Mstep: Class 12 contains 29735 members Mstep: Class 13 contains 29842 members Mstep: Class 14 contains 29878 members Mstep: Class 15 contains 29597 members Mstep: Class 16 contains 30278 members Mstep: Class 17 contains 29451 members Mstep: Class 18 contains 29625 members Mstep: Class 19 contains 29861 members Mstep: Class 20 contains 29618 members Mstep: Class 21 contains 29673 members Mstep: Class 22 contains 30064 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 473.348022 but Gain 3321.484375 Score: -81958736.000000 Penalty: 69751.187500 Iteration 0F: 22 clusters Score -8.195874e+07 nChanged 624178 Entering Unmasked Mstep Mstep: Class 0 contains 2362 members Mstep: Class 1 contains 10537 members Mstep: Class 2 contains 48032 members Mstep: Class 3 contains 6133 members Mstep: Class 5 contains 26591 members Mstep: Class 6 contains 252800 members Mstep: Class 7 contains 23796 members Mstep: Class 8 contains 35569 members Mstep: Class 9 contains 21459 members Mstep: Class 10 contains 6381 members Mstep: Class 11 contains 4028 members Mstep: Class 12 contains 18111 members Mstep: Class 13 contains 30063 members Mstep: Class 14 contains 16315 members Mstep: Class 15 contains 42965 members Mstep: Class 16 contains 16551 members Mstep: Class 17 contains 15128 members Mstep: Class 18 contains 7455 members Mstep: Class 19 contains 27449 members Mstep: Class 20 contains 19497 members Mstep: Class 21 contains 14899 members Mstep: Class 22 contains 9334 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 1847.739990 but Gain 3321.484375 Score: -84063944.000000 Penalty: 66429.703125 Iteration 1F: 21 clusters Score -8.406394e+07 nChanged 238598 Entering Unmasked Mstep Mstep: Class 0 contains 2128 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 47959 members Mstep: Class 3 contains 3574 members Mstep: Class 5 contains 21548 members Mstep: Class 6 contains 324126 members Mstep: Class 7 contains 24129 members Mstep: Class 8 contains 26506 members Mstep: Class 9 contains 10650 members Mstep: Class 10 contains 5858 members Mstep: Class 12 contains 13285 members Mstep: Class 13 contains 20582 members Mstep: Class 14 contains 9811 members Mstep: Class 15 contains 35778 members Mstep: Class 16 contains 20340 members Mstep: Class 17 contains 9817 members Mstep: Class 18 contains 4272 members Mstep: Class 19 contains 26890 members Mstep: Class 20 contains 13204 members Mstep: Class 21 contains 10952 members Mstep: Class 22 contains 16637 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 2356.709961 but Gain 3321.488281 Score: -84566568.000000 Penalty: 63108.214844 Iteration 2F: 20 clusters Score -8.456657e+07 nChanged 174105 Entering Unmasked Mstep Mstep: Class 0 contains 1304 members Mstep: Class 1 contains 5657 members Mstep: Class 2 contains 52312 members Mstep: Class 3 contains 2733 members Mstep: Class 5 contains 17953 members Mstep: Class 6 contains 327854 members Mstep: Class 7 contains 28976 members Mstep: Class 8 contains 19596 members Mstep: Class 9 contains 3771 members Mstep: Class 10 contains 5899 members Mstep: Class 12 contains 9317 members Mstep: Class 13 contains 14852 members Mstep: Class 14 contains 5619 members Mstep: Class 15 contains 34230 members Mstep: Class 16 contains 29191 members Mstep: Class 17 contains 7015 members Mstep: Class 19 contains 37757 members Mstep: Class 20 contains 9125 members Mstep: Class 21 contains 16780 members Mstep: Class 22 contains 25514 members Entering Unmasked Estep ConsiderDeletion Score: -84948272.000000 Penalty: 63108.214844 Iteration 3F: 20 clusters Score -8.494827e+07 nChanged 130239 Entering Unmasked Mstep Mstep: Class 0 contains 746 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 59451 members Mstep: Class 3 contains 2348 members Mstep: Class 5 contains 17133 members Mstep: Class 6 contains 290864 members Mstep: Class 7 contains 41564 members Mstep: Class 8 contains 14064 members Mstep: Class 9 contains 1620 members Mstep: Class 10 contains 5453 members Mstep: Class 12 contains 6403 members Mstep: Class 13 contains 11457 members Mstep: Class 14 contains 4014 members Mstep: Class 15 contains 33007 members Mstep: Class 16 contains 36874 members Mstep: Class 17 contains 6166 members Mstep: Class 19 contains 50886 members Mstep: Class 20 contains 7118 members Mstep: Class 21 contains 33451 members Mstep: Class 22 contains 28060 members Entering Unmasked Estep ConsiderDeletion Score: -85253400.000000 Penalty: 63108.214844 Iteration 4F: 20 clusters Score -8.52534e+07 nChanged 94256 Entering Unmasked Mstep Mstep: Class 0 contains 139 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 65979 members Mstep: Class 3 contains 2167 members Mstep: Class 5 contains 15722 members Mstep: Class 6 contains 258399 members Mstep: Class 7 contains 53864 members Mstep: Class 8 contains 10296 members Mstep: Class 9 contains 1465 members Mstep: Class 10 contains 5233 members Mstep: Class 12 contains 4732 members Mstep: Class 13 contains 9131 members Mstep: Class 14 contains 3314 members Mstep: Class 15 contains 32081 members Mstep: Class 16 contains 38408 members Mstep: Class 17 contains 5543 members Mstep: Class 19 contains 63199 members Mstep: Class 20 contains 6894 members Mstep: Class 21 contains 48201 members Mstep: Class 22 contains 25925 members Entering Unmasked Estep ConsiderDeletion Score: -85375000.000000 Penalty: 63108.214844 Iteration 5F: 20 clusters Score -8.5375e+07 nChanged 71175 Entering Unmasked Mstep Mstep: Class 0 contains 132 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 72929 members Mstep: Class 3 contains 2063 members Mstep: Class 5 contains 13285 members Mstep: Class 6 contains 233986 members Mstep: Class 7 contains 61111 members Mstep: Class 8 contains 7750 members Mstep: Class 9 contains 1305 members Mstep: Class 10 contains 5129 members Mstep: Class 12 contains 3794 members Mstep: Class 13 contains 7779 members Mstep: Class 14 contains 3194 members Mstep: Class 15 contains 32257 members Mstep: Class 16 contains 35949 members Mstep: Class 17 contains 5231 members Mstep: Class 19 contains 74714 members Mstep: Class 20 contains 7430 members Mstep: Class 21 contains 59655 members Mstep: Class 22 contains 22090 members Entering Unmasked Estep ConsiderDeletion Score: -85466848.000000 Penalty: 63108.214844 Iteration 6F: 20 clusters Score -8.546685e+07 nChanged 56825 Entering Unmasked Mstep Mstep: Class 0 contains 115 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 78402 members Mstep: Class 3 contains 1994 members Mstep: Class 5 contains 10661 members Mstep: Class 6 contains 217099 members Mstep: Class 7 contains 64712 members Mstep: Class 8 contains 5845 members Mstep: Class 9 contains 1285 members Mstep: Class 10 contains 5056 members Mstep: Class 12 contains 3266 members Mstep: Class 13 contains 7279 members Mstep: Class 14 contains 3291 members Mstep: Class 15 contains 33466 members Mstep: Class 16 contains 30920 members Mstep: Class 17 contains 5052 members Mstep: Class 19 contains 83762 members Mstep: Class 20 contains 8159 members Mstep: Class 21 contains 69347 members Mstep: Class 22 contains 18364 members Entering Unmasked Estep ConsiderDeletion Score: -85535256.000000 Penalty: 63108.214844 Iteration 7F: 20 clusters Score -8.553526e+07 nChanged 48147 Entering Unmasked Mstep Mstep: Class 0 contains 92 members Mstep: Class 1 contains 9961 members Mstep: Class 2 contains 82058 members Mstep: Class 3 contains 1904 members Mstep: Class 5 contains 8612 members Mstep: Class 6 contains 203346 members Mstep: Class 7 contains 66787 members Mstep: Class 8 contains 4484 members Mstep: Class 9 contains 1296 members Mstep: Class 10 contains 5000 members Mstep: Class 12 contains 3017 members Mstep: Class 13 contains 7228 members Mstep: Class 14 contains 3448 members Mstep: Class 15 contains 36488 members Mstep: Class 16 contains 24501 members Mstep: Class 17 contains 5028 members Mstep: Class 19 contains 89683 members Mstep: Class 20 contains 8580 members Mstep: Class 21 contains 78415 members Mstep: Class 22 contains 15527 members Entering Unmasked Estep ConsiderDeletion Score: -85590800.000000 Penalty: 63108.214844 Iteration 8F: 20 clusters Score -8.55908e+07 nChanged 42220 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 13434 members Mstep: Class 2 contains 84348 members Mstep: Class 3 contains 1799 members Mstep: Class 5 contains 7156 members Mstep: Class 6 contains 190973 members Mstep: Class 7 contains 68581 members Mstep: Class 8 contains 3497 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 4878 members Mstep: Class 12 contains 2987 members Mstep: Class 13 contains 7317 members Mstep: Class 14 contains 3679 members Mstep: Class 15 contains 40482 members Mstep: Class 16 contains 17669 members Mstep: Class 17 contains 5129 members Mstep: Class 19 contains 92889 members Mstep: Class 20 contains 8602 members Mstep: Class 21 contains 86941 members Mstep: Class 22 contains 13711 members Entering Unmasked Estep ConsiderDeletion Score: -85641344.000000 Penalty: 63108.214844 Iteration 9F: 20 clusters Score -8.564134e+07 nChanged 37990 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 17484 members Mstep: Class 2 contains 85611 members Mstep: Class 3 contains 1755 members Mstep: Class 5 contains 6252 members Mstep: Class 6 contains 179163 members Mstep: Class 7 contains 70614 members Mstep: Class 8 contains 2833 members Mstep: Class 9 contains 1298 members Mstep: Class 10 contains 4597 members Mstep: Class 12 contains 3191 members Mstep: Class 13 contains 7464 members Mstep: Class 14 contains 3882 members Mstep: Class 15 contains 44020 members Mstep: Class 16 contains 11824 members Mstep: Class 17 contains 5214 members Mstep: Class 19 contains 94314 members Mstep: Class 20 contains 8230 members Mstep: Class 21 contains 95060 members Mstep: Class 22 contains 12563 members Entering Unmasked Estep ConsiderDeletion Score: -85687752.000000 Penalty: 63108.214844 Iteration 10F: 20 clusters Score -8.568775e+07 nChanged 33074 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 21371 members Mstep: Class 2 contains 85920 members Mstep: Class 3 contains 1735 members Mstep: Class 5 contains 5851 members Mstep: Class 6 contains 168631 members Mstep: Class 7 contains 72528 members Mstep: Class 8 contains 2483 members Mstep: Class 9 contains 1298 members Mstep: Class 10 contains 4255 members Mstep: Class 12 contains 3804 members Mstep: Class 13 contains 7583 members Mstep: Class 14 contains 4079 members Mstep: Class 15 contains 46112 members Mstep: Class 16 contains 7805 members Mstep: Class 17 contains 5301 members Mstep: Class 19 contains 95025 members Mstep: Class 20 contains 7586 members Mstep: Class 21 contains 102141 members Mstep: Class 22 contains 11861 members Entering Unmasked Estep ConsiderDeletion Score: -85729656.000000 Penalty: 63108.214844 Iteration 11F: 20 clusters Score -8.572966e+07 nChanged 27078 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 1 contains 24118 members Mstep: Class 2 contains 84891 members Mstep: Class 3 contains 1714 members Mstep: Class 5 contains 5838 members Mstep: Class 6 contains 160472 members Mstep: Class 7 contains 73684 members Mstep: Class 8 contains 2383 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 3886 members Mstep: Class 12 contains 4881 members Mstep: Class 13 contains 7617 members Mstep: Class 14 contains 4268 members Mstep: Class 15 contains 46898 members Mstep: Class 16 contains 5634 members Mstep: Class 17 contains 5386 members Mstep: Class 19 contains 95739 members Mstep: Class 20 contains 6885 members Mstep: Class 21 contains 108394 members Mstep: Class 22 contains 11385 members Entering Unmasked Estep ConsiderDeletion Score: -85758776.000000 Penalty: 63108.214844 Iteration 12Q: 20 clusters Score -8.575878e+07 nChanged 20892 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 25652 members Mstep: Class 2 contains 82726 members Mstep: Class 3 contains 1702 members Mstep: Class 5 contains 5913 members Mstep: Class 6 contains 155144 members Mstep: Class 7 contains 73924 members Mstep: Class 8 contains 2426 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 3528 members Mstep: Class 12 contains 6099 members Mstep: Class 13 contains 7583 members Mstep: Class 14 contains 4469 members Mstep: Class 15 contains 47046 members Mstep: Class 16 contains 4489 members Mstep: Class 17 contains 5466 members Mstep: Class 19 contains 96725 members Mstep: Class 20 contains 6278 members Mstep: Class 21 contains 113841 members Mstep: Class 22 contains 11064 members Entering Unmasked Estep ConsiderDeletion Score: -85773112.000000 Penalty: 63108.214844 Iteration 13Q: 20 clusters Score -8.577311e+07 nChanged 16146 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 26682 members Mstep: Class 2 contains 79898 members Mstep: Class 3 contains 1690 members Mstep: Class 5 contains 6034 members Mstep: Class 6 contains 151767 members Mstep: Class 7 contains 73676 members Mstep: Class 8 contains 2526 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 3215 members Mstep: Class 12 contains 7327 members Mstep: Class 13 contains 7534 members Mstep: Class 14 contains 4655 members Mstep: Class 15 contains 46938 members Mstep: Class 16 contains 3811 members Mstep: Class 17 contains 5554 members Mstep: Class 19 contains 97719 members Mstep: Class 20 contains 5777 members Mstep: Class 21 contains 118429 members Mstep: Class 22 contains 10843 members Entering Unmasked Estep ConsiderDeletion Score: -85782952.000000 Penalty: 63108.214844 Iteration 14Q: 20 clusters Score -8.578295e+07 nChanged 12824 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 27490 members Mstep: Class 2 contains 76765 members Mstep: Class 3 contains 1683 members Mstep: Class 5 contains 6146 members Mstep: Class 6 contains 149786 members Mstep: Class 7 contains 73223 members Mstep: Class 8 contains 2606 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 2965 members Mstep: Class 12 contains 8598 members Mstep: Class 13 contains 7450 members Mstep: Class 14 contains 4805 members Mstep: Class 15 contains 46594 members Mstep: Class 16 contains 3261 members Mstep: Class 17 contains 5618 members Mstep: Class 19 contains 98732 members Mstep: Class 20 contains 5403 members Mstep: Class 21 contains 122257 members Mstep: Class 22 contains 10694 members Entering Unmasked Estep ConsiderDeletion Score: -85788560.000000 Penalty: 63108.214844 Iteration 15Q: 20 clusters Score -8.578856e+07 nChanged 10913 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 28315 members Mstep: Class 2 contains 73589 members Mstep: Class 3 contains 1683 members Mstep: Class 5 contains 6228 members Mstep: Class 6 contains 148600 members Mstep: Class 7 contains 72690 members Mstep: Class 8 contains 2644 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 2798 members Mstep: Class 12 contains 9816 members Mstep: Class 13 contains 7336 members Mstep: Class 14 contains 4895 members Mstep: Class 15 contains 46044 members Mstep: Class 16 contains 2760 members Mstep: Class 17 contains 5675 members Mstep: Class 19 contains 99805 members Mstep: Class 20 contains 5124 members Mstep: Class 21 contains 125493 members Mstep: Class 22 contains 10581 members Entering Unmasked Estep ConsiderDeletion Score: -85792968.000000 Penalty: 63108.214844 Iteration 16Q: 20 clusters Score -8.579297e+07 nChanged 9603 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 29141 members Mstep: Class 2 contains 70542 members Mstep: Class 3 contains 1681 members Mstep: Class 5 contains 6333 members Mstep: Class 6 contains 147866 members Mstep: Class 7 contains 72079 members Mstep: Class 8 contains 2699 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 2662 members Mstep: Class 12 contains 10959 members Mstep: Class 13 contains 7252 members Mstep: Class 14 contains 4966 members Mstep: Class 15 contains 45381 members Mstep: Class 16 contains 2283 members Mstep: Class 17 contains 5743 members Mstep: Class 19 contains 100775 members Mstep: Class 20 contains 4905 members Mstep: Class 21 contains 128302 members Mstep: Class 22 contains 10507 members Entering Unmasked Estep ConsiderDeletion Score: -85796624.000000 Penalty: 63108.214844 Iteration 17Q: 20 clusters Score -8.579662e+07 nChanged 8487 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 30024 members Mstep: Class 2 contains 67768 members Mstep: Class 3 contains 1681 members Mstep: Class 5 contains 6446 members Mstep: Class 6 contains 147370 members Mstep: Class 7 contains 71334 members Mstep: Class 8 contains 2762 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 2559 members Mstep: Class 12 contains 11957 members Mstep: Class 13 contains 7190 members Mstep: Class 14 contains 5016 members Mstep: Class 15 contains 44709 members Mstep: Class 16 contains 1829 members Mstep: Class 17 contains 5793 members Mstep: Class 19 contains 101676 members Mstep: Class 20 contains 4754 members Mstep: Class 21 contains 130745 members Mstep: Class 22 contains 10463 members Entering Unmasked Estep ConsiderDeletion Score: -85800288.000000 Penalty: 63108.214844 Iteration 18Q: 20 clusters Score -8.580029e+07 nChanged 7664 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 30886 members Mstep: Class 2 contains 65249 members Mstep: Class 3 contains 1680 members Mstep: Class 5 contains 6605 members Mstep: Class 6 contains 147038 members Mstep: Class 7 contains 70534 members Mstep: Class 8 contains 2784 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 2504 members Mstep: Class 12 contains 12787 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 5035 members Mstep: Class 15 contains 44097 members Mstep: Class 16 contains 1371 members Mstep: Class 17 contains 5885 members Mstep: Class 19 contains 102493 members Mstep: Class 20 contains 4674 members Mstep: Class 21 contains 132863 members Mstep: Class 22 contains 10440 members Entering Unmasked Estep ConsiderDeletion Score: -85802760.000000 Penalty: 63108.214844 Iteration 19Q: 20 clusters Score -8.580276e+07 nChanged 6870 Entering Unmasked Mstep Mstep: Class 0 contains 82 members Mstep: Class 1 contains 31749 members Mstep: Class 2 contains 62941 members Mstep: Class 3 contains 1677 members Mstep: Class 5 contains 6865 members Mstep: Class 6 contains 146797 members Mstep: Class 7 contains 69646 members Mstep: Class 8 contains 2791 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 2466 members Mstep: Class 12 contains 13470 members Mstep: Class 13 contains 7110 members Mstep: Class 14 contains 5048 members Mstep: Class 15 contains 43627 members Mstep: Class 16 contains 1022 members Mstep: Class 17 contains 5962 members Mstep: Class 19 contains 103199 members Mstep: Class 20 contains 4614 members Mstep: Class 21 contains 134661 members Mstep: Class 22 contains 10431 members Entering Unmasked Estep ConsiderDeletion Score: -85807272.000000 Penalty: 63108.214844 Iteration 20F: 20 clusters Score -8.580727e+07 nChanged 7000 Entering Unmasked Mstep Mstep: Class 0 contains 73 members Mstep: Class 1 contains 32652 members Mstep: Class 2 contains 60530 members Mstep: Class 3 contains 1655 members Mstep: Class 5 contains 7232 members Mstep: Class 6 contains 146619 members Mstep: Class 7 contains 68677 members Mstep: Class 8 contains 3116 members Mstep: Class 9 contains 1297 members Mstep: Class 10 contains 2063 members Mstep: Class 12 contains 14209 members Mstep: Class 13 contains 7043 members Mstep: Class 14 contains 5107 members Mstep: Class 15 contains 43243 members Mstep: Class 16 contains 868 members Mstep: Class 17 contains 6010 members Mstep: Class 19 contains 103911 members Mstep: Class 20 contains 4538 members Mstep: Class 21 contains 136176 members Mstep: Class 22 contains 10436 members Entering Unmasked Estep ConsiderDeletion Score: -85813512.000000 Penalty: 63108.214844 Iteration 21Q: 20 clusters Score -8.581351e+07 nChanged 6804 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 33547 members Mstep: Class 2 contains 58194 members Mstep: Class 3 contains 1637 members Mstep: Class 5 contains 7713 members Mstep: Class 6 contains 146481 members Mstep: Class 7 contains 67650 members Mstep: Class 8 contains 3333 members Mstep: Class 9 contains 1299 members Mstep: Class 10 contains 1605 members Mstep: Class 12 contains 14779 members Mstep: Class 13 contains 6969 members Mstep: Class 14 contains 5208 members Mstep: Class 15 contains 42963 members Mstep: Class 16 contains 829 members Mstep: Class 17 contains 6077 members Mstep: Class 19 contains 104715 members Mstep: Class 20 contains 4499 members Mstep: Class 21 contains 137445 members Mstep: Class 22 contains 10440 members Entering Unmasked Estep ConsiderDeletion Score: -85817920.000000 Penalty: 63108.214844 Iteration 22Q: 20 clusters Score -8.581792e+07 nChanged 5877 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 1 contains 34371 members Mstep: Class 2 contains 56057 members Mstep: Class 3 contains 1629 members Mstep: Class 5 contains 8220 members Mstep: Class 6 contains 146420 members Mstep: Class 7 contains 66640 members Mstep: Class 8 contains 3197 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1451 members Mstep: Class 12 contains 15205 members Mstep: Class 13 contains 6880 members Mstep: Class 14 contains 5307 members Mstep: Class 15 contains 42670 members Mstep: Class 16 contains 864 members Mstep: Class 17 contains 6189 members Mstep: Class 19 contains 105519 members Mstep: Class 20 contains 4472 members Mstep: Class 21 contains 138524 members Mstep: Class 22 contains 10469 members Entering Unmasked Estep ConsiderDeletion Score: -85820544.000000 Penalty: 63108.214844 Iteration 23Q: 20 clusters Score -8.582054e+07 nChanged 5057 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 35139 members Mstep: Class 2 contains 54330 members Mstep: Class 3 contains 1624 members Mstep: Class 5 contains 8610 members Mstep: Class 6 contains 146340 members Mstep: Class 7 contains 65655 members Mstep: Class 8 contains 3116 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1327 members Mstep: Class 12 contains 15488 members Mstep: Class 13 contains 6785 members Mstep: Class 14 contains 5380 members Mstep: Class 15 contains 42357 members Mstep: Class 16 contains 917 members Mstep: Class 17 contains 6290 members Mstep: Class 19 contains 106284 members Mstep: Class 20 contains 4444 members Mstep: Class 21 contains 139495 members Mstep: Class 22 contains 10504 members Entering Unmasked Estep ConsiderDeletion Score: -85822144.000000 Penalty: 63108.214844 Iteration 24Q: 20 clusters Score -8.582214e+07 nChanged 4342 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 35876 members Mstep: Class 2 contains 53075 members Mstep: Class 3 contains 1620 members Mstep: Class 5 contains 8902 members Mstep: Class 6 contains 146255 members Mstep: Class 7 contains 64649 members Mstep: Class 8 contains 3048 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1255 members Mstep: Class 12 contains 15741 members Mstep: Class 13 contains 6696 members Mstep: Class 14 contains 5426 members Mstep: Class 15 contains 42055 members Mstep: Class 16 contains 961 members Mstep: Class 17 contains 6407 members Mstep: Class 19 contains 106897 members Mstep: Class 20 contains 4423 members Mstep: Class 21 contains 140258 members Mstep: Class 22 contains 10541 members Entering Unmasked Estep ConsiderDeletion Score: -85823336.000000 Penalty: 63108.214844 Iteration 25Q: 20 clusters Score -8.582334e+07 nChanged 3784 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 36544 members Mstep: Class 2 contains 52142 members Mstep: Class 3 contains 1615 members Mstep: Class 5 contains 9130 members Mstep: Class 6 contains 146210 members Mstep: Class 7 contains 63663 members Mstep: Class 8 contains 2997 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1193 members Mstep: Class 12 contains 15967 members Mstep: Class 13 contains 6631 members Mstep: Class 14 contains 5466 members Mstep: Class 15 contains 41819 members Mstep: Class 16 contains 1006 members Mstep: Class 17 contains 6554 members Mstep: Class 19 contains 107260 members Mstep: Class 20 contains 4388 members Mstep: Class 21 contains 140891 members Mstep: Class 22 contains 10609 members Entering Unmasked Estep ConsiderDeletion Score: -85824088.000000 Penalty: 63108.214844 Iteration 26Q: 20 clusters Score -8.582409e+07 nChanged 3210 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 37188 members Mstep: Class 2 contains 51520 members Mstep: Class 3 contains 1615 members Mstep: Class 5 contains 9282 members Mstep: Class 6 contains 146151 members Mstep: Class 7 contains 62684 members Mstep: Class 8 contains 2963 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1158 members Mstep: Class 12 contains 16123 members Mstep: Class 13 contains 6551 members Mstep: Class 14 contains 5485 members Mstep: Class 15 contains 41609 members Mstep: Class 16 contains 1037 members Mstep: Class 17 contains 6701 members Mstep: Class 19 contains 107551 members Mstep: Class 20 contains 4367 members Mstep: Class 21 contains 141416 members Mstep: Class 22 contains 10684 members Entering Unmasked Estep ConsiderDeletion Score: -85824800.000000 Penalty: 63108.214844 Iteration 27Q: 20 clusters Score -8.58248e+07 nChanged 2864 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 37718 members Mstep: Class 2 contains 51102 members Mstep: Class 3 contains 1613 members Mstep: Class 5 contains 9383 members Mstep: Class 6 contains 146100 members Mstep: Class 7 contains 61730 members Mstep: Class 8 contains 2933 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1139 members Mstep: Class 12 contains 16275 members Mstep: Class 13 contains 6488 members Mstep: Class 14 contains 5492 members Mstep: Class 15 contains 41425 members Mstep: Class 16 contains 1064 members Mstep: Class 17 contains 6863 members Mstep: Class 19 contains 107778 members Mstep: Class 20 contains 4354 members Mstep: Class 21 contains 141879 members Mstep: Class 22 contains 10749 members Entering Unmasked Estep ConsiderDeletion Score: -85825320.000000 Penalty: 63108.214844 Iteration 28Q: 20 clusters Score -8.582532e+07 nChanged 2557 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 38194 members Mstep: Class 2 contains 50803 members Mstep: Class 3 contains 1613 members Mstep: Class 5 contains 9481 members Mstep: Class 6 contains 146061 members Mstep: Class 7 contains 60775 members Mstep: Class 8 contains 2907 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1130 members Mstep: Class 12 contains 16400 members Mstep: Class 13 contains 6430 members Mstep: Class 14 contains 5499 members Mstep: Class 15 contains 41273 members Mstep: Class 16 contains 1077 members Mstep: Class 17 contains 7017 members Mstep: Class 19 contains 108016 members Mstep: Class 20 contains 4355 members Mstep: Class 21 contains 142244 members Mstep: Class 22 contains 10810 members Entering Unmasked Estep ConsiderDeletion Score: -85825816.000000 Penalty: 63108.214844 Iteration 29Q: 20 clusters Score -8.582582e+07 nChanged 2250 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 38641 members Mstep: Class 2 contains 50607 members Mstep: Class 3 contains 1613 members Mstep: Class 5 contains 9548 members Mstep: Class 6 contains 146018 members Mstep: Class 7 contains 59914 members Mstep: Class 8 contains 2891 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1113 members Mstep: Class 12 contains 16492 members Mstep: Class 13 contains 6383 members Mstep: Class 14 contains 5519 members Mstep: Class 15 contains 41159 members Mstep: Class 16 contains 1091 members Mstep: Class 17 contains 7139 members Mstep: Class 19 contains 108237 members Mstep: Class 20 contains 4346 members Mstep: Class 21 contains 142512 members Mstep: Class 22 contains 10862 members Entering Unmasked Estep ConsiderDeletion Score: -85826464.000000 Penalty: 63108.214844 Iteration 30Q: 20 clusters Score -8.582646e+07 nChanged 2018 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 39076 members Mstep: Class 2 contains 50477 members Mstep: Class 3 contains 1613 members Mstep: Class 5 contains 9595 members Mstep: Class 6 contains 145989 members Mstep: Class 7 contains 59089 members Mstep: Class 8 contains 2874 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1095 members Mstep: Class 12 contains 16568 members Mstep: Class 13 contains 6348 members Mstep: Class 14 contains 5533 members Mstep: Class 15 contains 41053 members Mstep: Class 16 contains 1107 members Mstep: Class 17 contains 7256 members Mstep: Class 19 contains 108448 members Mstep: Class 20 contains 4343 members Mstep: Class 21 contains 142710 members Mstep: Class 22 contains 10911 members Entering Unmasked Estep ConsiderDeletion Score: -85826792.000000 Penalty: 63108.214844 Iteration 31Q: 20 clusters Score -8.582679e+07 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 39472 members Mstep: Class 2 contains 50396 members Mstep: Class 3 contains 1612 members Mstep: Class 5 contains 9625 members Mstep: Class 6 contains 145974 members Mstep: Class 7 contains 58344 members Mstep: Class 8 contains 2862 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1084 members Mstep: Class 12 contains 16629 members Mstep: Class 13 contains 6312 members Mstep: Class 14 contains 5546 members Mstep: Class 15 contains 40987 members Mstep: Class 16 contains 1113 members Mstep: Class 17 contains 7340 members Mstep: Class 19 contains 108610 members Mstep: Class 20 contains 4346 members Mstep: Class 21 contains 142862 members Mstep: Class 22 contains 10971 members Entering Unmasked Estep ConsiderDeletion Score: -85826776.000000 Penalty: 63108.214844 Iteration 32Q: 20 clusters Score -8.582678e+07 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 39837 members Mstep: Class 2 contains 50342 members Mstep: Class 3 contains 1611 members Mstep: Class 5 contains 9646 members Mstep: Class 6 contains 145955 members Mstep: Class 7 contains 57708 members Mstep: Class 8 contains 2854 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1070 members Mstep: Class 12 contains 16682 members Mstep: Class 13 contains 6281 members Mstep: Class 14 contains 5559 members Mstep: Class 15 contains 40938 members Mstep: Class 16 contains 1118 members Mstep: Class 17 contains 7411 members Mstep: Class 19 contains 108747 members Mstep: Class 20 contains 4338 members Mstep: Class 21 contains 142965 members Mstep: Class 22 contains 11023 members Entering Unmasked Estep ConsiderDeletion Score: -85826784.000000 Penalty: 63108.214844 Iteration 33Q: 20 clusters Score -8.582678e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 40195 members Mstep: Class 2 contains 50315 members Mstep: Class 3 contains 1611 members Mstep: Class 5 contains 9660 members Mstep: Class 6 contains 145924 members Mstep: Class 7 contains 57145 members Mstep: Class 8 contains 2846 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1059 members Mstep: Class 12 contains 16716 members Mstep: Class 13 contains 6277 members Mstep: Class 14 contains 5563 members Mstep: Class 15 contains 40906 members Mstep: Class 16 contains 1121 members Mstep: Class 17 contains 7451 members Mstep: Class 19 contains 108886 members Mstep: Class 20 contains 4330 members Mstep: Class 21 contains 143020 members Mstep: Class 22 contains 11060 members Entering Unmasked Estep ConsiderDeletion Score: -85826944.000000 Penalty: 63108.214844 Iteration 34Q: 20 clusters Score -8.582694e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 40516 members Mstep: Class 2 contains 50285 members Mstep: Class 3 contains 1611 members Mstep: Class 5 contains 9674 members Mstep: Class 6 contains 145912 members Mstep: Class 7 contains 56651 members Mstep: Class 8 contains 2831 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1050 members Mstep: Class 12 contains 16756 members Mstep: Class 13 contains 6258 members Mstep: Class 14 contains 5565 members Mstep: Class 15 contains 40875 members Mstep: Class 16 contains 1122 members Mstep: Class 17 contains 7480 members Mstep: Class 19 contains 109019 members Mstep: Class 20 contains 4319 members Mstep: Class 21 contains 143063 members Mstep: Class 22 contains 11098 members Entering Unmasked Estep ConsiderDeletion Score: -85826896.000000 Penalty: 63108.214844 Iteration 35Q: 20 clusters Score -8.58269e+07 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 40785 members Mstep: Class 2 contains 50263 members Mstep: Class 3 contains 1611 members Mstep: Class 5 contains 9686 members Mstep: Class 6 contains 145893 members Mstep: Class 7 contains 56224 members Mstep: Class 8 contains 2822 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1043 members Mstep: Class 12 contains 16792 members Mstep: Class 13 contains 6245 members Mstep: Class 14 contains 5564 members Mstep: Class 15 contains 40848 members Mstep: Class 16 contains 1123 members Mstep: Class 17 contains 7511 members Mstep: Class 19 contains 109144 members Mstep: Class 20 contains 4315 members Mstep: Class 21 contains 143083 members Mstep: Class 22 contains 11133 members Entering Unmasked Estep ConsiderDeletion Score: -85827152.000000 Penalty: 63108.214844 Iteration 36Q: 20 clusters Score -8.582715e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 41037 members Mstep: Class 2 contains 50243 members Mstep: Class 3 contains 1611 members Mstep: Class 5 contains 9696 members Mstep: Class 6 contains 145866 members Mstep: Class 7 contains 55864 members Mstep: Class 8 contains 2813 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1040 members Mstep: Class 12 contains 16825 members Mstep: Class 13 contains 6236 members Mstep: Class 14 contains 5565 members Mstep: Class 15 contains 40827 members Mstep: Class 16 contains 1127 members Mstep: Class 17 contains 7535 members Mstep: Class 19 contains 109251 members Mstep: Class 20 contains 4304 members Mstep: Class 21 contains 143086 members Mstep: Class 22 contains 11159 members Entering Unmasked Estep ConsiderDeletion Score: -85827024.000000 Penalty: 63108.214844 Iteration 37Q: 20 clusters Score -8.582702e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 41257 members Mstep: Class 2 contains 50230 members Mstep: Class 3 contains 1611 members Mstep: Class 5 contains 9702 members Mstep: Class 6 contains 145848 members Mstep: Class 7 contains 55545 members Mstep: Class 8 contains 2806 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1036 members Mstep: Class 12 contains 16848 members Mstep: Class 13 contains 6222 members Mstep: Class 14 contains 5567 members Mstep: Class 15 contains 40814 members Mstep: Class 16 contains 1128 members Mstep: Class 17 contains 7557 members Mstep: Class 19 contains 109362 members Mstep: Class 20 contains 4285 members Mstep: Class 21 contains 143084 members Mstep: Class 22 contains 11183 members Entering Unmasked Estep ConsiderDeletion Score: -85826984.000000 Penalty: 63108.214844 Iteration 38Q: 20 clusters Score -8.582698e+07 nChanged 527 Entering ConstructFrom: Score: -85826984.000000 Penalty: 63108.214844 Entering ConstructFrom: Trying to split cluster 1 (41460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41460 members Entering Unmasked Estep Score: -5602247.000000 Penalty: 2636.856201 Iteration 0F: 2 clusters Score -5602247 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20530 members Mstep: Class 2 contains 20930 members Entering Unmasked Estep Score: -5574082.000000 Penalty: 5273.712402 Iteration 0F: 3 clusters Score -5574082 nChanged 19003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19199 members Mstep: Class 2 contains 22261 members Entering Unmasked Estep Score: -5584508.000000 Penalty: 5273.712402 Iteration 1F: 3 clusters Score -5584508 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18359 members Mstep: Class 2 contains 23101 members Entering Unmasked Estep Score: -5585145.500000 Penalty: 5273.712402 Iteration 2Q: 3 clusters Score -5585146 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17120 members Mstep: Class 2 contains 24340 members Entering Unmasked Estep Score: -5585941.000000 Penalty: 5273.712402 Iteration 3Q: 3 clusters Score -5585941 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15392 members Mstep: Class 2 contains 26068 members Entering Unmasked Estep Score: -5587025.500000 Penalty: 5273.712402 Iteration 4F: 3 clusters Score -5587026 nChanged 2489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13043 members Mstep: Class 2 contains 28417 members Entering Unmasked Estep Score: -5588595.500000 Penalty: 5273.712402 Iteration 5F: 3 clusters Score -5588596 nChanged 3010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 31367 members Entering Unmasked Estep Score: -5590919.500000 Penalty: 5273.712402 Iteration 6F: 3 clusters Score -5590920 nChanged 3194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 34543 members Entering Unmasked Estep Score: -5593681.000000 Penalty: 5273.712402 Iteration 7F: 3 clusters Score -5593681 nChanged 2810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 37341 members Entering Unmasked Estep Score: -5596289.000000 Penalty: 5273.712402 Iteration 8F: 3 clusters Score -5596289 nChanged 1968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 39305 members Entering Unmasked Estep Score: -5598172.500000 Penalty: 5273.712402 Iteration 9Q: 3 clusters Score -5598172 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 40326 members Entering Unmasked Estep Score: -5599057.500000 Penalty: 5273.712402 Iteration 10Q: 3 clusters Score -5599058 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 40792 members Entering Unmasked Estep Score: -5599452.500000 Penalty: 5273.712402 Iteration 11Q: 3 clusters Score -5599452 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 40990 members Entering Unmasked Estep Score: -5599669.500000 Penalty: 5273.712402 Iteration 12Q: 3 clusters Score -5599670 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 41080 members Entering Unmasked Estep Score: -5599782.000000 Penalty: 5273.712402 Iteration 13Q: 3 clusters Score -5599782 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 41116 members Entering Unmasked Estep Score: -5599837.500000 Penalty: 5273.712402 Iteration 14Q: 3 clusters Score -5599838 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 41146 members Entering Unmasked Estep Score: -5599894.000000 Penalty: 5273.712402 Iteration 15Q: 3 clusters Score -5599894 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 41162 members Entering Unmasked Estep Score: -5599916.500000 Penalty: 5273.712402 Iteration 16Q: 3 clusters Score -5599916 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 41174 members Entering Unmasked Estep Score: -5599936.500000 Penalty: 5273.712402 Iteration 17Q: 3 clusters Score -5599936 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 41189 members Entering Unmasked Estep Score: -5599970.500000 Penalty: 5273.712402 Iteration 18Q: 3 clusters Score -5599970 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 41190 members Entering Unmasked Estep Score: -5599978.500000 Penalty: 5273.712402 Iteration 19Q: 3 clusters Score -5599978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 41189 members Entering Unmasked Estep Score: -5599982.500000 Penalty: 5273.712402 Iteration 20F: 3 clusters Score -5599982 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 41190 members Entering Unmasked Estep Score: -5599984.500000 Penalty: 5273.712402 Iteration 21Q: 3 clusters Score -5599984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 41192 members Entering Unmasked Estep Score: -5599988.500000 Penalty: 5273.712402 Iteration 22Q: 3 clusters Score -5599988 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 41193 members Entering Unmasked Estep Score: -5599989.000000 Penalty: 5273.712402 Iteration 23Q: 3 clusters Score -5599989 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 41195 members Entering Unmasked Estep Score: -5599992.000000 Penalty: 5273.712402 Iteration 24Q: 3 clusters Score -5599992 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 41196 members Entering Unmasked Estep Score: -5599994.000000 Penalty: 5273.712402 Iteration 25Q: 3 clusters Score -5599994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 41196 members Entering Unmasked Estep Score: -5599994.000000 Penalty: 5273.712402 Iteration 26F: 3 clusters Score -5599994 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -6728507.000000 Penalty: 2684.408691 Iteration 0F: 2 clusters Score -6728507 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25174 members Mstep: Class 2 contains 25049 members Entering Unmasked Estep Score: -6694506.500000 Penalty: 5368.817383 Iteration 0F: 3 clusters Score -6694506 nChanged 23200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26092 members Mstep: Class 2 contains 24131 members Entering Unmasked Estep Score: -6707156.000000 Penalty: 5368.817383 Iteration 1F: 3 clusters Score -6707156 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26679 members Mstep: Class 2 contains 23544 members Entering Unmasked Estep Score: -6707619.500000 Penalty: 5368.817383 Iteration 2Q: 3 clusters Score -6707620 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27543 members Mstep: Class 2 contains 22680 members Entering Unmasked Estep Score: -6708148.500000 Penalty: 5368.817383 Iteration 3Q: 3 clusters Score -6708148 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28805 members Mstep: Class 2 contains 21418 members Entering Unmasked Estep Score: -6708732.500000 Penalty: 5368.817383 Iteration 4Q: 3 clusters Score -6708732 nChanged 2191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30660 members Mstep: Class 2 contains 19563 members Entering Unmasked Estep Score: -6709650.500000 Penalty: 5368.817383 Iteration 5Q: 3 clusters Score -6709650 nChanged 2871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33327 members Mstep: Class 2 contains 16896 members Entering Unmasked Estep Score: -6711300.000000 Penalty: 5368.817383 Iteration 6F: 3 clusters Score -6711300 nChanged 3660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36825 members Mstep: Class 2 contains 13398 members Entering Unmasked Estep Score: -6713926.500000 Penalty: 5368.817383 Iteration 7F: 3 clusters Score -6713926 nChanged 4104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40797 members Mstep: Class 2 contains 9426 members Entering Unmasked Estep Score: -6717685.000000 Penalty: 5368.817383 Iteration 8F: 3 clusters Score -6717685 nChanged 3808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44495 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -6721408.500000 Penalty: 5368.817383 Iteration 9F: 3 clusters Score -6721408 nChanged 2660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47055 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -6723851.000000 Penalty: 5368.817383 Iteration 10F: 3 clusters Score -6723851 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48439 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -6725132.500000 Penalty: 5368.817383 Iteration 11Q: 3 clusters Score -6725132 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49132 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -6725694.000000 Penalty: 5368.817383 Iteration 12Q: 3 clusters Score -6725694 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49433 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -6725951.500000 Penalty: 5368.817383 Iteration 13Q: 3 clusters Score -6725952 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49568 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -6726066.000000 Penalty: 5368.817383 Iteration 14Q: 3 clusters Score -6726066 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49658 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -6726143.000000 Penalty: 5368.817383 Iteration 15Q: 3 clusters Score -6726143 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49704 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -6726194.000000 Penalty: 5368.817383 Iteration 16Q: 3 clusters Score -6726194 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49737 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -6726225.000000 Penalty: 5368.817383 Iteration 17Q: 3 clusters Score -6726225 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49763 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -6726239.500000 Penalty: 5368.817383 Iteration 18Q: 3 clusters Score -6726240 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49775 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -6726249.000000 Penalty: 5368.817383 Iteration 19Q: 3 clusters Score -6726249 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49778 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -6726259.000000 Penalty: 5368.817383 Iteration 20F: 3 clusters Score -6726259 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49783 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -6726260.500000 Penalty: 5368.817383 Iteration 21Q: 3 clusters Score -6726260 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49786 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -6726269.500000 Penalty: 5368.817383 Iteration 22Q: 3 clusters Score -6726270 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49786 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -6726270.500000 Penalty: 5368.817383 Iteration 23Q: 3 clusters Score -6726270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49786 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -6726271.500000 Penalty: 5368.817383 Iteration 24Q: 3 clusters Score -6726272 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49786 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -6726271.500000 Penalty: 5368.817383 Iteration 25F: 3 clusters Score -6726272 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1611 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Entering Unmasked Estep Score: -174956.812500 Penalty: 1831.383301 Iteration 0F: 2 clusters Score -174956.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -173007.984375 Penalty: 3662.766602 Iteration 0F: 3 clusters Score -173008 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -174712.625000 Penalty: 3662.766602 Iteration 1F: 3 clusters Score -174712.6 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -176097.046875 Penalty: 3662.766602 Iteration 2F: 3 clusters Score -176097 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -176740.609375 Penalty: 3662.766602 Iteration 3F: 3 clusters Score -176740.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -177200.078125 Penalty: 3662.766602 Iteration 4F: 3 clusters Score -177200.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -177736.828125 Penalty: 3662.766602 Iteration 5F: 3 clusters Score -177736.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -178177.187500 Penalty: 3662.766602 Iteration 6Q: 3 clusters Score -178177.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -178461.500000 Penalty: 3662.766602 Iteration 7Q: 3 clusters Score -178461.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -178607.296875 Penalty: 3662.766602 Iteration 8Q: 3 clusters Score -178607.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -178695.781250 Penalty: 3662.766602 Iteration 9Q: 3 clusters Score -178695.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -178882.515625 Penalty: 3662.766602 Iteration 10Q: 3 clusters Score -178882.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -179134.343750 Penalty: 3662.766602 Iteration 11Q: 3 clusters Score -179134.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -179329.515625 Penalty: 3662.766602 Iteration 12Q: 3 clusters Score -179329.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -179464.312500 Penalty: 3662.766602 Iteration 13Q: 3 clusters Score -179464.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -179553.765625 Penalty: 3662.766602 Iteration 14Q: 3 clusters Score -179553.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -179641.593750 Penalty: 3662.766602 Iteration 15Q: 3 clusters Score -179641.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -179737.593750 Penalty: 3662.766602 Iteration 16Q: 3 clusters Score -179737.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -179899.125000 Penalty: 3662.766602 Iteration 17Q: 3 clusters Score -179899.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -180111.750000 Penalty: 3662.766602 Iteration 18Q: 3 clusters Score -180111.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -180218.984375 Penalty: 3662.766602 Iteration 19Q: 3 clusters Score -180219 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -180597.796875 Penalty: 3662.766602 Iteration 20F: 3 clusters Score -180597.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -181464.687500 Penalty: 3662.766602 Iteration 21Q: 3 clusters Score -181464.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -181473.250000 Penalty: 3662.766602 Iteration 22Q: 3 clusters Score -181473.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -181473.250000 Penalty: 3662.766602 Iteration 23F: 3 clusters Score -181473.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 41460 members Mstep: Class 2 contains 50223 members Mstep: Class 3 contains 291 members Mstep: Class 4 contains 1320 members Mstep: Class 5 contains 9707 members Mstep: Class 6 contains 145839 members Mstep: Class 7 contains 55256 members Mstep: Class 8 contains 2806 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1034 members Mstep: Class 12 contains 16873 members Mstep: Class 13 contains 6214 members Mstep: Class 14 contains 5568 members Mstep: Class 15 contains 40800 members Mstep: Class 16 contains 1128 members Mstep: Class 17 contains 7572 members Mstep: Class 19 contains 109447 members Mstep: Class 20 contains 4268 members Mstep: Class 21 contains 143077 members Mstep: Class 22 contains 11202 members Entering Unmasked Estep Score: -85832296.000000 Penalty: 66429.703125 Splitting cluster 3 changes total score from -85826984.000000 to -85832296.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 5 (9707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9707 members Entering Unmasked Estep Score: -1285779.250000 Penalty: 2276.789551 Iteration 0F: 2 clusters Score -1285779 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 4808 members Entering Unmasked Estep Score: -1278300.750000 Penalty: 4553.579102 Iteration 0F: 3 clusters Score -1278301 nChanged 4009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -1280566.375000 Penalty: 4553.579102 Iteration 1F: 3 clusters Score -1280566 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5075 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -1281165.375000 Penalty: 4553.579102 Iteration 2F: 3 clusters Score -1281165 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -1281841.625000 Penalty: 4553.579102 Iteration 3F: 3 clusters Score -1281842 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -1282784.125000 Penalty: 4553.579102 Iteration 4F: 3 clusters Score -1282784 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 3726 members Entering Unmasked Estep Score: -1283962.625000 Penalty: 4553.579102 Iteration 5F: 3 clusters Score -1283963 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 3451 members Entering Unmasked Estep Score: -1285311.375000 Penalty: 4553.579102 Iteration 6F: 3 clusters Score -1285311 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -1286493.750000 Penalty: 4553.579102 Iteration 7F: 3 clusters Score -1286494 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -1287305.125000 Penalty: 4553.579102 Iteration 8F: 3 clusters Score -1287305 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6077 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -1287548.125000 Penalty: 4553.579102 Iteration 9Q: 3 clusters Score -1287548 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6011 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -1287601.250000 Penalty: 4553.579102 Iteration 10Q: 3 clusters Score -1287601 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -1287625.000000 Penalty: 4553.579102 Iteration 11Q: 3 clusters Score -1287625 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -1287635.000000 Penalty: 4553.579102 Iteration 12Q: 3 clusters Score -1287635 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -1287637.000000 Penalty: 4553.579102 Iteration 13Q: 3 clusters Score -1287637 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -1287640.750000 Penalty: 4553.579102 Iteration 14Q: 3 clusters Score -1287641 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -1287643.000000 Penalty: 4553.579102 Iteration 15Q: 3 clusters Score -1287643 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -1287645.125000 Penalty: 4553.579102 Iteration 16Q: 3 clusters Score -1287645 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1287646.250000 Penalty: 4553.579102 Iteration 17Q: 3 clusters Score -1287646 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1287644.875000 Penalty: 4553.579102 Iteration 18Q: 3 clusters Score -1287645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1287642.375000 Penalty: 4553.579102 Iteration 19Q: 3 clusters Score -1287642 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -1287644.750000 Penalty: 4553.579102 Iteration 20F: 3 clusters Score -1287645 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -1287650.250000 Penalty: 4553.579102 Iteration 21Q: 3 clusters Score -1287650 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1287650.875000 Penalty: 4553.579102 Iteration 22Q: 3 clusters Score -1287651 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -1287652.500000 Penalty: 4553.579102 Iteration 23Q: 3 clusters Score -1287652 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -1287653.000000 Penalty: 4553.579102 Iteration 24Q: 3 clusters Score -1287653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -1287655.625000 Penalty: 4553.579102 Iteration 25Q: 3 clusters Score -1287656 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5808 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -1287652.875000 Penalty: 4553.579102 Iteration 26Q: 3 clusters Score -1287653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -1287654.125000 Penalty: 4553.579102 Iteration 27Q: 3 clusters Score -1287654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5804 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -1287656.500000 Penalty: 4553.579102 Iteration 28Q: 3 clusters Score -1287656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1287656.000000 Penalty: 4553.579102 Iteration 29Q: 3 clusters Score -1287656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5802 members Mstep: Class 2 contains 3905 members Entering Unmasked Estep Score: -1287656.625000 Penalty: 4553.579102 Iteration 30Q: 3 clusters Score -1287657 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1287658.250000 Penalty: 4553.579102 Iteration 31Q: 3 clusters Score -1287658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1287658.250000 Penalty: 4553.579102 Iteration 32F: 3 clusters Score -1287658 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 41460 members Mstep: Class 2 contains 50223 members Mstep: Class 3 contains 291 members Mstep: Class 4 contains 1320 members Mstep: Class 5 contains 5801 members Mstep: Class 6 contains 145839 members Mstep: Class 7 contains 55256 members Mstep: Class 8 contains 2806 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1034 members Mstep: Class 11 contains 3906 members Mstep: Class 12 contains 16873 members Mstep: Class 13 contains 6214 members Mstep: Class 14 contains 5568 members Mstep: Class 15 contains 40800 members Mstep: Class 16 contains 1128 members Mstep: Class 17 contains 7572 members Mstep: Class 19 contains 109447 members Mstep: Class 20 contains 4268 members Mstep: Class 21 contains 143077 members Mstep: Class 22 contains 11202 members Entering Unmasked Estep Score: -85833144.000000 Penalty: 69751.187500 Splitting cluster 5 changes total score from -85826984.000000 to -85833144.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 6 (145839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145839 members Entering Unmasked Estep Score: -19609756.000000 Penalty: 2948.784180 Iteration 0F: 2 clusters Score -1.960976e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72728 members Mstep: Class 2 contains 73111 members Entering Unmasked Estep Score: -19516660.000000 Penalty: 5897.568359 Iteration 0F: 3 clusters Score -1.951666e+07 nChanged 69309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71497 members Mstep: Class 2 contains 74342 members Entering Unmasked Estep Score: -19558900.000000 Penalty: 5897.568359 Iteration 1F: 3 clusters Score -1.95589e+07 nChanged 6258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71837 members Mstep: Class 2 contains 74002 members Entering Unmasked Estep Score: -19562002.000000 Penalty: 5897.568359 Iteration 2Q: 3 clusters Score -1.9562e+07 nChanged 7516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73061 members Mstep: Class 2 contains 72778 members Entering Unmasked Estep Score: -19565928.000000 Penalty: 5897.568359 Iteration 3F: 3 clusters Score -1.956593e+07 nChanged 8808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75355 members Mstep: Class 2 contains 70484 members Entering Unmasked Estep Score: -19570492.000000 Penalty: 5897.568359 Iteration 4F: 3 clusters Score -1.957049e+07 nChanged 9497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78666 members Mstep: Class 2 contains 67173 members Entering Unmasked Estep Score: -19575302.000000 Penalty: 5897.568359 Iteration 5F: 3 clusters Score -1.95753e+07 nChanged 8976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82092 members Mstep: Class 2 contains 63747 members Entering Unmasked Estep Score: -19579288.000000 Penalty: 5897.568359 Iteration 6F: 3 clusters Score -1.957929e+07 nChanged 7639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85225 members Mstep: Class 2 contains 60614 members Entering Unmasked Estep Score: -19582100.000000 Penalty: 5897.568359 Iteration 7F: 3 clusters Score -1.95821e+07 nChanged 5878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88083 members Mstep: Class 2 contains 57756 members Entering Unmasked Estep Score: -19584094.000000 Penalty: 5897.568359 Iteration 8Q: 3 clusters Score -1.958409e+07 nChanged 4627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90764 members Mstep: Class 2 contains 55075 members Entering Unmasked Estep Score: -19585314.000000 Penalty: 5897.568359 Iteration 9Q: 3 clusters Score -1.958531e+07 nChanged 3727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93463 members Mstep: Class 2 contains 52376 members Entering Unmasked Estep Score: -19586354.000000 Penalty: 5897.568359 Iteration 10Q: 3 clusters Score -1.958635e+07 nChanged 3447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96396 members Mstep: Class 2 contains 49443 members Entering Unmasked Estep Score: -19587180.000000 Penalty: 5897.568359 Iteration 11Q: 3 clusters Score -1.958718e+07 nChanged 3517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99653 members Mstep: Class 2 contains 46186 members Entering Unmasked Estep Score: -19588294.000000 Penalty: 5897.568359 Iteration 12Q: 3 clusters Score -1.958829e+07 nChanged 3733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103258 members Mstep: Class 2 contains 42581 members Entering Unmasked Estep Score: -19589846.000000 Penalty: 5897.568359 Iteration 13Q: 3 clusters Score -1.958985e+07 nChanged 3980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107112 members Mstep: Class 2 contains 38727 members Entering Unmasked Estep Score: -19591980.000000 Penalty: 5897.568359 Iteration 14Q: 3 clusters Score -1.959198e+07 nChanged 4411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111359 members Mstep: Class 2 contains 34480 members Entering Unmasked Estep Score: -19595846.000000 Penalty: 5897.568359 Iteration 15Q: 3 clusters Score -1.959585e+07 nChanged 4320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115375 members Mstep: Class 2 contains 30464 members Entering Unmasked Estep Score: -19600034.000000 Penalty: 5897.568359 Iteration 16Q: 3 clusters Score -1.960003e+07 nChanged 3510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118521 members Mstep: Class 2 contains 27318 members Entering Unmasked Estep Score: -19602468.000000 Penalty: 5897.568359 Iteration 17Q: 3 clusters Score -1.960247e+07 nChanged 2740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121131 members Mstep: Class 2 contains 24708 members Entering Unmasked Estep Score: -19603938.000000 Penalty: 5897.568359 Iteration 18Q: 3 clusters Score -1.960394e+07 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123542 members Mstep: Class 2 contains 22297 members Entering Unmasked Estep Score: -19605108.000000 Penalty: 5897.568359 Iteration 19Q: 3 clusters Score -1.960511e+07 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125686 members Mstep: Class 2 contains 20153 members Entering Unmasked Estep Score: -19605900.000000 Penalty: 5897.568359 Iteration 20F: 3 clusters Score -1.96059e+07 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127606 members Mstep: Class 2 contains 18233 members Entering Unmasked Estep Score: -19606666.000000 Penalty: 5897.568359 Iteration 21Q: 3 clusters Score -1.960667e+07 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129241 members Mstep: Class 2 contains 16598 members Entering Unmasked Estep Score: -19607374.000000 Penalty: 5897.568359 Iteration 22Q: 3 clusters Score -1.960737e+07 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130726 members Mstep: Class 2 contains 15113 members Entering Unmasked Estep Score: -19607832.000000 Penalty: 5897.568359 Iteration 23Q: 3 clusters Score -1.960783e+07 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132023 members Mstep: Class 2 contains 13816 members Entering Unmasked Estep Score: -19608170.000000 Penalty: 5897.568359 Iteration 24Q: 3 clusters Score -1.960817e+07 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133178 members Mstep: Class 2 contains 12661 members Entering Unmasked Estep Score: -19608590.000000 Penalty: 5897.568359 Iteration 25Q: 3 clusters Score -1.960859e+07 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134222 members Mstep: Class 2 contains 11617 members Entering Unmasked Estep Score: -19608836.000000 Penalty: 5897.568359 Iteration 26Q: 3 clusters Score -1.960884e+07 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135198 members Mstep: Class 2 contains 10641 members Entering Unmasked Estep Score: -19609138.000000 Penalty: 5897.568359 Iteration 27Q: 3 clusters Score -1.960914e+07 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136074 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -19609292.000000 Penalty: 5897.568359 Iteration 28Q: 3 clusters Score -1.960929e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136798 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -19609448.000000 Penalty: 5897.568359 Iteration 29Q: 3 clusters Score -1.960945e+07 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137400 members Mstep: Class 2 contains 8439 members Entering Unmasked Estep Score: -19609544.000000 Penalty: 5897.568359 Iteration 30Q: 3 clusters Score -1.960954e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137907 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -19609664.000000 Penalty: 5897.568359 Iteration 31Q: 3 clusters Score -1.960966e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138352 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -19609736.000000 Penalty: 5897.568359 Iteration 32Q: 3 clusters Score -1.960974e+07 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138760 members Mstep: Class 2 contains 7079 members Entering Unmasked Estep Score: -19609840.000000 Penalty: 5897.568359 Iteration 33Q: 3 clusters Score -1.960984e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139120 members Mstep: Class 2 contains 6719 members Entering Unmasked Estep Score: -19609896.000000 Penalty: 5897.568359 Iteration 34Q: 3 clusters Score -1.96099e+07 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139434 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -19609918.000000 Penalty: 5897.568359 Iteration 35Q: 3 clusters Score -1.960992e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139695 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -19609936.000000 Penalty: 5897.568359 Iteration 36Q: 3 clusters Score -1.960994e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139925 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -19609918.000000 Penalty: 5897.568359 Iteration 37Q: 3 clusters Score -1.960992e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140105 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -19609912.000000 Penalty: 5897.568359 Iteration 38Q: 3 clusters Score -1.960991e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140249 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -19609960.000000 Penalty: 5897.568359 Iteration 39Q: 3 clusters Score -1.960996e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140387 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -19610000.000000 Penalty: 5897.568359 Iteration 40F: 3 clusters Score -1.961e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140501 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -19610026.000000 Penalty: 5897.568359 Iteration 41Q: 3 clusters Score -1.961003e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140588 members Mstep: Class 2 contains 5251 members Entering Unmasked Estep Score: -19610028.000000 Penalty: 5897.568359 Iteration 42Q: 3 clusters Score -1.961003e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140668 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -19610008.000000 Penalty: 5897.568359 Iteration 43Q: 3 clusters Score -1.961001e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140729 members Mstep: Class 2 contains 5110 members Entering Unmasked Estep Score: -19609984.000000 Penalty: 5897.568359 Iteration 44Q: 3 clusters Score -1.960998e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140780 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -19610010.000000 Penalty: 5897.568359 Iteration 45Q: 3 clusters Score -1.961001e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140825 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -19610012.000000 Penalty: 5897.568359 Iteration 46Q: 3 clusters Score -1.961001e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140866 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -19610036.000000 Penalty: 5897.568359 Iteration 47Q: 3 clusters Score -1.961004e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140917 members Mstep: Class 2 contains 4922 members Entering Unmasked Estep Score: -19609976.000000 Penalty: 5897.568359 Iteration 48Q: 3 clusters Score -1.960998e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140957 members Mstep: Class 2 contains 4882 members Entering Unmasked Estep Score: -19609982.000000 Penalty: 5897.568359 Iteration 49Q: 3 clusters Score -1.960998e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140990 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -19609974.000000 Penalty: 5897.568359 Iteration 50Q: 3 clusters Score -1.960997e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141020 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -19609966.000000 Penalty: 5897.568359 Iteration 51Q: 3 clusters Score -1.960997e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141049 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -19609972.000000 Penalty: 5897.568359 Iteration 52Q: 3 clusters Score -1.960997e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141080 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -19609966.000000 Penalty: 5897.568359 Iteration 53Q: 3 clusters Score -1.960997e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141104 members Mstep: Class 2 contains 4735 members Entering Unmasked Estep Score: -19609966.000000 Penalty: 5897.568359 Iteration 54Q: 3 clusters Score -1.960997e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141130 members Mstep: Class 2 contains 4709 members Entering Unmasked Estep Score: -19609978.000000 Penalty: 5897.568359 Iteration 55Q: 3 clusters Score -1.960998e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141155 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -19609976.000000 Penalty: 5897.568359 Iteration 56Q: 3 clusters Score -1.960998e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141176 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -19609992.000000 Penalty: 5897.568359 Iteration 57Q: 3 clusters Score -1.960999e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141199 members Mstep: Class 2 contains 4640 members Entering Unmasked Estep Score: -19609964.000000 Penalty: 5897.568359 Iteration 58Q: 3 clusters Score -1.960996e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141222 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -19609970.000000 Penalty: 5897.568359 Iteration 59Q: 3 clusters Score -1.960997e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141257 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -19609928.000000 Penalty: 5897.568359 Iteration 60F: 3 clusters Score -1.960993e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141290 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -19609916.000000 Penalty: 5897.568359 Iteration 61Q: 3 clusters Score -1.960992e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141322 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -19609904.000000 Penalty: 5897.568359 Iteration 62Q: 3 clusters Score -1.96099e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141350 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -19609918.000000 Penalty: 5897.568359 Iteration 63Q: 3 clusters Score -1.960992e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141381 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -19609926.000000 Penalty: 5897.568359 Iteration 64Q: 3 clusters Score -1.960993e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141408 members Mstep: Class 2 contains 4431 members Entering Unmasked Estep Score: -19609932.000000 Penalty: 5897.568359 Iteration 65Q: 3 clusters Score -1.960993e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141429 members Mstep: Class 2 contains 4410 members Entering Unmasked Estep Score: -19609934.000000 Penalty: 5897.568359 Iteration 66Q: 3 clusters Score -1.960993e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141450 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -19609918.000000 Penalty: 5897.568359 Iteration 67Q: 3 clusters Score -1.960992e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141464 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -19609920.000000 Penalty: 5897.568359 Iteration 68Q: 3 clusters Score -1.960992e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141476 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -19609920.000000 Penalty: 5897.568359 Iteration 69Q: 3 clusters Score -1.960992e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141485 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -19609906.000000 Penalty: 5897.568359 Iteration 70Q: 3 clusters Score -1.960991e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141492 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -19609898.000000 Penalty: 5897.568359 Iteration 71Q: 3 clusters Score -1.96099e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141501 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -19609896.000000 Penalty: 5897.568359 Iteration 72Q: 3 clusters Score -1.96099e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141512 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -19609872.000000 Penalty: 5897.568359 Iteration 73Q: 3 clusters Score -1.960987e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141528 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -19609870.000000 Penalty: 5897.568359 Iteration 74Q: 3 clusters Score -1.960987e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141542 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -19609892.000000 Penalty: 5897.568359 Iteration 75Q: 3 clusters Score -1.960989e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141556 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -19609894.000000 Penalty: 5897.568359 Iteration 76Q: 3 clusters Score -1.960989e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141564 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -19609892.000000 Penalty: 5897.568359 Iteration 77Q: 3 clusters Score -1.960989e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141574 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -19609882.000000 Penalty: 5897.568359 Iteration 78Q: 3 clusters Score -1.960988e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141579 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -19609864.000000 Penalty: 5897.568359 Iteration 79Q: 3 clusters Score -1.960986e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141584 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -19609872.000000 Penalty: 5897.568359 Iteration 80F: 3 clusters Score -1.960987e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141595 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -19609890.000000 Penalty: 5897.568359 Iteration 81Q: 3 clusters Score -1.960989e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141606 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -19609884.000000 Penalty: 5897.568359 Iteration 82Q: 3 clusters Score -1.960988e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141618 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -19609890.000000 Penalty: 5897.568359 Iteration 83Q: 3 clusters Score -1.960989e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141627 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -19609896.000000 Penalty: 5897.568359 Iteration 84Q: 3 clusters Score -1.96099e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141637 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -19609918.000000 Penalty: 5897.568359 Iteration 85Q: 3 clusters Score -1.960992e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141650 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -19609920.000000 Penalty: 5897.568359 Iteration 86Q: 3 clusters Score -1.960992e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141656 members Mstep: Class 2 contains 4183 members Entering Unmasked Estep Score: -19609892.000000 Penalty: 5897.568359 Iteration 87Q: 3 clusters Score -1.960989e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141669 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -19609900.000000 Penalty: 5897.568359 Iteration 88Q: 3 clusters Score -1.96099e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141680 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -19609896.000000 Penalty: 5897.568359 Iteration 89Q: 3 clusters Score -1.96099e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141686 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -19609910.000000 Penalty: 5897.568359 Iteration 90Q: 3 clusters Score -1.960991e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141689 members Mstep: Class 2 contains 4150 members Entering Unmasked Estep Score: -19609908.000000 Penalty: 5897.568359 Iteration 91Q: 3 clusters Score -1.960991e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141690 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -19609908.000000 Penalty: 5897.568359 Iteration 92Q: 3 clusters Score -1.960991e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141691 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -19609908.000000 Penalty: 5897.568359 Iteration 93Q: 3 clusters Score -1.960991e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141692 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -19609896.000000 Penalty: 5897.568359 Iteration 94Q: 3 clusters Score -1.96099e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141693 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -19609898.000000 Penalty: 5897.568359 Iteration 95Q: 3 clusters Score -1.96099e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141692 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -19609898.000000 Penalty: 5897.568359 Iteration 96Q: 3 clusters Score -1.96099e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141692 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -19609898.000000 Penalty: 5897.568359 Iteration 97F: 3 clusters Score -1.96099e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 41460 members Mstep: Class 2 contains 50223 members Mstep: Class 3 contains 291 members Mstep: Class 4 contains 1320 members Mstep: Class 5 contains 5801 members Mstep: Class 6 contains 141692 members Mstep: Class 7 contains 55256 members Mstep: Class 8 contains 2806 members Mstep: Class 9 contains 1300 members Mstep: Class 10 contains 1034 members Mstep: Class 11 contains 3906 members Mstep: Class 12 contains 16873 members Mstep: Class 13 contains 6214 members Mstep: Class 14 contains 5568 members Mstep: Class 15 contains 40800 members Mstep: Class 16 contains 1128 members Mstep: Class 17 contains 7572 members Mstep: Class 18 contains 4147 members Mstep: Class 19 contains 109447 members Mstep: Class 20 contains 4268 members Mstep: Class 21 contains 143077 members Mstep: Class 22 contains 11202 members Entering Unmasked Estep Score: -85832648.000000 Penalty: 73072.671875 Splitting cluster 6 changes total score from -85826984.000000 to -85832648.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 7 (55256 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55256 members Entering Unmasked Estep Score: -7385284.000000 Penalty: 2708.093506 Iteration 0F: 2 clusters Score -7385284 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27532 members Mstep: Class 2 contains 27724 members Entering Unmasked Estep Score: -7348234.000000 Penalty: 5416.187012 Iteration 0F: 3 clusters Score -7348234 nChanged 25631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26525 members Mstep: Class 2 contains 28731 members Entering Unmasked Estep Score: -7362677.000000 Penalty: 5416.187012 Iteration 1F: 3 clusters Score -7362677 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25662 members Mstep: Class 2 contains 29594 members Entering Unmasked Estep Score: -7363373.000000 Penalty: 5416.187012 Iteration 2Q: 3 clusters Score -7363373 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24348 members Mstep: Class 2 contains 30908 members Entering Unmasked Estep Score: -7364143.500000 Penalty: 5416.187012 Iteration 3Q: 3 clusters Score -7364144 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22415 members Mstep: Class 2 contains 32841 members Entering Unmasked Estep Score: -7365321.500000 Penalty: 5416.187012 Iteration 4Q: 3 clusters Score -7365322 nChanged 3182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19735 members Mstep: Class 2 contains 35521 members Entering Unmasked Estep Score: -7367036.500000 Penalty: 5416.187012 Iteration 5F: 3 clusters Score -7367036 nChanged 3801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16296 members Mstep: Class 2 contains 38960 members Entering Unmasked Estep Score: -7369524.500000 Penalty: 5416.187012 Iteration 6F: 3 clusters Score -7369524 nChanged 4128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 42882 members Entering Unmasked Estep Score: -7372825.000000 Penalty: 5416.187012 Iteration 7F: 3 clusters Score -7372825 nChanged 3983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 46713 members Entering Unmasked Estep Score: -7376130.000000 Penalty: 5416.187012 Iteration 8F: 3 clusters Score -7376130 nChanged 3120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 49751 members Entering Unmasked Estep Score: -7378817.500000 Penalty: 5416.187012 Iteration 9F: 3 clusters Score -7378818 nChanged 2206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 51915 members Entering Unmasked Estep Score: -7380643.500000 Penalty: 5416.187012 Iteration 10Q: 3 clusters Score -7380644 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 53243 members Entering Unmasked Estep Score: -7381667.000000 Penalty: 5416.187012 Iteration 11Q: 3 clusters Score -7381667 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 53996 members Entering Unmasked Estep Score: -7382285.500000 Penalty: 5416.187012 Iteration 12Q: 3 clusters Score -7382286 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 54383 members Entering Unmasked Estep Score: -7382605.500000 Penalty: 5416.187012 Iteration 13Q: 3 clusters Score -7382606 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 54569 members Entering Unmasked Estep Score: -7382737.500000 Penalty: 5416.187012 Iteration 14Q: 3 clusters Score -7382738 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 54664 members Entering Unmasked Estep Score: -7382782.000000 Penalty: 5416.187012 Iteration 15Q: 3 clusters Score -7382782 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 54715 members Entering Unmasked Estep Score: -7382850.500000 Penalty: 5416.187012 Iteration 16Q: 3 clusters Score -7382850 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 54748 members Entering Unmasked Estep Score: -7382889.500000 Penalty: 5416.187012 Iteration 17Q: 3 clusters Score -7382890 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 54779 members Entering Unmasked Estep Score: -7382938.500000 Penalty: 5416.187012 Iteration 18Q: 3 clusters Score -7382938 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 54806 members Entering Unmasked Estep Score: -7382977.000000 Penalty: 5416.187012 Iteration 19Q: 3 clusters Score -7382977 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 54828 members Entering Unmasked Estep Score: -7382992.000000 Penalty: 5416.187012 Iteration 20F: 3 clusters Score -7382992 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 54843 members Entering Unmasked Estep Score: -7383013.000000 Penalty: 5416.187012 Iteration 21Q: 3 clusters Score -7383013 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 54853 members Entering Unmasked Estep Score: -7383027.500000 Penalty: 5416.187012 Iteration 22Q: 3 clusters Score -7383028 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 54853 members Entering Unmasked Estep Score: -7383032.500000 Penalty: 5416.187012 Iteration 23Q: 3 clusters Score -7383032 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 54858 members Entering Unmasked Estep Score: -7383027.000000 Penalty: 5416.187012 Iteration 24Q: 3 clusters Score -7383027 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 54861 members Entering Unmasked Estep Score: -7383037.000000 Penalty: 5416.187012 Iteration 25Q: 3 clusters Score -7383037 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 54862 members Entering Unmasked Estep Score: -7383035.500000 Penalty: 5416.187012 Iteration 26Q: 3 clusters Score -7383036 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 54866 members Entering Unmasked Estep Score: -7383051.000000 Penalty: 5416.187012 Iteration 27Q: 3 clusters Score -7383051 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 54867 members Entering Unmasked Estep Score: -7383052.500000 Penalty: 5416.187012 Iteration 28Q: 3 clusters Score -7383052 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 54868 members Entering Unmasked Estep Score: -7383043.000000 Penalty: 5416.187012 Iteration 29Q: 3 clusters Score -7383043 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 54868 members Entering Unmasked Estep Score: -7383043.000000 Penalty: 5416.187012 Iteration 30F: 3 clusters Score -7383043 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Entering Unmasked Estep Score: -367262.656250 Penalty: 1968.999756 Iteration 0F: 2 clusters Score -367262.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -364124.593750 Penalty: 3937.999512 Iteration 0F: 3 clusters Score -364124.6 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -364754.687500 Penalty: 3937.999512 Iteration 1F: 3 clusters Score -364754.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -364949.468750 Penalty: 3937.999512 Iteration 2F: 3 clusters Score -364949.5 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -365109.187500 Penalty: 3937.999512 Iteration 3F: 3 clusters Score -365109.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -365282.875000 Penalty: 3937.999512 Iteration 4F: 3 clusters Score -365282.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -365450.625000 Penalty: 3937.999512 Iteration 5F: 3 clusters Score -365450.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -365610.656250 Penalty: 3937.999512 Iteration 6Q: 3 clusters Score -365610.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -365792.500000 Penalty: 3937.999512 Iteration 7F: 3 clusters Score -365792.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -366009.000000 Penalty: 3937.999512 Iteration 8Q: 3 clusters Score -366009 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -366214.406250 Penalty: 3937.999512 Iteration 9Q: 3 clusters Score -366214.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -366431.906250 Penalty: 3937.999512 Iteration 10Q: 3 clusters Score -366431.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -366772.406250 Penalty: 3937.999512 Iteration 11F: 3 clusters Score -366772.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -366991.781250 Penalty: 3937.999512 Iteration 12Q: 3 clusters Score -366991.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -367091.500000 Penalty: 3937.999512 Iteration 13Q: 3 clusters Score -367091.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -367147.218750 Penalty: 3937.999512 Iteration 14Q: 3 clusters Score -367147.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -367184.656250 Penalty: 3937.999512 Iteration 15Q: 3 clusters Score -367184.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -367203.875000 Penalty: 3937.999512 Iteration 16Q: 3 clusters Score -367203.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -367211.781250 Penalty: 3937.999512 Iteration 17Q: 3 clusters Score -367211.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -367215.125000 Penalty: 3937.999512 Iteration 18Q: 3 clusters Score -367215.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -367218.593750 Penalty: 3937.999512 Iteration 19Q: 3 clusters Score -367218.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -367221.562500 Penalty: 3937.999512 Iteration 20F: 3 clusters Score -367221.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -367224.875000 Penalty: 3937.999512 Iteration 21Q: 3 clusters Score -367224.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -367226.031250 Penalty: 3937.999512 Iteration 22Q: 3 clusters Score -367226 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -367226.750000 Penalty: 3937.999512 Iteration 23Q: 3 clusters Score -367226.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -367226.906250 Penalty: 3937.999512 Iteration 24Q: 3 clusters Score -367226.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -367226.906250 Penalty: 3937.999512 Iteration 25F: 3 clusters Score -367226.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (1300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Entering Unmasked Estep Score: -153342.015625 Penalty: 1778.189697 Iteration 0F: 2 clusters Score -153342 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -151286.062500 Penalty: 3556.379395 Iteration 0F: 3 clusters Score -151286.1 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -152148.187500 Penalty: 3556.379395 Iteration 1F: 3 clusters Score -152148.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -152832.390625 Penalty: 3556.379395 Iteration 2F: 3 clusters Score -152832.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -153501.453125 Penalty: 3556.379395 Iteration 3F: 3 clusters Score -153501.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -154005.328125 Penalty: 3556.379395 Iteration 4F: 3 clusters Score -154005.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -154302.890625 Penalty: 3556.379395 Iteration 5Q: 3 clusters Score -154302.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -154575.031250 Penalty: 3556.379395 Iteration 6Q: 3 clusters Score -154575 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -154612.421875 Penalty: 3556.379395 Iteration 7Q: 3 clusters Score -154612.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -154672.890625 Penalty: 3556.379395 Iteration 8Q: 3 clusters Score -154672.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -154723.750000 Penalty: 3556.379395 Iteration 9Q: 3 clusters Score -154723.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -154737.187500 Penalty: 3556.379395 Iteration 10Q: 3 clusters Score -154737.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -154738.500000 Penalty: 3556.379395 Iteration 11Q: 3 clusters Score -154738.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -154739.406250 Penalty: 3556.379395 Iteration 12Q: 3 clusters Score -154739.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -154755.500000 Penalty: 3556.379395 Iteration 13F: 3 clusters Score -154755.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -154813.421875 Penalty: 3556.379395 Iteration 14Q: 3 clusters Score -154813.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -154814.875000 Penalty: 3556.379395 Iteration 15Q: 3 clusters Score -154814.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -154820.140625 Penalty: 3556.379395 Iteration 16Q: 3 clusters Score -154820.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -154839.437500 Penalty: 3556.379395 Iteration 17Q: 3 clusters Score -154839.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -154880.390625 Penalty: 3556.379395 Iteration 18Q: 3 clusters Score -154880.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -154920.984375 Penalty: 3556.379395 Iteration 19Q: 3 clusters Score -154921 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -155028.015625 Penalty: 3556.379395 Iteration 20F: 3 clusters Score -155028 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -155196.593750 Penalty: 3556.379395 Iteration 21Q: 3 clusters Score -155196.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -155214.921875 Penalty: 3556.379395 Iteration 22Q: 3 clusters Score -155214.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -155215.765625 Penalty: 3556.379395 Iteration 23Q: 3 clusters Score -155215.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -155215.765625 Penalty: 3556.379395 Iteration 24F: 3 clusters Score -155215.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 41460 members Mstep: Class 2 contains 50223 members Mstep: Class 3 contains 291 members Mstep: Class 4 contains 1320 members Mstep: Class 5 contains 5801 members Mstep: Class 6 contains 141692 members Mstep: Class 7 contains 55256 members Mstep: Class 8 contains 2806 members Mstep: Class 9 contains 628 members Mstep: Class 10 contains 1034 members Mstep: Class 11 contains 3906 members Mstep: Class 12 contains 16873 members Mstep: Class 13 contains 6214 members Mstep: Class 14 contains 5568 members Mstep: Class 15 contains 40800 members Mstep: Class 16 contains 1128 members Mstep: Class 17 contains 7572 members Mstep: Class 18 contains 4147 members Mstep: Class 19 contains 109447 members Mstep: Class 20 contains 4268 members Mstep: Class 21 contains 143077 members Mstep: Class 22 contains 11202 members Mstep: Class 23 contains 672 members Entering Unmasked Estep Score: -85832968.000000 Penalty: 76394.156250 Splitting cluster 9 changes total score from -85826984.000000 to -85832968.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 10 (1034 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Entering Unmasked Estep Score: -117034.398438 Penalty: 1721.415161 Iteration 0F: 2 clusters Score -117034.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -115170.343750 Penalty: 3442.830322 Iteration 0F: 3 clusters Score -115170.3 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -115661.718750 Penalty: 3442.830322 Iteration 1F: 3 clusters Score -115661.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -116027.078125 Penalty: 3442.830322 Iteration 2F: 3 clusters Score -116027.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -116338.742188 Penalty: 3442.830322 Iteration 3F: 3 clusters Score -116338.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -116622.304688 Penalty: 3442.830322 Iteration 4F: 3 clusters Score -116622.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -116820.570312 Penalty: 3442.830322 Iteration 5Q: 3 clusters Score -116820.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -117049.937500 Penalty: 3442.830322 Iteration 6Q: 3 clusters Score -117049.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -117097.851562 Penalty: 3442.830322 Iteration 7Q: 3 clusters Score -117097.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -117142.773438 Penalty: 3442.830322 Iteration 8Q: 3 clusters Score -117142.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -117158.835938 Penalty: 3442.830322 Iteration 9Q: 3 clusters Score -117158.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -117181.085938 Penalty: 3442.830322 Iteration 10Q: 3 clusters Score -117181.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -117200.515625 Penalty: 3442.830322 Iteration 11Q: 3 clusters Score -117200.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -117204.312500 Penalty: 3442.830322 Iteration 12Q: 3 clusters Score -117204.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -117204.312500 Penalty: 3442.830322 Iteration 13F: 3 clusters Score -117204.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 41460 members Mstep: Class 2 contains 50223 members Mstep: Class 3 contains 291 members Mstep: Class 4 contains 1320 members Mstep: Class 5 contains 5801 members Mstep: Class 6 contains 141692 members Mstep: Class 7 contains 55256 members Mstep: Class 8 contains 2806 members Mstep: Class 9 contains 628 members Mstep: Class 10 contains 445 members Mstep: Class 11 contains 3906 members Mstep: Class 12 contains 16873 members Mstep: Class 13 contains 6214 members Mstep: Class 14 contains 5568 members Mstep: Class 15 contains 40800 members Mstep: Class 16 contains 1128 members Mstep: Class 17 contains 7572 members Mstep: Class 18 contains 4147 members Mstep: Class 19 contains 109447 members Mstep: Class 20 contains 4268 members Mstep: Class 21 contains 143077 members Mstep: Class 22 contains 11202 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 589 members Entering Unmasked Estep Score: -85831464.000000 Penalty: 79715.640625 Splitting cluster 10 changes total score from -85826984.000000 to -85831464.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 12 (16873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16873 members Entering Unmasked Estep Score: -2240977.000000 Penalty: 2413.900635 Iteration 0F: 2 clusters Score -2240977 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8376 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -2229037.750000 Penalty: 4827.801270 Iteration 0F: 3 clusters Score -2229038 nChanged 7293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8275 members Mstep: Class 2 contains 8598 members Entering Unmasked Estep Score: -2232958.750000 Penalty: 4827.801270 Iteration 1F: 3 clusters Score -2232959 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 8581 members Entering Unmasked Estep Score: -2233380.500000 Penalty: 4827.801270 Iteration 2F: 3 clusters Score -2233380 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8356 members Mstep: Class 2 contains 8517 members Entering Unmasked Estep Score: -2233760.750000 Penalty: 4827.801270 Iteration 3F: 3 clusters Score -2233761 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 8403 members Entering Unmasked Estep Score: -2234076.500000 Penalty: 4827.801270 Iteration 4Q: 3 clusters Score -2234076 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -2234377.750000 Penalty: 4827.801270 Iteration 5Q: 3 clusters Score -2234378 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 8176 members Entering Unmasked Estep Score: -2234677.250000 Penalty: 4827.801270 Iteration 6Q: 3 clusters Score -2234677 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 8041 members Entering Unmasked Estep Score: -2234988.500000 Penalty: 4827.801270 Iteration 7Q: 3 clusters Score -2234988 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -2235276.250000 Penalty: 4827.801270 Iteration 8Q: 3 clusters Score -2235276 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9241 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -2235557.750000 Penalty: 4827.801270 Iteration 9Q: 3 clusters Score -2235558 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9479 members Mstep: Class 2 contains 7394 members Entering Unmasked Estep Score: -2235817.000000 Penalty: 4827.801270 Iteration 10Q: 3 clusters Score -2235817 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9744 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -2236072.250000 Penalty: 4827.801270 Iteration 11Q: 3 clusters Score -2236072 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10073 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -2236348.000000 Penalty: 4827.801270 Iteration 12Q: 3 clusters Score -2236348 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 6442 members Entering Unmasked Estep Score: -2236628.750000 Penalty: 4827.801270 Iteration 13Q: 3 clusters Score -2236629 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10793 members Mstep: Class 2 contains 6080 members Entering Unmasked Estep Score: -2236920.750000 Penalty: 4827.801270 Iteration 14Q: 3 clusters Score -2236921 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11155 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -2237163.250000 Penalty: 4827.801270 Iteration 15Q: 3 clusters Score -2237163 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 5411 members Entering Unmasked Estep Score: -2237375.500000 Penalty: 4827.801270 Iteration 16Q: 3 clusters Score -2237376 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11765 members Mstep: Class 2 contains 5108 members Entering Unmasked Estep Score: -2237565.250000 Penalty: 4827.801270 Iteration 17Q: 3 clusters Score -2237565 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -2237733.250000 Penalty: 4827.801270 Iteration 18Q: 3 clusters Score -2237733 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12313 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -2237867.250000 Penalty: 4827.801270 Iteration 19Q: 3 clusters Score -2237867 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12553 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -2238010.500000 Penalty: 4827.801270 Iteration 20F: 3 clusters Score -2238010 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12778 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -2238139.500000 Penalty: 4827.801270 Iteration 21Q: 3 clusters Score -2238140 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -2238245.750000 Penalty: 4827.801270 Iteration 22Q: 3 clusters Score -2238246 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13180 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -2238341.250000 Penalty: 4827.801270 Iteration 23Q: 3 clusters Score -2238341 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13351 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -2238410.500000 Penalty: 4827.801270 Iteration 24Q: 3 clusters Score -2238410 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13526 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -2238486.250000 Penalty: 4827.801270 Iteration 25Q: 3 clusters Score -2238486 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13709 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -2238571.250000 Penalty: 4827.801270 Iteration 26Q: 3 clusters Score -2238571 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13880 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -2238643.000000 Penalty: 4827.801270 Iteration 27Q: 3 clusters Score -2238643 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14028 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -2238708.750000 Penalty: 4827.801270 Iteration 28Q: 3 clusters Score -2238709 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -2238756.250000 Penalty: 4827.801270 Iteration 29Q: 3 clusters Score -2238756 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14277 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -2238798.250000 Penalty: 4827.801270 Iteration 30Q: 3 clusters Score -2238798 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14364 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -2238819.000000 Penalty: 4827.801270 Iteration 31Q: 3 clusters Score -2238819 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14448 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -2238846.250000 Penalty: 4827.801270 Iteration 32Q: 3 clusters Score -2238846 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14522 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -2238870.000000 Penalty: 4827.801270 Iteration 33Q: 3 clusters Score -2238870 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14594 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -2238891.750000 Penalty: 4827.801270 Iteration 34Q: 3 clusters Score -2238892 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14666 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -2238910.500000 Penalty: 4827.801270 Iteration 35Q: 3 clusters Score -2238910 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14735 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -2238930.750000 Penalty: 4827.801270 Iteration 36Q: 3 clusters Score -2238931 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14799 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -2238953.500000 Penalty: 4827.801270 Iteration 37Q: 3 clusters Score -2238954 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14857 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -2238972.250000 Penalty: 4827.801270 Iteration 38Q: 3 clusters Score -2238972 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14900 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -2238978.500000 Penalty: 4827.801270 Iteration 39Q: 3 clusters Score -2238978 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14941 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -2238994.750000 Penalty: 4827.801270 Iteration 40F: 3 clusters Score -2238995 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14983 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -2239003.750000 Penalty: 4827.801270 Iteration 41Q: 3 clusters Score -2239004 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15017 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -2239015.000000 Penalty: 4827.801270 Iteration 42Q: 3 clusters Score -2239015 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15043 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -2239017.750000 Penalty: 4827.801270 Iteration 43Q: 3 clusters Score -2239018 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15065 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -2239030.500000 Penalty: 4827.801270 Iteration 44Q: 3 clusters Score -2239030 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15090 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -2239033.500000 Penalty: 4827.801270 Iteration 45Q: 3 clusters Score -2239034 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -2239043.000000 Penalty: 4827.801270 Iteration 46Q: 3 clusters Score -2239043 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15150 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -2239057.750000 Penalty: 4827.801270 Iteration 47Q: 3 clusters Score -2239058 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15180 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -2239066.000000 Penalty: 4827.801270 Iteration 48Q: 3 clusters Score -2239066 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15210 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -2239071.250000 Penalty: 4827.801270 Iteration 49Q: 3 clusters Score -2239071 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15231 members Mstep: Class 2 contains 1642 members Entering Unmasked Estep Score: -2239080.250000 Penalty: 4827.801270 Iteration 50Q: 3 clusters Score -2239080 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15245 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -2239077.000000 Penalty: 4827.801270 Iteration 51Q: 3 clusters Score -2239077 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15255 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -2239076.750000 Penalty: 4827.801270 Iteration 52Q: 3 clusters Score -2239077 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15270 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -2239082.250000 Penalty: 4827.801270 Iteration 53Q: 3 clusters Score -2239082 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15285 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -2239089.500000 Penalty: 4827.801270 Iteration 54Q: 3 clusters Score -2239090 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15304 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -2239091.500000 Penalty: 4827.801270 Iteration 55Q: 3 clusters Score -2239092 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15326 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -2239102.250000 Penalty: 4827.801270 Iteration 56Q: 3 clusters Score -2239102 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15346 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -2239109.000000 Penalty: 4827.801270 Iteration 57Q: 3 clusters Score -2239109 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -2239119.500000 Penalty: 4827.801270 Iteration 58Q: 3 clusters Score -2239120 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15381 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -2239123.750000 Penalty: 4827.801270 Iteration 59Q: 3 clusters Score -2239124 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15407 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -2239131.000000 Penalty: 4827.801270 Iteration 60F: 3 clusters Score -2239131 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15432 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -2239142.250000 Penalty: 4827.801270 Iteration 61Q: 3 clusters Score -2239142 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15449 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -2239141.000000 Penalty: 4827.801270 Iteration 62Q: 3 clusters Score -2239141 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15465 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -2239149.250000 Penalty: 4827.801270 Iteration 63Q: 3 clusters Score -2239149 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15476 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -2239150.500000 Penalty: 4827.801270 Iteration 64Q: 3 clusters Score -2239150 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15487 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -2239152.250000 Penalty: 4827.801270 Iteration 65Q: 3 clusters Score -2239152 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -2239151.750000 Penalty: 4827.801270 Iteration 66Q: 3 clusters Score -2239152 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15511 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -2239158.750000 Penalty: 4827.801270 Iteration 67Q: 3 clusters Score -2239159 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15526 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -2239168.000000 Penalty: 4827.801270 Iteration 68Q: 3 clusters Score -2239168 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15542 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -2239170.250000 Penalty: 4827.801270 Iteration 69Q: 3 clusters Score -2239170 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15553 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -2239179.250000 Penalty: 4827.801270 Iteration 70Q: 3 clusters Score -2239179 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15562 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -2239181.000000 Penalty: 4827.801270 Iteration 71Q: 3 clusters Score -2239181 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15570 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -2239186.750000 Penalty: 4827.801270 Iteration 72Q: 3 clusters Score -2239187 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15576 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -2239193.750000 Penalty: 4827.801270 Iteration 73Q: 3 clusters Score -2239194 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15586 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -2239196.500000 Penalty: 4827.801270 Iteration 74Q: 3 clusters Score -2239196 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15597 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -2239199.500000 Penalty: 4827.801270 Iteration 75Q: 3 clusters Score -2239200 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15604 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -2239198.500000 Penalty: 4827.801270 Iteration 76Q: 3 clusters Score -2239198 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15614 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -2239203.500000 Penalty: 4827.801270 Iteration 77Q: 3 clusters Score -2239204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15621 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -2239202.750000 Penalty: 4827.801270 Iteration 78Q: 3 clusters Score -2239203 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15622 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -2239200.500000 Penalty: 4827.801270 Iteration 79Q: 3 clusters Score -2239200 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15622 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -2239200.500000 Penalty: 4827.801270 Iteration 80F: 3 clusters Score -2239200 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6214 members Entering Unmasked Estep Score: -775521.187500 Penalty: 2166.170898 Iteration 0F: 2 clusters Score -775521.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -770267.187500 Penalty: 4332.341797 Iteration 0F: 3 clusters Score -770267.2 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -771657.625000 Penalty: 4332.341797 Iteration 1F: 3 clusters Score -771657.6 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -771907.125000 Penalty: 4332.341797 Iteration 2F: 3 clusters Score -771907.1 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -772094.687500 Penalty: 4332.341797 Iteration 3F: 3 clusters Score -772094.7 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -772241.500000 Penalty: 4332.341797 Iteration 4Q: 3 clusters Score -772241.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -772351.312500 Penalty: 4332.341797 Iteration 5Q: 3 clusters Score -772351.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -772460.562500 Penalty: 4332.341797 Iteration 6Q: 3 clusters Score -772460.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -772563.500000 Penalty: 4332.341797 Iteration 7Q: 3 clusters Score -772563.5 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -772662.312500 Penalty: 4332.341797 Iteration 8Q: 3 clusters Score -772662.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3163 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -772750.062500 Penalty: 4332.341797 Iteration 9Q: 3 clusters Score -772750.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -772832.875000 Penalty: 4332.341797 Iteration 10Q: 3 clusters Score -772832.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -772917.000000 Penalty: 4332.341797 Iteration 11Q: 3 clusters Score -772917 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -772990.687500 Penalty: 4332.341797 Iteration 12Q: 3 clusters Score -772990.7 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -773054.500000 Penalty: 4332.341797 Iteration 13Q: 3 clusters Score -773054.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -773111.250000 Penalty: 4332.341797 Iteration 14Q: 3 clusters Score -773111.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -773173.687500 Penalty: 4332.341797 Iteration 15Q: 3 clusters Score -773173.7 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -773251.187500 Penalty: 4332.341797 Iteration 16Q: 3 clusters Score -773251.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -773341.625000 Penalty: 4332.341797 Iteration 17Q: 3 clusters Score -773341.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -773444.687500 Penalty: 4332.341797 Iteration 18Q: 3 clusters Score -773444.7 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -773591.500000 Penalty: 4332.341797 Iteration 19Q: 3 clusters Score -773591.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -773761.250000 Penalty: 4332.341797 Iteration 20F: 3 clusters Score -773761.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -773904.875000 Penalty: 4332.341797 Iteration 21Q: 3 clusters Score -773904.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -773978.687500 Penalty: 4332.341797 Iteration 22Q: 3 clusters Score -773978.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -774029.187500 Penalty: 4332.341797 Iteration 23Q: 3 clusters Score -774029.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -774075.437500 Penalty: 4332.341797 Iteration 24Q: 3 clusters Score -774075.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -774114.437500 Penalty: 4332.341797 Iteration 25Q: 3 clusters Score -774114.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -774137.437500 Penalty: 4332.341797 Iteration 26Q: 3 clusters Score -774137.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -774148.062500 Penalty: 4332.341797 Iteration 27Q: 3 clusters Score -774148.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -774152.500000 Penalty: 4332.341797 Iteration 28Q: 3 clusters Score -774152.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -774156.000000 Penalty: 4332.341797 Iteration 29Q: 3 clusters Score -774156 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -774157.750000 Penalty: 4332.341797 Iteration 30Q: 3 clusters Score -774157.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -774159.562500 Penalty: 4332.341797 Iteration 31Q: 3 clusters Score -774159.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -774161.625000 Penalty: 4332.341797 Iteration 32Q: 3 clusters Score -774161.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -774164.125000 Penalty: 4332.341797 Iteration 33Q: 3 clusters Score -774164.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -774164.875000 Penalty: 4332.341797 Iteration 34Q: 3 clusters Score -774164.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -774166.125000 Penalty: 4332.341797 Iteration 35Q: 3 clusters Score -774166.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -774166.437500 Penalty: 4332.341797 Iteration 36Q: 3 clusters Score -774166.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -774166.812500 Penalty: 4332.341797 Iteration 37Q: 3 clusters Score -774166.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -774167.500000 Penalty: 4332.341797 Iteration 38Q: 3 clusters Score -774167.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -774168.125000 Penalty: 4332.341797 Iteration 39Q: 3 clusters Score -774168.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -774169.375000 Penalty: 4332.341797 Iteration 40F: 3 clusters Score -774169.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Entering Unmasked Estep Score: -703748.125000 Penalty: 2138.948242 Iteration 0F: 2 clusters Score -703748.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -698846.625000 Penalty: 4277.896484 Iteration 0F: 3 clusters Score -698846.6 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -700166.750000 Penalty: 4277.896484 Iteration 1F: 3 clusters Score -700166.8 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2715 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -700511.187500 Penalty: 4277.896484 Iteration 2F: 3 clusters Score -700511.2 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -700759.437500 Penalty: 4277.896484 Iteration 3F: 3 clusters Score -700759.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -700954.812500 Penalty: 4277.896484 Iteration 4Q: 3 clusters Score -700954.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -701143.687500 Penalty: 4277.896484 Iteration 5Q: 3 clusters Score -701143.7 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -701320.250000 Penalty: 4277.896484 Iteration 6Q: 3 clusters Score -701320.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -701454.500000 Penalty: 4277.896484 Iteration 7Q: 3 clusters Score -701454.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -701559.812500 Penalty: 4277.896484 Iteration 8Q: 3 clusters Score -701559.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -701658.125000 Penalty: 4277.896484 Iteration 9Q: 3 clusters Score -701658.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -701730.625000 Penalty: 4277.896484 Iteration 10Q: 3 clusters Score -701730.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -701798.437500 Penalty: 4277.896484 Iteration 11Q: 3 clusters Score -701798.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -701870.187500 Penalty: 4277.896484 Iteration 12Q: 3 clusters Score -701870.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -701938.750000 Penalty: 4277.896484 Iteration 13Q: 3 clusters Score -701938.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -701997.687500 Penalty: 4277.896484 Iteration 14Q: 3 clusters Score -701997.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -702058.687500 Penalty: 4277.896484 Iteration 15Q: 3 clusters Score -702058.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -702103.125000 Penalty: 4277.896484 Iteration 16Q: 3 clusters Score -702103.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -702138.312500 Penalty: 4277.896484 Iteration 17Q: 3 clusters Score -702138.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -702155.000000 Penalty: 4277.896484 Iteration 18Q: 3 clusters Score -702155 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -702165.937500 Penalty: 4277.896484 Iteration 19Q: 3 clusters Score -702165.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -702173.687500 Penalty: 4277.896484 Iteration 20F: 3 clusters Score -702173.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -702182.500000 Penalty: 4277.896484 Iteration 21Q: 3 clusters Score -702182.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -702191.875000 Penalty: 4277.896484 Iteration 22Q: 3 clusters Score -702191.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -702205.500000 Penalty: 4277.896484 Iteration 23Q: 3 clusters Score -702205.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 3929 members Entering Unmasked Estep Score: -702212.875000 Penalty: 4277.896484 Iteration 24Q: 3 clusters Score -702212.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -702225.687500 Penalty: 4277.896484 Iteration 25Q: 3 clusters Score -702225.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -702232.125000 Penalty: 4277.896484 Iteration 26Q: 3 clusters Score -702232.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -702239.000000 Penalty: 4277.896484 Iteration 27Q: 3 clusters Score -702239 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -702244.125000 Penalty: 4277.896484 Iteration 28Q: 3 clusters Score -702244.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 4033 members Entering Unmasked Estep Score: -702252.687500 Penalty: 4277.896484 Iteration 29Q: 3 clusters Score -702252.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -702260.500000 Penalty: 4277.896484 Iteration 30Q: 3 clusters Score -702260.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -702263.437500 Penalty: 4277.896484 Iteration 31Q: 3 clusters Score -702263.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 4074 members Entering Unmasked Estep Score: -702266.437500 Penalty: 4277.896484 Iteration 32Q: 3 clusters Score -702266.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -702266.250000 Penalty: 4277.896484 Iteration 33Q: 3 clusters Score -702266.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -702268.312500 Penalty: 4277.896484 Iteration 34Q: 3 clusters Score -702268.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -702272.062500 Penalty: 4277.896484 Iteration 35Q: 3 clusters Score -702272.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -702272.937500 Penalty: 4277.896484 Iteration 36Q: 3 clusters Score -702272.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -702275.187500 Penalty: 4277.896484 Iteration 37Q: 3 clusters Score -702275.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -702278.500000 Penalty: 4277.896484 Iteration 38Q: 3 clusters Score -702278.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -702278.937500 Penalty: 4277.896484 Iteration 39Q: 3 clusters Score -702278.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -702280.875000 Penalty: 4277.896484 Iteration 40F: 3 clusters Score -702280.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -702281.937500 Penalty: 4277.896484 Iteration 41Q: 3 clusters Score -702281.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -702282.937500 Penalty: 4277.896484 Iteration 42Q: 3 clusters Score -702282.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -702283.375000 Penalty: 4277.896484 Iteration 43Q: 3 clusters Score -702283.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -702284.312500 Penalty: 4277.896484 Iteration 44Q: 3 clusters Score -702284.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -702284.437500 Penalty: 4277.896484 Iteration 45Q: 3 clusters Score -702284.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -702284.000000 Penalty: 4277.896484 Iteration 46Q: 3 clusters Score -702284 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -702284.125000 Penalty: 4277.896484 Iteration 47Q: 3 clusters Score -702284.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -702284.812500 Penalty: 4277.896484 Iteration 48Q: 3 clusters Score -702284.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -702284.812500 Penalty: 4277.896484 Iteration 49F: 3 clusters Score -702284.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (40800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40800 members Entering Unmasked Estep Score: -5481555.000000 Penalty: 2632.876465 Iteration 0F: 2 clusters Score -5481555 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20509 members Mstep: Class 2 contains 20291 members Entering Unmasked Estep Score: -5453742.000000 Penalty: 5265.752930 Iteration 0F: 3 clusters Score -5453742 nChanged 18785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21444 members Mstep: Class 2 contains 19356 members Entering Unmasked Estep Score: -5464094.500000 Penalty: 5265.752930 Iteration 1F: 3 clusters Score -5464094 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21839 members Mstep: Class 2 contains 18961 members Entering Unmasked Estep Score: -5464681.500000 Penalty: 5265.752930 Iteration 2Q: 3 clusters Score -5464682 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22410 members Mstep: Class 2 contains 18390 members Entering Unmasked Estep Score: -5465240.000000 Penalty: 5265.752930 Iteration 3Q: 3 clusters Score -5465240 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23211 members Mstep: Class 2 contains 17589 members Entering Unmasked Estep Score: -5465865.500000 Penalty: 5265.752930 Iteration 4Q: 3 clusters Score -5465866 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24280 members Mstep: Class 2 contains 16520 members Entering Unmasked Estep Score: -5466608.000000 Penalty: 5265.752930 Iteration 5Q: 3 clusters Score -5466608 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25632 members Mstep: Class 2 contains 15168 members Entering Unmasked Estep Score: -5467531.000000 Penalty: 5265.752930 Iteration 6Q: 3 clusters Score -5467531 nChanged 2001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27389 members Mstep: Class 2 contains 13411 members Entering Unmasked Estep Score: -5468760.000000 Penalty: 5265.752930 Iteration 7Q: 3 clusters Score -5468760 nChanged 2294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29563 members Mstep: Class 2 contains 11237 members Entering Unmasked Estep Score: -5470313.500000 Penalty: 5265.752930 Iteration 8F: 3 clusters Score -5470314 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32055 members Mstep: Class 2 contains 8745 members Entering Unmasked Estep Score: -5472225.500000 Penalty: 5265.752930 Iteration 9F: 3 clusters Score -5472226 nChanged 2565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34598 members Mstep: Class 2 contains 6202 members Entering Unmasked Estep Score: -5474312.500000 Penalty: 5265.752930 Iteration 10F: 3 clusters Score -5474312 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36783 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -5476117.000000 Penalty: 5265.752930 Iteration 11F: 3 clusters Score -5476117 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38365 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -5477489.500000 Penalty: 5265.752930 Iteration 12Q: 3 clusters Score -5477490 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39334 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -5478365.000000 Penalty: 5265.752930 Iteration 13Q: 3 clusters Score -5478365 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39840 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -5478774.500000 Penalty: 5265.752930 Iteration 14Q: 3 clusters Score -5478774 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40069 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -5478968.000000 Penalty: 5265.752930 Iteration 15Q: 3 clusters Score -5478968 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40198 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -5479065.000000 Penalty: 5265.752930 Iteration 16Q: 3 clusters Score -5479065 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40260 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -5479132.000000 Penalty: 5265.752930 Iteration 17Q: 3 clusters Score -5479132 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40296 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -5479184.000000 Penalty: 5265.752930 Iteration 18Q: 3 clusters Score -5479184 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40317 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -5479215.500000 Penalty: 5265.752930 Iteration 19Q: 3 clusters Score -5479216 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40344 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -5479252.500000 Penalty: 5265.752930 Iteration 20F: 3 clusters Score -5479252 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40360 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -5479276.500000 Penalty: 5265.752930 Iteration 21Q: 3 clusters Score -5479276 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40372 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -5479289.000000 Penalty: 5265.752930 Iteration 22Q: 3 clusters Score -5479289 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40381 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -5479296.000000 Penalty: 5265.752930 Iteration 23Q: 3 clusters Score -5479296 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40383 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -5479307.500000 Penalty: 5265.752930 Iteration 24Q: 3 clusters Score -5479308 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40383 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -5479304.000000 Penalty: 5265.752930 Iteration 25Q: 3 clusters Score -5479304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40383 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -5479308.000000 Penalty: 5265.752930 Iteration 26Q: 3 clusters Score -5479308 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40380 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -5479308.500000 Penalty: 5265.752930 Iteration 27Q: 3 clusters Score -5479308 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40379 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -5479314.500000 Penalty: 5265.752930 Iteration 28Q: 3 clusters Score -5479314 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40378 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -5479314.500000 Penalty: 5265.752930 Iteration 29Q: 3 clusters Score -5479314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40380 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -5479319.000000 Penalty: 5265.752930 Iteration 30Q: 3 clusters Score -5479319 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40382 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -5479318.500000 Penalty: 5265.752930 Iteration 31Q: 3 clusters Score -5479318 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40387 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -5479321.000000 Penalty: 5265.752930 Iteration 32Q: 3 clusters Score -5479321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40389 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -5479320.000000 Penalty: 5265.752930 Iteration 33Q: 3 clusters Score -5479320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40393 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -5479320.000000 Penalty: 5265.752930 Iteration 34Q: 3 clusters Score -5479320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40395 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -5479320.000000 Penalty: 5265.752930 Iteration 35Q: 3 clusters Score -5479320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40397 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -5479324.500000 Penalty: 5265.752930 Iteration 36Q: 3 clusters Score -5479324 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40397 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -5479324.500000 Penalty: 5265.752930 Iteration 37F: 3 clusters Score -5479324 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Entering Unmasked Estep Score: -148235.390625 Penalty: 1742.994019 Iteration 0F: 2 clusters Score -148235.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -146176.328125 Penalty: 3485.988037 Iteration 0F: 3 clusters Score -146176.3 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -146454.812500 Penalty: 3485.988037 Iteration 1F: 3 clusters Score -146454.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -146541.843750 Penalty: 3485.988037 Iteration 2F: 3 clusters Score -146541.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -146588.609375 Penalty: 3485.988037 Iteration 3Q: 3 clusters Score -146588.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -146635.546875 Penalty: 3485.988037 Iteration 4Q: 3 clusters Score -146635.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -146652.000000 Penalty: 3485.988037 Iteration 5Q: 3 clusters Score -146652 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -146668.187500 Penalty: 3485.988037 Iteration 6Q: 3 clusters Score -146668.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -146678.312500 Penalty: 3485.988037 Iteration 7Q: 3 clusters Score -146678.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -146684.703125 Penalty: 3485.988037 Iteration 8Q: 3 clusters Score -146684.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -146690.859375 Penalty: 3485.988037 Iteration 9Q: 3 clusters Score -146690.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -146701.656250 Penalty: 3485.988037 Iteration 10Q: 3 clusters Score -146701.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -146713.406250 Penalty: 3485.988037 Iteration 11Q: 3 clusters Score -146713.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -146722.156250 Penalty: 3485.988037 Iteration 12Q: 3 clusters Score -146722.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -146738.406250 Penalty: 3485.988037 Iteration 13Q: 3 clusters Score -146738.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -146751.468750 Penalty: 3485.988037 Iteration 14Q: 3 clusters Score -146751.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -146762.734375 Penalty: 3485.988037 Iteration 15Q: 3 clusters Score -146762.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -146771.343750 Penalty: 3485.988037 Iteration 16Q: 3 clusters Score -146771.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -146779.687500 Penalty: 3485.988037 Iteration 17Q: 3 clusters Score -146779.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -146783.234375 Penalty: 3485.988037 Iteration 18Q: 3 clusters Score -146783.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -146784.250000 Penalty: 3485.988037 Iteration 19Q: 3 clusters Score -146784.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -146785.390625 Penalty: 3485.988037 Iteration 20F: 3 clusters Score -146785.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -146791.500000 Penalty: 3485.988037 Iteration 21Q: 3 clusters Score -146791.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -146796.843750 Penalty: 3485.988037 Iteration 22Q: 3 clusters Score -146796.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -146801.656250 Penalty: 3485.988037 Iteration 23Q: 3 clusters Score -146801.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -146807.187500 Penalty: 3485.988037 Iteration 24Q: 3 clusters Score -146807.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -146810.484375 Penalty: 3485.988037 Iteration 25Q: 3 clusters Score -146810.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -146810.484375 Penalty: 3485.988037 Iteration 26F: 3 clusters Score -146810.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (7572 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Entering Unmasked Estep Score: -945247.562500 Penalty: 2215.188721 Iteration 0F: 2 clusters Score -945247.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -939154.812500 Penalty: 4430.377441 Iteration 0F: 3 clusters Score -939154.8 nChanged 3009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -940885.687500 Penalty: 4430.377441 Iteration 1F: 3 clusters Score -940885.7 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -941284.437500 Penalty: 4430.377441 Iteration 2F: 3 clusters Score -941284.4 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -941645.312500 Penalty: 4430.377441 Iteration 3F: 3 clusters Score -941645.3 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -942071.375000 Penalty: 4430.377441 Iteration 4F: 3 clusters Score -942071.4 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -942506.812500 Penalty: 4430.377441 Iteration 5F: 3 clusters Score -942506.8 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -942850.125000 Penalty: 4430.377441 Iteration 6F: 3 clusters Score -942850.1 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4609 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -943103.937500 Penalty: 4430.377441 Iteration 7Q: 3 clusters Score -943103.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -943291.250000 Penalty: 4430.377441 Iteration 8Q: 3 clusters Score -943291.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -943468.125000 Penalty: 4430.377441 Iteration 9Q: 3 clusters Score -943468.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -943632.125000 Penalty: 4430.377441 Iteration 10Q: 3 clusters Score -943632.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -943775.187500 Penalty: 4430.377441 Iteration 11Q: 3 clusters Score -943775.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -943895.812500 Penalty: 4430.377441 Iteration 12Q: 3 clusters Score -943895.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5347 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -943998.437500 Penalty: 4430.377441 Iteration 13Q: 3 clusters Score -943998.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -944073.000000 Penalty: 4430.377441 Iteration 14Q: 3 clusters Score -944073 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -944130.437500 Penalty: 4430.377441 Iteration 15Q: 3 clusters Score -944130.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -944174.625000 Penalty: 4430.377441 Iteration 16Q: 3 clusters Score -944174.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -944203.562500 Penalty: 4430.377441 Iteration 17Q: 3 clusters Score -944203.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -944226.687500 Penalty: 4430.377441 Iteration 18Q: 3 clusters Score -944226.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5779 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -944253.187500 Penalty: 4430.377441 Iteration 19Q: 3 clusters Score -944253.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -944284.000000 Penalty: 4430.377441 Iteration 20F: 3 clusters Score -944284 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5880 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -944316.187500 Penalty: 4430.377441 Iteration 21Q: 3 clusters Score -944316.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -944354.812500 Penalty: 4430.377441 Iteration 22Q: 3 clusters Score -944354.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -944387.875000 Penalty: 4430.377441 Iteration 23Q: 3 clusters Score -944387.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -944427.875000 Penalty: 4430.377441 Iteration 24Q: 3 clusters Score -944427.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6109 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -944467.625000 Penalty: 4430.377441 Iteration 25Q: 3 clusters Score -944467.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -944526.500000 Penalty: 4430.377441 Iteration 26Q: 3 clusters Score -944526.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -944581.750000 Penalty: 4430.377441 Iteration 27Q: 3 clusters Score -944581.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -944631.562500 Penalty: 4430.377441 Iteration 28Q: 3 clusters Score -944631.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -944664.125000 Penalty: 4430.377441 Iteration 29Q: 3 clusters Score -944664.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -944683.500000 Penalty: 4430.377441 Iteration 30Q: 3 clusters Score -944683.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -944693.312500 Penalty: 4430.377441 Iteration 31Q: 3 clusters Score -944693.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6368 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -944696.312500 Penalty: 4430.377441 Iteration 32Q: 3 clusters Score -944696.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -944697.750000 Penalty: 4430.377441 Iteration 33Q: 3 clusters Score -944697.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6380 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -944699.562500 Penalty: 4430.377441 Iteration 34Q: 3 clusters Score -944699.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -944703.312500 Penalty: 4430.377441 Iteration 35Q: 3 clusters Score -944703.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -944707.750000 Penalty: 4430.377441 Iteration 36Q: 3 clusters Score -944707.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6398 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -944713.062500 Penalty: 4430.377441 Iteration 37Q: 3 clusters Score -944713.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -944713.500000 Penalty: 4430.377441 Iteration 38Q: 3 clusters Score -944713.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6409 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -944716.375000 Penalty: 4430.377441 Iteration 39Q: 3 clusters Score -944716.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -944718.250000 Penalty: 4430.377441 Iteration 40F: 3 clusters Score -944718.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -944722.812500 Penalty: 4430.377441 Iteration 41Q: 3 clusters Score -944722.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6428 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -944727.937500 Penalty: 4430.377441 Iteration 42Q: 3 clusters Score -944727.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -944728.812500 Penalty: 4430.377441 Iteration 43Q: 3 clusters Score -944728.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -944730.500000 Penalty: 4430.377441 Iteration 44Q: 3 clusters Score -944730.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -944731.312500 Penalty: 4430.377441 Iteration 45Q: 3 clusters Score -944731.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6441 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -944734.500000 Penalty: 4430.377441 Iteration 46Q: 3 clusters Score -944734.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -944735.250000 Penalty: 4430.377441 Iteration 47Q: 3 clusters Score -944735.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -944737.562500 Penalty: 4430.377441 Iteration 48Q: 3 clusters Score -944737.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -944737.750000 Penalty: 4430.377441 Iteration 49Q: 3 clusters Score -944737.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -944744.125000 Penalty: 4430.377441 Iteration 50Q: 3 clusters Score -944744.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -944752.812500 Penalty: 4430.377441 Iteration 51Q: 3 clusters Score -944752.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -944757.375000 Penalty: 4430.377441 Iteration 52Q: 3 clusters Score -944757.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -944762.562500 Penalty: 4430.377441 Iteration 53Q: 3 clusters Score -944762.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6491 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -944771.500000 Penalty: 4430.377441 Iteration 54Q: 3 clusters Score -944771.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6507 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -944785.625000 Penalty: 4430.377441 Iteration 55Q: 3 clusters Score -944785.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -944796.000000 Penalty: 4430.377441 Iteration 56Q: 3 clusters Score -944796 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6540 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -944816.687500 Penalty: 4430.377441 Iteration 57Q: 3 clusters Score -944816.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -944843.750000 Penalty: 4430.377441 Iteration 58Q: 3 clusters Score -944843.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -944897.687500 Penalty: 4430.377441 Iteration 59Q: 3 clusters Score -944897.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -944957.875000 Penalty: 4430.377441 Iteration 60F: 3 clusters Score -944957.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6642 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -944987.750000 Penalty: 4430.377441 Iteration 61Q: 3 clusters Score -944987.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -944997.937500 Penalty: 4430.377441 Iteration 62Q: 3 clusters Score -944997.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -945001.312500 Penalty: 4430.377441 Iteration 63Q: 3 clusters Score -945001.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -945002.750000 Penalty: 4430.377441 Iteration 64Q: 3 clusters Score -945002.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -945005.375000 Penalty: 4430.377441 Iteration 65Q: 3 clusters Score -945005.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -945007.625000 Penalty: 4430.377441 Iteration 66Q: 3 clusters Score -945007.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -945007.625000 Penalty: 4430.377441 Iteration 67F: 3 clusters Score -945007.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (109447 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109447 members Entering Unmasked Estep Score: -14453874.000000 Penalty: 2877.592529 Iteration 0F: 2 clusters Score -1.445387e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54635 members Mstep: Class 2 contains 54812 members Entering Unmasked Estep Score: -14380751.000000 Penalty: 5755.185059 Iteration 0F: 3 clusters Score -1.438075e+07 nChanged 51972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53855 members Mstep: Class 2 contains 55592 members Entering Unmasked Estep Score: -14410204.000000 Penalty: 5755.185059 Iteration 1F: 3 clusters Score -1.44102e+07 nChanged 3503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53102 members Mstep: Class 2 contains 56345 members Entering Unmasked Estep Score: -14411009.000000 Penalty: 5755.185059 Iteration 2Q: 3 clusters Score -1.441101e+07 nChanged 3465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51889 members Mstep: Class 2 contains 57558 members Entering Unmasked Estep Score: -14411848.000000 Penalty: 5755.185059 Iteration 3Q: 3 clusters Score -1.441185e+07 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50024 members Mstep: Class 2 contains 59423 members Entering Unmasked Estep Score: -14412972.000000 Penalty: 5755.185059 Iteration 4Q: 3 clusters Score -1.441297e+07 nChanged 4229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47359 members Mstep: Class 2 contains 62088 members Entering Unmasked Estep Score: -14414321.000000 Penalty: 5755.185059 Iteration 5Q: 3 clusters Score -1.441432e+07 nChanged 4814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43617 members Mstep: Class 2 contains 65830 members Entering Unmasked Estep Score: -14416395.000000 Penalty: 5755.185059 Iteration 6Q: 3 clusters Score -1.44164e+07 nChanged 5840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38519 members Mstep: Class 2 contains 70928 members Entering Unmasked Estep Score: -14419360.000000 Penalty: 5755.185059 Iteration 7F: 3 clusters Score -1.441936e+07 nChanged 7071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31850 members Mstep: Class 2 contains 77597 members Entering Unmasked Estep Score: -14424085.000000 Penalty: 5755.185059 Iteration 8F: 3 clusters Score -1.442408e+07 nChanged 8145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23891 members Mstep: Class 2 contains 85556 members Entering Unmasked Estep Score: -14430649.000000 Penalty: 5755.185059 Iteration 9F: 3 clusters Score -1.443065e+07 nChanged 8105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15846 members Mstep: Class 2 contains 93601 members Entering Unmasked Estep Score: -14437600.000000 Penalty: 5755.185059 Iteration 10F: 3 clusters Score -1.44376e+07 nChanged 6665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 100254 members Entering Unmasked Estep Score: -14443627.000000 Penalty: 5755.185059 Iteration 11F: 3 clusters Score -1.444363e+07 nChanged 4540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 104790 members Entering Unmasked Estep Score: -14447690.000000 Penalty: 5755.185059 Iteration 12Q: 3 clusters Score -1.444769e+07 nChanged 2472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 107260 members Entering Unmasked Estep Score: -14449827.000000 Penalty: 5755.185059 Iteration 13Q: 3 clusters Score -1.444983e+07 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 108340 members Entering Unmasked Estep Score: -14450681.000000 Penalty: 5755.185059 Iteration 14Q: 3 clusters Score -1.445068e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 108757 members Entering Unmasked Estep Score: -14451012.000000 Penalty: 5755.185059 Iteration 15Q: 3 clusters Score -1.445101e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 108933 members Entering Unmasked Estep Score: -14451189.000000 Penalty: 5755.185059 Iteration 16Q: 3 clusters Score -1.445119e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 109015 members Entering Unmasked Estep Score: -14451297.000000 Penalty: 5755.185059 Iteration 17Q: 3 clusters Score -1.44513e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 109049 members Entering Unmasked Estep Score: -14451350.000000 Penalty: 5755.185059 Iteration 18Q: 3 clusters Score -1.445135e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 109071 members Entering Unmasked Estep Score: -14451361.000000 Penalty: 5755.185059 Iteration 19Q: 3 clusters Score -1.445136e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 109080 members Entering Unmasked Estep Score: -14451378.000000 Penalty: 5755.185059 Iteration 20F: 3 clusters Score -1.445138e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 109092 members Entering Unmasked Estep Score: -14451405.000000 Penalty: 5755.185059 Iteration 21Q: 3 clusters Score -1.44514e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 109100 members Entering Unmasked Estep Score: -14451411.000000 Penalty: 5755.185059 Iteration 22Q: 3 clusters Score -1.445141e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 109114 members Entering Unmasked Estep Score: -14451425.000000 Penalty: 5755.185059 Iteration 23Q: 3 clusters Score -1.445142e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 109118 members Entering Unmasked Estep Score: -14451449.000000 Penalty: 5755.185059 Iteration 24Q: 3 clusters Score -1.445145e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 109125 members Entering Unmasked Estep Score: -14451450.000000 Penalty: 5755.185059 Iteration 25Q: 3 clusters Score -1.445145e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 109128 members Entering Unmasked Estep Score: -14451465.000000 Penalty: 5755.185059 Iteration 26Q: 3 clusters Score -1.445146e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 109132 members Entering Unmasked Estep Score: -14451465.000000 Penalty: 5755.185059 Iteration 27Q: 3 clusters Score -1.445146e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 109131 members Entering Unmasked Estep Score: -14451460.000000 Penalty: 5755.185059 Iteration 28Q: 3 clusters Score -1.445146e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 109131 members Entering Unmasked Estep Score: -14451460.000000 Penalty: 5755.185059 Iteration 29F: 3 clusters Score -1.445146e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (4268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Entering Unmasked Estep Score: -527503.250000 Penalty: 2073.007568 Iteration 0F: 2 clusters Score -527503.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -523437.781250 Penalty: 4146.015137 Iteration 0F: 3 clusters Score -523437.8 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -524491.000000 Penalty: 4146.015137 Iteration 1F: 3 clusters Score -524491 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -524785.187500 Penalty: 4146.015137 Iteration 2F: 3 clusters Score -524785.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -524986.875000 Penalty: 4146.015137 Iteration 3F: 3 clusters Score -524986.9 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -525134.812500 Penalty: 4146.015137 Iteration 4Q: 3 clusters Score -525134.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -525228.437500 Penalty: 4146.015137 Iteration 5Q: 3 clusters Score -525228.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -525296.250000 Penalty: 4146.015137 Iteration 6Q: 3 clusters Score -525296.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -525347.187500 Penalty: 4146.015137 Iteration 7Q: 3 clusters Score -525347.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -525394.375000 Penalty: 4146.015137 Iteration 8Q: 3 clusters Score -525394.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -525440.500000 Penalty: 4146.015137 Iteration 9Q: 3 clusters Score -525440.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -525474.062500 Penalty: 4146.015137 Iteration 10Q: 3 clusters Score -525474.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -525499.000000 Penalty: 4146.015137 Iteration 11Q: 3 clusters Score -525499 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -525534.750000 Penalty: 4146.015137 Iteration 12Q: 3 clusters Score -525534.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -525574.500000 Penalty: 4146.015137 Iteration 13Q: 3 clusters Score -525574.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -525599.062500 Penalty: 4146.015137 Iteration 14Q: 3 clusters Score -525599.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -525626.187500 Penalty: 4146.015137 Iteration 15Q: 3 clusters Score -525626.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -525653.437500 Penalty: 4146.015137 Iteration 16Q: 3 clusters Score -525653.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -525674.437500 Penalty: 4146.015137 Iteration 17Q: 3 clusters Score -525674.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -525692.437500 Penalty: 4146.015137 Iteration 18Q: 3 clusters Score -525692.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -525711.000000 Penalty: 4146.015137 Iteration 19Q: 3 clusters Score -525711 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -525734.937500 Penalty: 4146.015137 Iteration 20F: 3 clusters Score -525734.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -525755.187500 Penalty: 4146.015137 Iteration 21Q: 3 clusters Score -525755.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -525768.750000 Penalty: 4146.015137 Iteration 22Q: 3 clusters Score -525768.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -525789.687500 Penalty: 4146.015137 Iteration 23Q: 3 clusters Score -525789.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -525816.812500 Penalty: 4146.015137 Iteration 24Q: 3 clusters Score -525816.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -525847.937500 Penalty: 4146.015137 Iteration 25Q: 3 clusters Score -525847.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -525872.812500 Penalty: 4146.015137 Iteration 26Q: 3 clusters Score -525872.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -525894.562500 Penalty: 4146.015137 Iteration 27Q: 3 clusters Score -525894.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -525915.187500 Penalty: 4146.015137 Iteration 28Q: 3 clusters Score -525915.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -525938.625000 Penalty: 4146.015137 Iteration 29Q: 3 clusters Score -525938.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -525960.437500 Penalty: 4146.015137 Iteration 30Q: 3 clusters Score -525960.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -525984.375000 Penalty: 4146.015137 Iteration 31Q: 3 clusters Score -525984.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -526007.437500 Penalty: 4146.015137 Iteration 32Q: 3 clusters Score -526007.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -526030.812500 Penalty: 4146.015137 Iteration 33Q: 3 clusters Score -526030.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -526047.687500 Penalty: 4146.015137 Iteration 34Q: 3 clusters Score -526047.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -526056.062500 Penalty: 4146.015137 Iteration 35Q: 3 clusters Score -526056.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -526064.875000 Penalty: 4146.015137 Iteration 36Q: 3 clusters Score -526064.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -526074.812500 Penalty: 4146.015137 Iteration 37Q: 3 clusters Score -526074.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -526080.125000 Penalty: 4146.015137 Iteration 38Q: 3 clusters Score -526080.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -526088.875000 Penalty: 4146.015137 Iteration 39Q: 3 clusters Score -526088.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -526102.750000 Penalty: 4146.015137 Iteration 40F: 3 clusters Score -526102.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -526115.437500 Penalty: 4146.015137 Iteration 41Q: 3 clusters Score -526115.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -526121.500000 Penalty: 4146.015137 Iteration 42Q: 3 clusters Score -526121.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -526125.750000 Penalty: 4146.015137 Iteration 43Q: 3 clusters Score -526125.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -526129.687500 Penalty: 4146.015137 Iteration 44Q: 3 clusters Score -526129.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -526132.687500 Penalty: 4146.015137 Iteration 45Q: 3 clusters Score -526132.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -526134.437500 Penalty: 4146.015137 Iteration 46Q: 3 clusters Score -526134.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -526135.875000 Penalty: 4146.015137 Iteration 47Q: 3 clusters Score -526135.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -526137.687500 Penalty: 4146.015137 Iteration 48Q: 3 clusters Score -526137.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -526137.125000 Penalty: 4146.015137 Iteration 49Q: 3 clusters Score -526137.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -526138.000000 Penalty: 4146.015137 Iteration 50Q: 3 clusters Score -526138 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -526138.687500 Penalty: 4146.015137 Iteration 51Q: 3 clusters Score -526138.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -526140.125000 Penalty: 4146.015137 Iteration 52Q: 3 clusters Score -526140.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -526140.250000 Penalty: 4146.015137 Iteration 53Q: 3 clusters Score -526140.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -526142.125000 Penalty: 4146.015137 Iteration 54Q: 3 clusters Score -526142.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -526142.000000 Penalty: 4146.015137 Iteration 55Q: 3 clusters Score -526142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -526142.062500 Penalty: 4146.015137 Iteration 56Q: 3 clusters Score -526142.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -526142.937500 Penalty: 4146.015137 Iteration 57Q: 3 clusters Score -526142.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -526144.125000 Penalty: 4146.015137 Iteration 58Q: 3 clusters Score -526144.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -526144.125000 Penalty: 4146.015137 Iteration 59F: 3 clusters Score -526144.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (143077 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143077 members Entering Unmasked Estep Score: -19117792.000000 Penalty: 2944.042480 Iteration 0F: 2 clusters Score -1.911779e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71680 members Mstep: Class 2 contains 71397 members Entering Unmasked Estep Score: -19024508.000000 Penalty: 5888.084961 Iteration 0F: 3 clusters Score -1.902451e+07 nChanged 68318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73622 members Mstep: Class 2 contains 69455 members Entering Unmasked Estep Score: -19065302.000000 Penalty: 5888.084961 Iteration 1F: 3 clusters Score -1.90653e+07 nChanged 6573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75463 members Mstep: Class 2 contains 67614 members Entering Unmasked Estep Score: -19068452.000000 Penalty: 5888.084961 Iteration 2Q: 3 clusters Score -1.906845e+07 nChanged 8566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78381 members Mstep: Class 2 contains 64696 members Entering Unmasked Estep Score: -19074290.000000 Penalty: 5888.084961 Iteration 3F: 3 clusters Score -1.907429e+07 nChanged 10898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81965 members Mstep: Class 2 contains 61112 members Entering Unmasked Estep Score: -19083354.000000 Penalty: 5888.084961 Iteration 4F: 3 clusters Score -1.908335e+07 nChanged 11737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84776 members Mstep: Class 2 contains 58301 members Entering Unmasked Estep Score: -19094038.000000 Penalty: 5888.084961 Iteration 5F: 3 clusters Score -1.909404e+07 nChanged 11205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85497 members Mstep: Class 2 contains 57580 members Entering Unmasked Estep Score: -19105082.000000 Penalty: 5888.084961 Iteration 6F: 3 clusters Score -1.910508e+07 nChanged 10466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83891 members Mstep: Class 2 contains 59186 members Entering Unmasked Estep Score: -19117776.000000 Penalty: 5888.084961 Iteration 7F: 3 clusters Score -1.911778e+07 nChanged 10412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81079 members Mstep: Class 2 contains 61998 members Entering Unmasked Estep Score: -19133934.000000 Penalty: 5888.084961 Iteration 8F: 3 clusters Score -1.913393e+07 nChanged 8969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78258 members Mstep: Class 2 contains 64819 members Entering Unmasked Estep Score: -19147356.000000 Penalty: 5888.084961 Iteration 9F: 3 clusters Score -1.914736e+07 nChanged 5165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75791 members Mstep: Class 2 contains 67286 members Entering Unmasked Estep Score: -19152702.000000 Penalty: 5888.084961 Iteration 10Q: 3 clusters Score -1.91527e+07 nChanged 2403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73858 members Mstep: Class 2 contains 69219 members Entering Unmasked Estep Score: -19154452.000000 Penalty: 5888.084961 Iteration 11Q: 3 clusters Score -1.915445e+07 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72549 members Mstep: Class 2 contains 70528 members Entering Unmasked Estep Score: -19154992.000000 Penalty: 5888.084961 Iteration 12Q: 3 clusters Score -1.915499e+07 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71707 members Mstep: Class 2 contains 71370 members Entering Unmasked Estep Score: -19155140.000000 Penalty: 5888.084961 Iteration 13Q: 3 clusters Score -1.915514e+07 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71157 members Mstep: Class 2 contains 71920 members Entering Unmasked Estep Score: -19155268.000000 Penalty: 5888.084961 Iteration 14Q: 3 clusters Score -1.915527e+07 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70806 members Mstep: Class 2 contains 72271 members Entering Unmasked Estep Score: -19155306.000000 Penalty: 5888.084961 Iteration 15Q: 3 clusters Score -1.915531e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70573 members Mstep: Class 2 contains 72504 members Entering Unmasked Estep Score: -19155330.000000 Penalty: 5888.084961 Iteration 16Q: 3 clusters Score -1.915533e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70395 members Mstep: Class 2 contains 72682 members Entering Unmasked Estep Score: -19155354.000000 Penalty: 5888.084961 Iteration 17Q: 3 clusters Score -1.915535e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70269 members Mstep: Class 2 contains 72808 members Entering Unmasked Estep Score: -19155336.000000 Penalty: 5888.084961 Iteration 18Q: 3 clusters Score -1.915534e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70188 members Mstep: Class 2 contains 72889 members Entering Unmasked Estep Score: -19155336.000000 Penalty: 5888.084961 Iteration 19Q: 3 clusters Score -1.915534e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70139 members Mstep: Class 2 contains 72938 members Entering Unmasked Estep Score: -19155342.000000 Penalty: 5888.084961 Iteration 20F: 3 clusters Score -1.915534e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70105 members Mstep: Class 2 contains 72972 members Entering Unmasked Estep Score: -19155346.000000 Penalty: 5888.084961 Iteration 21Q: 3 clusters Score -1.915535e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70076 members Mstep: Class 2 contains 73001 members Entering Unmasked Estep Score: -19155334.000000 Penalty: 5888.084961 Iteration 22Q: 3 clusters Score -1.915533e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70047 members Mstep: Class 2 contains 73030 members Entering Unmasked Estep Score: -19155338.000000 Penalty: 5888.084961 Iteration 23Q: 3 clusters Score -1.915534e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70020 members Mstep: Class 2 contains 73057 members Entering Unmasked Estep Score: -19155346.000000 Penalty: 5888.084961 Iteration 24Q: 3 clusters Score -1.915535e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69998 members Mstep: Class 2 contains 73079 members Entering Unmasked Estep Score: -19155340.000000 Penalty: 5888.084961 Iteration 25Q: 3 clusters Score -1.915534e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69984 members Mstep: Class 2 contains 73093 members Entering Unmasked Estep Score: -19155336.000000 Penalty: 5888.084961 Iteration 26Q: 3 clusters Score -1.915534e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69968 members Mstep: Class 2 contains 73109 members Entering Unmasked Estep Score: -19155336.000000 Penalty: 5888.084961 Iteration 27Q: 3 clusters Score -1.915534e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69952 members Mstep: Class 2 contains 73125 members Entering Unmasked Estep Score: -19155328.000000 Penalty: 5888.084961 Iteration 28Q: 3 clusters Score -1.915533e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69946 members Mstep: Class 2 contains 73131 members Entering Unmasked Estep Score: -19155336.000000 Penalty: 5888.084961 Iteration 29Q: 3 clusters Score -1.915534e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69944 members Mstep: Class 2 contains 73133 members Entering Unmasked Estep Score: -19155336.000000 Penalty: 5888.084961 Iteration 30Q: 3 clusters Score -1.915534e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69942 members Mstep: Class 2 contains 73135 members Entering Unmasked Estep Score: -19155342.000000 Penalty: 5888.084961 Iteration 31Q: 3 clusters Score -1.915534e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69942 members Mstep: Class 2 contains 73135 members Entering Unmasked Estep Score: -19155342.000000 Penalty: 5888.084961 Iteration 32F: 3 clusters Score -1.915534e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 41460 members Mstep: Class 2 contains 50223 members Mstep: Class 3 contains 291 members Mstep: Class 4 contains 1320 members Mstep: Class 5 contains 5801 members Mstep: Class 6 contains 141692 members Mstep: Class 7 contains 55256 members Mstep: Class 8 contains 2806 members Mstep: Class 9 contains 628 members Mstep: Class 10 contains 445 members Mstep: Class 11 contains 3906 members Mstep: Class 12 contains 16873 members Mstep: Class 13 contains 6214 members Mstep: Class 14 contains 5568 members Mstep: Class 15 contains 40800 members Mstep: Class 16 contains 1128 members Mstep: Class 17 contains 7572 members Mstep: Class 18 contains 4147 members Mstep: Class 19 contains 109447 members Mstep: Class 20 contains 4268 members Mstep: Class 21 contains 69942 members Mstep: Class 22 contains 11202 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 589 members Mstep: Class 25 contains 73135 members Entering Unmasked Estep Score: -85869200.000000 Penalty: 83037.125000 Splitting cluster 21 changes total score from -85826984.000000 to -85869200.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 22 (11202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Entering Unmasked Estep Score: -1457724.250000 Penalty: 2312.314209 Iteration 0F: 2 clusters Score -1457724 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -1449372.625000 Penalty: 4624.628418 Iteration 0F: 3 clusters Score -1449373 nChanged 4711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1452013.375000 Penalty: 4624.628418 Iteration 1F: 3 clusters Score -1452013 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -1452572.375000 Penalty: 4624.628418 Iteration 2F: 3 clusters Score -1452572 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1453180.000000 Penalty: 4624.628418 Iteration 3F: 3 clusters Score -1453180 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -1453723.750000 Penalty: 4624.628418 Iteration 4F: 3 clusters Score -1453724 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -1454238.375000 Penalty: 4624.628418 Iteration 5F: 3 clusters Score -1454238 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1454654.000000 Penalty: 4624.628418 Iteration 6F: 3 clusters Score -1454654 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 7270 members Entering Unmasked Estep Score: -1454969.750000 Penalty: 4624.628418 Iteration 7Q: 3 clusters Score -1454970 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -1455184.375000 Penalty: 4624.628418 Iteration 8Q: 3 clusters Score -1455184 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 7883 members Entering Unmasked Estep Score: -1455341.500000 Penalty: 4624.628418 Iteration 9Q: 3 clusters Score -1455342 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 8149 members Entering Unmasked Estep Score: -1455480.375000 Penalty: 4624.628418 Iteration 10Q: 3 clusters Score -1455480 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 8385 members Entering Unmasked Estep Score: -1455585.500000 Penalty: 4624.628418 Iteration 11Q: 3 clusters Score -1455586 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 8607 members Entering Unmasked Estep Score: -1455689.375000 Penalty: 4624.628418 Iteration 12Q: 3 clusters Score -1455689 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 8804 members Entering Unmasked Estep Score: -1455783.250000 Penalty: 4624.628418 Iteration 13Q: 3 clusters Score -1455783 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 8980 members Entering Unmasked Estep Score: -1455860.000000 Penalty: 4624.628418 Iteration 14Q: 3 clusters Score -1455860 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -1455919.000000 Penalty: 4624.628418 Iteration 15Q: 3 clusters Score -1455919 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 9263 members Entering Unmasked Estep Score: -1455993.875000 Penalty: 4624.628418 Iteration 16Q: 3 clusters Score -1455994 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 9395 members Entering Unmasked Estep Score: -1456053.125000 Penalty: 4624.628418 Iteration 17Q: 3 clusters Score -1456053 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -1456130.375000 Penalty: 4624.628418 Iteration 18Q: 3 clusters Score -1456130 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 9680 members Entering Unmasked Estep Score: -1456199.750000 Penalty: 4624.628418 Iteration 19Q: 3 clusters Score -1456200 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 9795 members Entering Unmasked Estep Score: -1456275.125000 Penalty: 4624.628418 Iteration 20F: 3 clusters Score -1456275 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 9893 members Entering Unmasked Estep Score: -1456334.625000 Penalty: 4624.628418 Iteration 21Q: 3 clusters Score -1456335 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1456374.250000 Penalty: 4624.628418 Iteration 22Q: 3 clusters Score -1456374 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 10043 members Entering Unmasked Estep Score: -1456410.375000 Penalty: 4624.628418 Iteration 23Q: 3 clusters Score -1456410 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 10107 members Entering Unmasked Estep Score: -1456437.000000 Penalty: 4624.628418 Iteration 24Q: 3 clusters Score -1456437 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -1456460.125000 Penalty: 4624.628418 Iteration 25Q: 3 clusters Score -1456460 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -1456477.000000 Penalty: 4624.628418 Iteration 26Q: 3 clusters Score -1456477 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 10225 members Entering Unmasked Estep Score: -1456492.625000 Penalty: 4624.628418 Iteration 27Q: 3 clusters Score -1456493 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -1456503.000000 Penalty: 4624.628418 Iteration 28Q: 3 clusters Score -1456503 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 10276 members Entering Unmasked Estep Score: -1456514.750000 Penalty: 4624.628418 Iteration 29Q: 3 clusters Score -1456515 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -1456527.625000 Penalty: 4624.628418 Iteration 30Q: 3 clusters Score -1456528 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -1456540.375000 Penalty: 4624.628418 Iteration 31Q: 3 clusters Score -1456540 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -1456552.750000 Penalty: 4624.628418 Iteration 32Q: 3 clusters Score -1456553 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 10348 members Entering Unmasked Estep Score: -1456559.750000 Penalty: 4624.628418 Iteration 33Q: 3 clusters Score -1456560 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 10363 members Entering Unmasked Estep Score: -1456562.250000 Penalty: 4624.628418 Iteration 34Q: 3 clusters Score -1456562 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -1456571.500000 Penalty: 4624.628418 Iteration 35Q: 3 clusters Score -1456572 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -1456576.875000 Penalty: 4624.628418 Iteration 36Q: 3 clusters Score -1456577 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 10392 members Entering Unmasked Estep Score: -1456581.750000 Penalty: 4624.628418 Iteration 37Q: 3 clusters Score -1456582 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -1456581.125000 Penalty: 4624.628418 Iteration 38Q: 3 clusters Score -1456581 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -1456582.125000 Penalty: 4624.628418 Iteration 39Q: 3 clusters Score -1456582 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -1456587.625000 Penalty: 4624.628418 Iteration 40F: 3 clusters Score -1456588 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 10410 members Entering Unmasked Estep Score: -1456590.750000 Penalty: 4624.628418 Iteration 41Q: 3 clusters Score -1456591 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 10413 members Entering Unmasked Estep Score: -1456592.750000 Penalty: 4624.628418 Iteration 42Q: 3 clusters Score -1456593 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 10415 members Entering Unmasked Estep Score: -1456590.500000 Penalty: 4624.628418 Iteration 43Q: 3 clusters Score -1456590 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -1456593.375000 Penalty: 4624.628418 Iteration 44Q: 3 clusters Score -1456593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 10418 members Entering Unmasked Estep Score: -1456591.875000 Penalty: 4624.628418 Iteration 45Q: 3 clusters Score -1456592 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 10420 members Entering Unmasked Estep Score: -1456591.375000 Penalty: 4624.628418 Iteration 46Q: 3 clusters Score -1456591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 10421 members Entering Unmasked Estep Score: -1456593.000000 Penalty: 4624.628418 Iteration 47Q: 3 clusters Score -1456593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 10422 members Entering Unmasked Estep Score: -1456593.375000 Penalty: 4624.628418 Iteration 48Q: 3 clusters Score -1456593 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -1456591.375000 Penalty: 4624.628418 Iteration 49Q: 3 clusters Score -1456591 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -1456593.875000 Penalty: 4624.628418 Iteration 50Q: 3 clusters Score -1456594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -1456593.875000 Penalty: 4624.628418 Iteration 51F: 3 clusters Score -1456594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 70 members Mstep: Class 1 contains 41460 members Mstep: Class 2 contains 50223 members Mstep: Class 3 contains 291 members Mstep: Class 5 contains 5801 members Mstep: Class 6 contains 141692 members Mstep: Class 7 contains 55256 members Mstep: Class 8 contains 2806 members Mstep: Class 9 contains 628 members Mstep: Class 10 contains 445 members Mstep: Class 12 contains 16873 members Mstep: Class 13 contains 6214 members Mstep: Class 14 contains 5568 members Mstep: Class 15 contains 40800 members Mstep: Class 16 contains 1128 members Mstep: Class 17 contains 7572 members Mstep: Class 19 contains 109447 members Mstep: Class 20 contains 4268 members Mstep: Class 21 contains 69942 members Mstep: Class 22 contains 11202 members Entering Unmasked Estep ConsiderDeletion Score: -85875112.000000 Penalty: 83037.125000 Iteration 39Q: 26 clusters Score -8.587511e+07 nChanged 8744 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 42116 members Mstep: Class 2 contains 50695 members Mstep: Class 3 contains 293 members Mstep: Class 4 contains 1317 members Mstep: Class 5 contains 6820 members Mstep: Class 6 contains 141759 members Mstep: Class 7 contains 55021 members Mstep: Class 8 contains 2827 members Mstep: Class 9 contains 631 members Mstep: Class 10 contains 475 members Mstep: Class 11 contains 3925 members Mstep: Class 12 contains 16343 members Mstep: Class 13 contains 6311 members Mstep: Class 14 contains 5588 members Mstep: Class 15 contains 40616 members Mstep: Class 16 contains 1135 members Mstep: Class 17 contains 8153 members Mstep: Class 18 contains 4139 members Mstep: Class 19 contains 110386 members Mstep: Class 20 contains 4257 members Mstep: Class 21 contains 69443 members Mstep: Class 22 contains 11221 members Mstep: Class 23 contains 670 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 70673 members Entering Unmasked Estep ConsiderDeletion Score: -85882600.000000 Penalty: 83037.125000 Iteration 40F: 26 clusters Score -8.58826e+07 nChanged 7917 Entering Unmasked Mstep Mstep: Class 0 contains 39 members Mstep: Class 1 contains 42500 members Mstep: Class 2 contains 50334 members Mstep: Class 3 contains 315 members Mstep: Class 4 contains 1315 members Mstep: Class 5 contains 7371 members Mstep: Class 6 contains 140968 members Mstep: Class 7 contains 54718 members Mstep: Class 8 contains 2810 members Mstep: Class 9 contains 632 members Mstep: Class 10 contains 507 members Mstep: Class 11 contains 3987 members Mstep: Class 12 contains 16006 members Mstep: Class 13 contains 5883 members Mstep: Class 14 contains 5470 members Mstep: Class 15 contains 40471 members Mstep: Class 16 contains 1174 members Mstep: Class 17 contains 8165 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 110219 members Mstep: Class 20 contains 4201 members Mstep: Class 21 contains 69175 members Mstep: Class 22 contains 11243 members Mstep: Class 23 contains 671 members Mstep: Class 24 contains 617 members Mstep: Class 25 contains 72320 members Entering Unmasked Estep ConsiderDeletion Score: -85885424.000000 Penalty: 83037.125000 Iteration 41Q: 26 clusters Score -8.588542e+07 nChanged 4652 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 42787 members Mstep: Class 2 contains 50084 members Mstep: Class 3 contains 299 members Mstep: Class 4 contains 1310 members Mstep: Class 5 contains 7771 members Mstep: Class 6 contains 140530 members Mstep: Class 7 contains 54428 members Mstep: Class 8 contains 2795 members Mstep: Class 9 contains 635 members Mstep: Class 10 contains 529 members Mstep: Class 11 contains 4063 members Mstep: Class 12 contains 15782 members Mstep: Class 13 contains 5612 members Mstep: Class 14 contains 5443 members Mstep: Class 15 contains 40340 members Mstep: Class 16 contains 1199 members Mstep: Class 17 contains 8330 members Mstep: Class 18 contains 4407 members Mstep: Class 19 contains 110207 members Mstep: Class 20 contains 4141 members Mstep: Class 21 contains 69033 members Mstep: Class 22 contains 11212 members Mstep: Class 23 contains 671 members Mstep: Class 24 contains 630 members Mstep: Class 25 contains 73179 members Entering Unmasked Estep ConsiderDeletion Score: -85886776.000000 Penalty: 83037.125000 Iteration 42Q: 26 clusters Score -8.588678e+07 nChanged 3193 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43022 members Mstep: Class 2 contains 49880 members Mstep: Class 3 contains 288 members Mstep: Class 4 contains 1299 members Mstep: Class 5 contains 8027 members Mstep: Class 6 contains 140290 members Mstep: Class 7 contains 54140 members Mstep: Class 8 contains 2787 members Mstep: Class 9 contains 645 members Mstep: Class 10 contains 551 members Mstep: Class 11 contains 4140 members Mstep: Class 12 contains 15624 members Mstep: Class 13 contains 5409 members Mstep: Class 14 contains 5437 members Mstep: Class 15 contains 40259 members Mstep: Class 16 contains 1214 members Mstep: Class 17 contains 8511 members Mstep: Class 18 contains 4438 members Mstep: Class 19 contains 110235 members Mstep: Class 20 contains 4097 members Mstep: Class 21 contains 68961 members Mstep: Class 22 contains 11178 members Mstep: Class 23 contains 671 members Mstep: Class 24 contains 631 members Mstep: Class 25 contains 73683 members Entering Unmasked Estep ConsiderDeletion Score: -85887560.000000 Penalty: 83037.125000 Iteration 43Q: 26 clusters Score -8.588756e+07 nChanged 2491 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43211 members Mstep: Class 2 contains 49701 members Mstep: Class 3 contains 280 members Mstep: Class 4 contains 1290 members Mstep: Class 5 contains 8222 members Mstep: Class 6 contains 140148 members Mstep: Class 7 contains 53884 members Mstep: Class 8 contains 2776 members Mstep: Class 9 contains 656 members Mstep: Class 10 contains 567 members Mstep: Class 11 contains 4205 members Mstep: Class 12 contains 15503 members Mstep: Class 13 contains 5253 members Mstep: Class 14 contains 5438 members Mstep: Class 15 contains 40178 members Mstep: Class 16 contains 1231 members Mstep: Class 17 contains 8700 members Mstep: Class 18 contains 4455 members Mstep: Class 19 contains 110248 members Mstep: Class 20 contains 4064 members Mstep: Class 21 contains 68919 members Mstep: Class 22 contains 11144 members Mstep: Class 23 contains 669 members Mstep: Class 24 contains 633 members Mstep: Class 25 contains 74042 members Entering Unmasked Estep ConsiderDeletion Score: -85888184.000000 Penalty: 83037.125000 Iteration 44Q: 26 clusters Score -8.588818e+07 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43358 members Mstep: Class 2 contains 49575 members Mstep: Class 3 contains 277 members Mstep: Class 4 contains 1282 members Mstep: Class 5 contains 8381 members Mstep: Class 6 contains 140071 members Mstep: Class 7 contains 53673 members Mstep: Class 8 contains 2763 members Mstep: Class 9 contains 660 members Mstep: Class 10 contains 578 members Mstep: Class 11 contains 4254 members Mstep: Class 12 contains 15433 members Mstep: Class 13 contains 5132 members Mstep: Class 14 contains 5424 members Mstep: Class 15 contains 40140 members Mstep: Class 16 contains 1242 members Mstep: Class 17 contains 8848 members Mstep: Class 18 contains 4466 members Mstep: Class 19 contains 110201 members Mstep: Class 20 contains 4050 members Mstep: Class 21 contains 68875 members Mstep: Class 22 contains 11116 members Mstep: Class 23 contains 670 members Mstep: Class 24 contains 634 members Mstep: Class 25 contains 74314 members Entering Unmasked Estep ConsiderDeletion Score: -85889016.000000 Penalty: 83037.125000 Iteration 45Q: 26 clusters Score -8.588902e+07 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43472 members Mstep: Class 2 contains 49488 members Mstep: Class 3 contains 271 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8499 members Mstep: Class 6 contains 140042 members Mstep: Class 7 contains 53504 members Mstep: Class 8 contains 2754 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 591 members Mstep: Class 11 contains 4310 members Mstep: Class 12 contains 15409 members Mstep: Class 13 contains 5054 members Mstep: Class 14 contains 5415 members Mstep: Class 15 contains 40096 members Mstep: Class 16 contains 1258 members Mstep: Class 17 contains 8965 members Mstep: Class 18 contains 4469 members Mstep: Class 19 contains 110107 members Mstep: Class 20 contains 4037 members Mstep: Class 21 contains 68836 members Mstep: Class 22 contains 11101 members Mstep: Class 23 contains 671 members Mstep: Class 24 contains 629 members Mstep: Class 25 contains 74492 members Entering Unmasked Estep ConsiderDeletion Score: -85889608.000000 Penalty: 83037.125000 Iteration 46Q: 26 clusters Score -8.588961e+07 nChanged 1217 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43565 members Mstep: Class 2 contains 49420 members Mstep: Class 3 contains 268 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8602 members Mstep: Class 6 contains 140040 members Mstep: Class 7 contains 53348 members Mstep: Class 8 contains 2751 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 608 members Mstep: Class 11 contains 4352 members Mstep: Class 12 contains 15389 members Mstep: Class 13 contains 4974 members Mstep: Class 14 contains 5406 members Mstep: Class 15 contains 40050 members Mstep: Class 16 contains 1265 members Mstep: Class 17 contains 9101 members Mstep: Class 18 contains 4467 members Mstep: Class 19 contains 110050 members Mstep: Class 20 contains 4010 members Mstep: Class 21 contains 68813 members Mstep: Class 22 contains 11084 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 623 members Mstep: Class 25 contains 74612 members Entering Unmasked Estep ConsiderDeletion Score: -85889640.000000 Penalty: 83037.125000 Iteration 47Q: 26 clusters Score -8.588964e+07 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43659 members Mstep: Class 2 contains 49370 members Mstep: Class 3 contains 268 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8686 members Mstep: Class 6 contains 140038 members Mstep: Class 7 contains 53214 members Mstep: Class 8 contains 2748 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 615 members Mstep: Class 11 contains 4392 members Mstep: Class 12 contains 15393 members Mstep: Class 13 contains 4917 members Mstep: Class 14 contains 5396 members Mstep: Class 15 contains 39999 members Mstep: Class 16 contains 1269 members Mstep: Class 17 contains 9214 members Mstep: Class 18 contains 4460 members Mstep: Class 19 contains 110026 members Mstep: Class 20 contains 3988 members Mstep: Class 21 contains 68758 members Mstep: Class 22 contains 11065 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 626 members Mstep: Class 25 contains 74697 members Entering Unmasked Estep ConsiderDeletion Score: -85889600.000000 Penalty: 83037.125000 Iteration 48Q: 26 clusters Score -8.58896e+07 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43743 members Mstep: Class 2 contains 49322 members Mstep: Class 3 contains 267 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8730 members Mstep: Class 6 contains 140041 members Mstep: Class 7 contains 53092 members Mstep: Class 8 contains 2745 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 617 members Mstep: Class 11 contains 4428 members Mstep: Class 12 contains 15397 members Mstep: Class 13 contains 4874 members Mstep: Class 14 contains 5396 members Mstep: Class 15 contains 39969 members Mstep: Class 16 contains 1276 members Mstep: Class 17 contains 9325 members Mstep: Class 18 contains 4454 members Mstep: Class 19 contains 109996 members Mstep: Class 20 contains 3970 members Mstep: Class 21 contains 68717 members Mstep: Class 22 contains 11048 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 629 members Mstep: Class 25 contains 74762 members Entering Unmasked Estep ConsiderDeletion Score: -85889832.000000 Penalty: 83037.125000 Iteration 49Q: 26 clusters Score -8.588983e+07 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43808 members Mstep: Class 2 contains 49296 members Mstep: Class 3 contains 267 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8775 members Mstep: Class 6 contains 140047 members Mstep: Class 7 contains 52980 members Mstep: Class 8 contains 2744 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 618 members Mstep: Class 11 contains 4461 members Mstep: Class 12 contains 15398 members Mstep: Class 13 contains 4834 members Mstep: Class 14 contains 5388 members Mstep: Class 15 contains 39956 members Mstep: Class 16 contains 1285 members Mstep: Class 17 contains 9437 members Mstep: Class 18 contains 4448 members Mstep: Class 19 contains 109947 members Mstep: Class 20 contains 3952 members Mstep: Class 21 contains 68681 members Mstep: Class 22 contains 11031 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 74807 members Entering Unmasked Estep ConsiderDeletion Score: -85889760.000000 Penalty: 83037.125000 Iteration 50Q: 26 clusters Score -8.588976e+07 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43879 members Mstep: Class 2 contains 49280 members Mstep: Class 3 contains 267 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8790 members Mstep: Class 6 contains 140051 members Mstep: Class 7 contains 52887 members Mstep: Class 8 contains 2741 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 623 members Mstep: Class 11 contains 4498 members Mstep: Class 12 contains 15404 members Mstep: Class 13 contains 4794 members Mstep: Class 14 contains 5382 members Mstep: Class 15 contains 39947 members Mstep: Class 16 contains 1287 members Mstep: Class 17 contains 9533 members Mstep: Class 18 contains 4445 members Mstep: Class 19 contains 109916 members Mstep: Class 20 contains 3926 members Mstep: Class 21 contains 68643 members Mstep: Class 22 contains 11015 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74851 members Entering Unmasked Estep ConsiderDeletion Score: -85889728.000000 Penalty: 83037.125000 Iteration 51Q: 26 clusters Score -8.588973e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43929 members Mstep: Class 2 contains 49263 members Mstep: Class 3 contains 267 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8810 members Mstep: Class 6 contains 140060 members Mstep: Class 7 contains 52813 members Mstep: Class 8 contains 2739 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 625 members Mstep: Class 11 contains 4530 members Mstep: Class 12 contains 15416 members Mstep: Class 13 contains 4755 members Mstep: Class 14 contains 5382 members Mstep: Class 15 contains 39932 members Mstep: Class 16 contains 1289 members Mstep: Class 17 contains 9632 members Mstep: Class 18 contains 4439 members Mstep: Class 19 contains 109882 members Mstep: Class 20 contains 3911 members Mstep: Class 21 contains 68614 members Mstep: Class 22 contains 11001 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74870 members Entering Unmasked Estep ConsiderDeletion Score: -85889904.000000 Penalty: 83037.125000 Iteration 52Q: 26 clusters Score -8.58899e+07 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 43974 members Mstep: Class 2 contains 49249 members Mstep: Class 3 contains 266 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8820 members Mstep: Class 6 contains 140068 members Mstep: Class 7 contains 52759 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 626 members Mstep: Class 11 contains 4557 members Mstep: Class 12 contains 15432 members Mstep: Class 13 contains 4721 members Mstep: Class 14 contains 5381 members Mstep: Class 15 contains 39916 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 9716 members Mstep: Class 18 contains 4432 members Mstep: Class 19 contains 109843 members Mstep: Class 20 contains 3905 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10987 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74880 members Entering Unmasked Estep ConsiderDeletion Score: -85889856.000000 Penalty: 83037.125000 Iteration 53Q: 26 clusters Score -8.588986e+07 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 44003 members Mstep: Class 2 contains 49240 members Mstep: Class 3 contains 265 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8827 members Mstep: Class 6 contains 140071 members Mstep: Class 7 contains 52718 members Mstep: Class 8 contains 2737 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 627 members Mstep: Class 11 contains 4585 members Mstep: Class 12 contains 15446 members Mstep: Class 13 contains 4686 members Mstep: Class 14 contains 5381 members Mstep: Class 15 contains 39902 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 9814 members Mstep: Class 18 contains 4428 members Mstep: Class 19 contains 109802 members Mstep: Class 20 contains 3896 members Mstep: Class 21 contains 68579 members Mstep: Class 22 contains 10977 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74881 members Entering Unmasked Estep ConsiderDeletion Score: -85889920.000000 Penalty: 83037.125000 Iteration 54Q: 26 clusters Score -8.588992e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 44027 members Mstep: Class 2 contains 49236 members Mstep: Class 3 contains 265 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8842 members Mstep: Class 6 contains 140081 members Mstep: Class 7 contains 52680 members Mstep: Class 8 contains 2738 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 630 members Mstep: Class 11 contains 4600 members Mstep: Class 12 contains 15457 members Mstep: Class 13 contains 4646 members Mstep: Class 14 contains 5377 members Mstep: Class 15 contains 39894 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 9916 members Mstep: Class 18 contains 4425 members Mstep: Class 19 contains 109769 members Mstep: Class 20 contains 3889 members Mstep: Class 21 contains 68564 members Mstep: Class 22 contains 10964 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74865 members Entering Unmasked Estep ConsiderDeletion Score: -85890128.000000 Penalty: 83037.125000 Iteration 55Q: 26 clusters Score -8.589013e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 44057 members Mstep: Class 2 contains 49231 members Mstep: Class 3 contains 265 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8850 members Mstep: Class 6 contains 140085 members Mstep: Class 7 contains 52637 members Mstep: Class 8 contains 2737 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 633 members Mstep: Class 11 contains 4613 members Mstep: Class 12 contains 15461 members Mstep: Class 13 contains 4612 members Mstep: Class 14 contains 5375 members Mstep: Class 15 contains 39882 members Mstep: Class 16 contains 1292 members Mstep: Class 17 contains 10002 members Mstep: Class 18 contains 4424 members Mstep: Class 19 contains 109745 members Mstep: Class 20 contains 3877 members Mstep: Class 21 contains 68561 members Mstep: Class 22 contains 10957 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74862 members Entering Unmasked Estep ConsiderDeletion Score: -85890024.000000 Penalty: 83037.125000 Iteration 56Q: 26 clusters Score -8.589002e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 44093 members Mstep: Class 2 contains 49228 members Mstep: Class 3 contains 265 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8856 members Mstep: Class 6 contains 140095 members Mstep: Class 7 contains 52591 members Mstep: Class 8 contains 2736 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 637 members Mstep: Class 11 contains 4623 members Mstep: Class 12 contains 15459 members Mstep: Class 13 contains 4578 members Mstep: Class 14 contains 5371 members Mstep: Class 15 contains 39870 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 10087 members Mstep: Class 18 contains 4423 members Mstep: Class 19 contains 109730 members Mstep: Class 20 contains 3874 members Mstep: Class 21 contains 68551 members Mstep: Class 22 contains 10950 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74848 members Entering Unmasked Estep ConsiderDeletion Score: -85890168.000000 Penalty: 83037.125000 Iteration 57Q: 26 clusters Score -8.589017e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 44119 members Mstep: Class 2 contains 49223 members Mstep: Class 3 contains 265 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8862 members Mstep: Class 6 contains 140098 members Mstep: Class 7 contains 52556 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 637 members Mstep: Class 11 contains 4635 members Mstep: Class 12 contains 15466 members Mstep: Class 13 contains 4548 members Mstep: Class 14 contains 5371 members Mstep: Class 15 contains 39863 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 10154 members Mstep: Class 18 contains 4425 members Mstep: Class 19 contains 109716 members Mstep: Class 20 contains 3866 members Mstep: Class 21 contains 68544 members Mstep: Class 22 contains 10948 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74834 members Entering Unmasked Estep ConsiderDeletion Score: -85890136.000000 Penalty: 83037.125000 Iteration 58Q: 26 clusters Score -8.589014e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 44146 members Mstep: Class 2 contains 49220 members Mstep: Class 3 contains 265 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8868 members Mstep: Class 6 contains 140096 members Mstep: Class 7 contains 52514 members Mstep: Class 8 contains 2735 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 636 members Mstep: Class 11 contains 4642 members Mstep: Class 12 contains 15460 members Mstep: Class 13 contains 4524 members Mstep: Class 14 contains 5372 members Mstep: Class 15 contains 39855 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 10215 members Mstep: Class 18 contains 4422 members Mstep: Class 19 contains 109704 members Mstep: Class 20 contains 3871 members Mstep: Class 21 contains 68549 members Mstep: Class 22 contains 10946 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74825 members Entering Unmasked Estep ConsiderDeletion Score: -85890048.000000 Penalty: 83037.125000 Iteration 59Q: 26 clusters Score -8.589005e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 38 members Mstep: Class 1 contains 44168 members Mstep: Class 2 contains 49219 members Mstep: Class 3 contains 265 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8870 members Mstep: Class 6 contains 140098 members Mstep: Class 7 contains 52481 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 667 members Mstep: Class 10 contains 636 members Mstep: Class 11 contains 4653 members Mstep: Class 12 contains 15466 members Mstep: Class 13 contains 4511 members Mstep: Class 14 contains 5370 members Mstep: Class 15 contains 39852 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 10257 members Mstep: Class 18 contains 4417 members Mstep: Class 19 contains 109686 members Mstep: Class 20 contains 3869 members Mstep: Class 21 contains 68553 members Mstep: Class 22 contains 10942 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 639 members Mstep: Class 25 contains 74819 members Entering Unmasked Estep ConsiderDeletion Score: -85890528.000000 Penalty: 83037.125000 Iteration 60F: 26 clusters Score -8.589053e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 44184 members Mstep: Class 2 contains 49218 members Mstep: Class 3 contains 268 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8859 members Mstep: Class 6 contains 140101 members Mstep: Class 7 contains 52451 members Mstep: Class 8 contains 2732 members Mstep: Class 9 contains 672 members Mstep: Class 10 contains 639 members Mstep: Class 11 contains 4665 members Mstep: Class 12 contains 15473 members Mstep: Class 13 contains 4497 members Mstep: Class 14 contains 5369 members Mstep: Class 15 contains 39850 members Mstep: Class 16 contains 1294 members Mstep: Class 17 contains 10301 members Mstep: Class 18 contains 4415 members Mstep: Class 19 contains 109686 members Mstep: Class 20 contains 3863 members Mstep: Class 21 contains 68547 members Mstep: Class 22 contains 10936 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 638 members Mstep: Class 25 contains 74815 members Entering Unmasked Estep ConsiderDeletion Score: -85890760.000000 Penalty: 83037.125000 Iteration 61Q: 26 clusters Score -8.589076e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 44204 members Mstep: Class 2 contains 49215 members Mstep: Class 3 contains 260 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8852 members Mstep: Class 6 contains 140105 members Mstep: Class 7 contains 52428 members Mstep: Class 8 contains 2732 members Mstep: Class 9 contains 673 members Mstep: Class 10 contains 644 members Mstep: Class 11 contains 4674 members Mstep: Class 12 contains 15478 members Mstep: Class 13 contains 4487 members Mstep: Class 14 contains 5363 members Mstep: Class 15 contains 39847 members Mstep: Class 16 contains 1295 members Mstep: Class 17 contains 10326 members Mstep: Class 18 contains 4415 members Mstep: Class 19 contains 109663 members Mstep: Class 20 contains 3867 members Mstep: Class 21 contains 68551 members Mstep: Class 22 contains 10934 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 641 members Mstep: Class 25 contains 74819 members Entering Unmasked Estep ConsiderDeletion Score: -85890728.000000 Penalty: 83037.125000 Iteration 62Q: 26 clusters Score -8.589073e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44222 members Mstep: Class 2 contains 49215 members Mstep: Class 3 contains 257 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8854 members Mstep: Class 6 contains 140106 members Mstep: Class 7 contains 52409 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 644 members Mstep: Class 11 contains 4683 members Mstep: Class 12 contains 15477 members Mstep: Class 13 contains 4472 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 10367 members Mstep: Class 18 contains 4413 members Mstep: Class 19 contains 109645 members Mstep: Class 20 contains 3865 members Mstep: Class 21 contains 68551 members Mstep: Class 22 contains 10931 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 643 members Mstep: Class 25 contains 74812 members Entering Unmasked Estep ConsiderDeletion Score: -85890800.000000 Penalty: 83037.125000 Iteration 63Q: 26 clusters Score -8.58908e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44235 members Mstep: Class 2 contains 49215 members Mstep: Class 3 contains 253 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8858 members Mstep: Class 6 contains 140108 members Mstep: Class 7 contains 52387 members Mstep: Class 8 contains 2733 members Mstep: Class 9 contains 676 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4692 members Mstep: Class 12 contains 15480 members Mstep: Class 13 contains 4467 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 10394 members Mstep: Class 18 contains 4412 members Mstep: Class 19 contains 109640 members Mstep: Class 20 contains 3859 members Mstep: Class 21 contains 68548 members Mstep: Class 22 contains 10926 members Mstep: Class 23 contains 672 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 74802 members Entering Unmasked Estep ConsiderDeletion Score: -85890808.000000 Penalty: 83037.125000 Iteration 64Q: 26 clusters Score -8.589081e+07 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44249 members Mstep: Class 2 contains 49215 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8866 members Mstep: Class 6 contains 140108 members Mstep: Class 7 contains 52362 members Mstep: Class 8 contains 2732 members Mstep: Class 9 contains 676 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4697 members Mstep: Class 12 contains 15485 members Mstep: Class 13 contains 4464 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39841 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 10422 members Mstep: Class 18 contains 4407 members Mstep: Class 19 contains 109632 members Mstep: Class 20 contains 3847 members Mstep: Class 21 contains 68553 members Mstep: Class 22 contains 10923 members Mstep: Class 23 contains 673 members Mstep: Class 24 contains 644 members Mstep: Class 25 contains 74798 members Entering Unmasked Estep ConsiderDeletion Score: -85891032.000000 Penalty: 83037.125000 Iteration 65Q: 26 clusters Score -8.589103e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44268 members Mstep: Class 2 contains 49215 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8869 members Mstep: Class 6 contains 140111 members Mstep: Class 7 contains 52332 members Mstep: Class 8 contains 2732 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 643 members Mstep: Class 11 contains 4701 members Mstep: Class 12 contains 15490 members Mstep: Class 13 contains 4458 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39843 members Mstep: Class 16 contains 1297 members Mstep: Class 17 contains 10447 members Mstep: Class 18 contains 4400 members Mstep: Class 19 contains 109624 members Mstep: Class 20 contains 3837 members Mstep: Class 21 contains 68555 members Mstep: Class 22 contains 10922 members Mstep: Class 23 contains 674 members Mstep: Class 24 contains 645 members Mstep: Class 25 contains 74796 members Entering Unmasked Estep ConsiderDeletion Score: -85890968.000000 Penalty: 83037.125000 Iteration 66Q: 26 clusters Score -8.589097e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44285 members Mstep: Class 2 contains 49215 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8869 members Mstep: Class 6 contains 140125 members Mstep: Class 7 contains 52305 members Mstep: Class 8 contains 2731 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4704 members Mstep: Class 12 contains 15491 members Mstep: Class 13 contains 4449 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39842 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10461 members Mstep: Class 18 contains 4395 members Mstep: Class 19 contains 109625 members Mstep: Class 20 contains 3832 members Mstep: Class 21 contains 68556 members Mstep: Class 22 contains 10921 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74793 members Entering Unmasked Estep ConsiderDeletion Score: -85890896.000000 Penalty: 83037.125000 Iteration 67Q: 26 clusters Score -8.58909e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44299 members Mstep: Class 2 contains 49217 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8869 members Mstep: Class 6 contains 140137 members Mstep: Class 7 contains 52284 members Mstep: Class 8 contains 2729 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4708 members Mstep: Class 12 contains 15493 members Mstep: Class 13 contains 4436 members Mstep: Class 14 contains 5355 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10485 members Mstep: Class 18 contains 4384 members Mstep: Class 19 contains 109618 members Mstep: Class 20 contains 3827 members Mstep: Class 21 contains 68559 members Mstep: Class 22 contains 10922 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74790 members Entering Unmasked Estep ConsiderDeletion Score: -85890952.000000 Penalty: 83037.125000 Iteration 68Q: 26 clusters Score -8.589095e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44310 members Mstep: Class 2 contains 49216 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8871 members Mstep: Class 6 contains 140145 members Mstep: Class 7 contains 52263 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4712 members Mstep: Class 12 contains 15499 members Mstep: Class 13 contains 4427 members Mstep: Class 14 contains 5356 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10512 members Mstep: Class 18 contains 4377 members Mstep: Class 19 contains 109605 members Mstep: Class 20 contains 3821 members Mstep: Class 21 contains 68556 members Mstep: Class 22 contains 10921 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74793 members Entering Unmasked Estep ConsiderDeletion Score: -85890992.000000 Penalty: 83037.125000 Iteration 69Q: 26 clusters Score -8.589099e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44316 members Mstep: Class 2 contains 49214 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8875 members Mstep: Class 6 contains 140150 members Mstep: Class 7 contains 52241 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4715 members Mstep: Class 12 contains 15508 members Mstep: Class 13 contains 4412 members Mstep: Class 14 contains 5356 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10533 members Mstep: Class 18 contains 4371 members Mstep: Class 19 contains 109605 members Mstep: Class 20 contains 3814 members Mstep: Class 21 contains 68559 members Mstep: Class 22 contains 10922 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74793 members Entering Unmasked Estep ConsiderDeletion Score: -85891080.000000 Penalty: 83037.125000 Iteration 70Q: 26 clusters Score -8.589108e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44334 members Mstep: Class 2 contains 49212 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8871 members Mstep: Class 6 contains 140155 members Mstep: Class 7 contains 52220 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4720 members Mstep: Class 12 contains 15513 members Mstep: Class 13 contains 4407 members Mstep: Class 14 contains 5356 members Mstep: Class 15 contains 39843 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10547 members Mstep: Class 18 contains 4363 members Mstep: Class 19 contains 109609 members Mstep: Class 20 contains 3807 members Mstep: Class 21 contains 68560 members Mstep: Class 22 contains 10921 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74790 members Entering Unmasked Estep ConsiderDeletion Score: -85891000.000000 Penalty: 83037.125000 Iteration 71Q: 26 clusters Score -8.5891e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44338 members Mstep: Class 2 contains 49212 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8872 members Mstep: Class 6 contains 140159 members Mstep: Class 7 contains 52204 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4725 members Mstep: Class 12 contains 15520 members Mstep: Class 13 contains 4398 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10563 members Mstep: Class 18 contains 4357 members Mstep: Class 19 contains 109610 members Mstep: Class 20 contains 3803 members Mstep: Class 21 contains 68558 members Mstep: Class 22 contains 10919 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74788 members Entering Unmasked Estep ConsiderDeletion Score: -85891136.000000 Penalty: 83037.125000 Iteration 72Q: 26 clusters Score -8.589114e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44343 members Mstep: Class 2 contains 49213 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8874 members Mstep: Class 6 contains 140167 members Mstep: Class 7 contains 52192 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4727 members Mstep: Class 12 contains 15521 members Mstep: Class 13 contains 4392 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10586 members Mstep: Class 18 contains 4350 members Mstep: Class 19 contains 109602 members Mstep: Class 20 contains 3790 members Mstep: Class 21 contains 68560 members Mstep: Class 22 contains 10917 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74790 members Entering Unmasked Estep ConsiderDeletion Score: -85891136.000000 Penalty: 83037.125000 Iteration 73Q: 26 clusters Score -8.589114e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44348 members Mstep: Class 2 contains 49211 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8876 members Mstep: Class 6 contains 140169 members Mstep: Class 7 contains 52182 members Mstep: Class 8 contains 2727 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4731 members Mstep: Class 12 contains 15527 members Mstep: Class 13 contains 4386 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10618 members Mstep: Class 18 contains 4348 members Mstep: Class 19 contains 109588 members Mstep: Class 20 contains 3775 members Mstep: Class 21 contains 68562 members Mstep: Class 22 contains 10917 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74785 members Entering Unmasked Estep ConsiderDeletion Score: -85891064.000000 Penalty: 83037.125000 Iteration 74Q: 26 clusters Score -8.589106e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44358 members Mstep: Class 2 contains 49212 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8880 members Mstep: Class 6 contains 140170 members Mstep: Class 7 contains 52168 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4736 members Mstep: Class 12 contains 15526 members Mstep: Class 13 contains 4379 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10640 members Mstep: Class 18 contains 4349 members Mstep: Class 19 contains 109580 members Mstep: Class 20 contains 3764 members Mstep: Class 21 contains 68562 members Mstep: Class 22 contains 10916 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74784 members Entering Unmasked Estep ConsiderDeletion Score: -85891136.000000 Penalty: 83037.125000 Iteration 75Q: 26 clusters Score -8.589114e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44368 members Mstep: Class 2 contains 49215 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8883 members Mstep: Class 6 contains 140169 members Mstep: Class 7 contains 52155 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4738 members Mstep: Class 12 contains 15526 members Mstep: Class 13 contains 4368 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39848 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10660 members Mstep: Class 18 contains 4351 members Mstep: Class 19 contains 109571 members Mstep: Class 20 contains 3754 members Mstep: Class 21 contains 68566 members Mstep: Class 22 contains 10915 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74781 members Entering Unmasked Estep ConsiderDeletion Score: -85891016.000000 Penalty: 83037.125000 Iteration 76Q: 26 clusters Score -8.589102e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44373 members Mstep: Class 2 contains 49221 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8887 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52147 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4742 members Mstep: Class 12 contains 15532 members Mstep: Class 13 contains 4358 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39846 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10682 members Mstep: Class 18 contains 4352 members Mstep: Class 19 contains 109565 members Mstep: Class 20 contains 3743 members Mstep: Class 21 contains 68565 members Mstep: Class 22 contains 10911 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74770 members Entering Unmasked Estep ConsiderDeletion Score: -85891032.000000 Penalty: 83037.125000 Iteration 77Q: 26 clusters Score -8.589103e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44376 members Mstep: Class 2 contains 49220 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 1280 members Mstep: Class 5 contains 8890 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52137 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4746 members Mstep: Class 12 contains 15541 members Mstep: Class 13 contains 4347 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39847 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10710 members Mstep: Class 18 contains 4350 members Mstep: Class 19 contains 109562 members Mstep: Class 20 contains 3731 members Mstep: Class 21 contains 68561 members Mstep: Class 22 contains 10911 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74765 members Entering Unmasked Estep ConsiderDeletion Score: -85890968.000000 Penalty: 83037.125000 Iteration 78Q: 26 clusters Score -8.589097e+07 nChanged 99 Entering ConstructFrom: Score: -85890968.000000 Penalty: 83037.125000 Entering ConstructFrom: Trying to split cluster 1 (44376 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44376 members Entering Unmasked Estep Score: -5989720.500000 Penalty: 2653.712646 Iteration 0F: 2 clusters Score -5989720 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22242 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -5959983.000000 Penalty: 5307.425293 Iteration 0F: 3 clusters Score -5959983 nChanged 20226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22902 members Mstep: Class 2 contains 21474 members Entering Unmasked Estep Score: -5971129.000000 Penalty: 5307.425293 Iteration 1F: 3 clusters Score -5971129 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23381 members Mstep: Class 2 contains 20995 members Entering Unmasked Estep Score: -5971520.500000 Penalty: 5307.425293 Iteration 2Q: 3 clusters Score -5971520 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24052 members Mstep: Class 2 contains 20324 members Entering Unmasked Estep Score: -5971964.500000 Penalty: 5307.425293 Iteration 3Q: 3 clusters Score -5971964 nChanged 1614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25046 members Mstep: Class 2 contains 19330 members Entering Unmasked Estep Score: -5972475.000000 Penalty: 5307.425293 Iteration 4Q: 3 clusters Score -5972475 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26406 members Mstep: Class 2 contains 17970 members Entering Unmasked Estep Score: -5973090.500000 Penalty: 5307.425293 Iteration 5Q: 3 clusters Score -5973090 nChanged 2122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28302 members Mstep: Class 2 contains 16074 members Entering Unmasked Estep Score: -5974093.000000 Penalty: 5307.425293 Iteration 6Q: 3 clusters Score -5974093 nChanged 2663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30859 members Mstep: Class 2 contains 13517 members Entering Unmasked Estep Score: -5975662.000000 Penalty: 5307.425293 Iteration 7F: 3 clusters Score -5975662 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33949 members Mstep: Class 2 contains 10427 members Entering Unmasked Estep Score: -5977925.000000 Penalty: 5307.425293 Iteration 8F: 3 clusters Score -5977925 nChanged 3385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37320 members Mstep: Class 2 contains 7056 members Entering Unmasked Estep Score: -5980987.000000 Penalty: 5307.425293 Iteration 9F: 3 clusters Score -5980987 nChanged 3012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40320 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -5983825.500000 Penalty: 5307.425293 Iteration 10F: 3 clusters Score -5983826 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42288 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -5985665.500000 Penalty: 5307.425293 Iteration 11Q: 3 clusters Score -5985666 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43310 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -5986567.000000 Penalty: 5307.425293 Iteration 12Q: 3 clusters Score -5986567 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43761 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -5987016.000000 Penalty: 5307.425293 Iteration 13Q: 3 clusters Score -5987016 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43933 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -5987201.500000 Penalty: 5307.425293 Iteration 14Q: 3 clusters Score -5987202 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43996 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -5987278.000000 Penalty: 5307.425293 Iteration 15Q: 3 clusters Score -5987278 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44029 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -5987335.000000 Penalty: 5307.425293 Iteration 16Q: 3 clusters Score -5987335 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44047 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -5987363.500000 Penalty: 5307.425293 Iteration 17Q: 3 clusters Score -5987364 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44052 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -5987370.500000 Penalty: 5307.425293 Iteration 18Q: 3 clusters Score -5987370 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44057 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -5987386.500000 Penalty: 5307.425293 Iteration 19Q: 3 clusters Score -5987386 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44061 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -5987389.500000 Penalty: 5307.425293 Iteration 20F: 3 clusters Score -5987390 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44061 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -5987399.500000 Penalty: 5307.425293 Iteration 21Q: 3 clusters Score -5987400 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44060 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -5987412.500000 Penalty: 5307.425293 Iteration 22Q: 3 clusters Score -5987412 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44065 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -5987413.500000 Penalty: 5307.425293 Iteration 23Q: 3 clusters Score -5987414 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44070 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -5987423.000000 Penalty: 5307.425293 Iteration 24Q: 3 clusters Score -5987423 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44071 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -5987423.000000 Penalty: 5307.425293 Iteration 25Q: 3 clusters Score -5987423 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44074 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -5987433.500000 Penalty: 5307.425293 Iteration 26Q: 3 clusters Score -5987434 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44077 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -5987434.500000 Penalty: 5307.425293 Iteration 27Q: 3 clusters Score -5987434 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44081 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -5987439.000000 Penalty: 5307.425293 Iteration 28Q: 3 clusters Score -5987439 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44086 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -5987446.000000 Penalty: 5307.425293 Iteration 29Q: 3 clusters Score -5987446 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44087 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -5987455.500000 Penalty: 5307.425293 Iteration 30Q: 3 clusters Score -5987456 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44088 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -5987459.000000 Penalty: 5307.425293 Iteration 31Q: 3 clusters Score -5987459 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44089 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -5987458.500000 Penalty: 5307.425293 Iteration 32Q: 3 clusters Score -5987458 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44090 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -5987463.000000 Penalty: 5307.425293 Iteration 33Q: 3 clusters Score -5987463 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44090 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -5987463.000000 Penalty: 5307.425293 Iteration 34F: 3 clusters Score -5987463 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (49223 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49223 members Entering Unmasked Estep Score: -6597813.500000 Penalty: 2679.420898 Iteration 0F: 2 clusters Score -6597814 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24714 members Mstep: Class 2 contains 24509 members Entering Unmasked Estep Score: -6564822.000000 Penalty: 5358.841797 Iteration 0F: 3 clusters Score -6564822 nChanged 22770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25558 members Mstep: Class 2 contains 23665 members Entering Unmasked Estep Score: -6577212.500000 Penalty: 5358.841797 Iteration 1F: 3 clusters Score -6577212 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26103 members Mstep: Class 2 contains 23120 members Entering Unmasked Estep Score: -6577799.500000 Penalty: 5358.841797 Iteration 2Q: 3 clusters Score -6577800 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26919 members Mstep: Class 2 contains 22304 members Entering Unmasked Estep Score: -6578485.000000 Penalty: 5358.841797 Iteration 3Q: 3 clusters Score -6578485 nChanged 2233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28226 members Mstep: Class 2 contains 20997 members Entering Unmasked Estep Score: -6579378.500000 Penalty: 5358.841797 Iteration 4Q: 3 clusters Score -6579378 nChanged 2635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30117 members Mstep: Class 2 contains 19106 members Entering Unmasked Estep Score: -6580649.500000 Penalty: 5358.841797 Iteration 5F: 3 clusters Score -6580650 nChanged 3068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32615 members Mstep: Class 2 contains 16608 members Entering Unmasked Estep Score: -6582457.000000 Penalty: 5358.841797 Iteration 6F: 3 clusters Score -6582457 nChanged 3501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35636 members Mstep: Class 2 contains 13587 members Entering Unmasked Estep Score: -6584918.000000 Penalty: 5358.841797 Iteration 7F: 3 clusters Score -6584918 nChanged 3533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38841 members Mstep: Class 2 contains 10382 members Entering Unmasked Estep Score: -6587573.500000 Penalty: 5358.841797 Iteration 8F: 3 clusters Score -6587574 nChanged 3067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41704 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -6590007.500000 Penalty: 5358.841797 Iteration 9F: 3 clusters Score -6590008 nChanged 2458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44052 members Mstep: Class 2 contains 5171 members Entering Unmasked Estep Score: -6591970.000000 Penalty: 5358.841797 Iteration 10Q: 3 clusters Score -6591970 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45755 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -6593356.500000 Penalty: 5358.841797 Iteration 11Q: 3 clusters Score -6593356 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46871 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -6594211.000000 Penalty: 5358.841797 Iteration 12Q: 3 clusters Score -6594211 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47589 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -6594696.500000 Penalty: 5358.841797 Iteration 13Q: 3 clusters Score -6594696 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47983 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -6594951.500000 Penalty: 5358.841797 Iteration 14Q: 3 clusters Score -6594952 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48231 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -6595133.500000 Penalty: 5358.841797 Iteration 15Q: 3 clusters Score -6595134 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48385 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -6595283.000000 Penalty: 5358.841797 Iteration 16Q: 3 clusters Score -6595283 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48500 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -6595390.000000 Penalty: 5358.841797 Iteration 17Q: 3 clusters Score -6595390 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48562 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -6595438.500000 Penalty: 5358.841797 Iteration 18Q: 3 clusters Score -6595438 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48609 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -6595472.500000 Penalty: 5358.841797 Iteration 19Q: 3 clusters Score -6595472 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48654 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -6595508.000000 Penalty: 5358.841797 Iteration 20F: 3 clusters Score -6595508 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48679 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -6595544.000000 Penalty: 5358.841797 Iteration 21Q: 3 clusters Score -6595544 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48700 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -6595561.500000 Penalty: 5358.841797 Iteration 22Q: 3 clusters Score -6595562 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48713 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -6595579.000000 Penalty: 5358.841797 Iteration 23Q: 3 clusters Score -6595579 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48720 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -6595585.000000 Penalty: 5358.841797 Iteration 24Q: 3 clusters Score -6595585 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48726 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -6595590.500000 Penalty: 5358.841797 Iteration 25Q: 3 clusters Score -6595590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48729 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -6595588.500000 Penalty: 5358.841797 Iteration 26Q: 3 clusters Score -6595588 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48731 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -6595594.500000 Penalty: 5358.841797 Iteration 27Q: 3 clusters Score -6595594 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48731 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -6595594.500000 Penalty: 5358.841797 Iteration 28F: 3 clusters Score -6595594 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -23477.718750 Penalty: 1370.312378 Iteration 0F: 2 clusters Score -23477.72 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 114 members Entering Unmasked Estep Score: -22382.681641 Penalty: 2740.624756 Iteration 0F: 3 clusters Score -22382.68 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -22574.781250 Penalty: 2740.624756 Iteration 1F: 3 clusters Score -22574.78 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -22636.730469 Penalty: 2740.624756 Iteration 2Q: 3 clusters Score -22636.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -22677.458984 Penalty: 2740.624756 Iteration 3Q: 3 clusters Score -22677.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -22689.603516 Penalty: 2740.624756 Iteration 4Q: 3 clusters Score -22689.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -22689.603516 Penalty: 2740.624756 Iteration 5F: 3 clusters Score -22689.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1280 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Entering Unmasked Estep Score: -150456.968750 Penalty: 1774.344604 Iteration 0F: 2 clusters Score -150457 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -148498.750000 Penalty: 3548.689209 Iteration 0F: 3 clusters Score -148498.8 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -149508.046875 Penalty: 3548.689209 Iteration 1F: 3 clusters Score -149508 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -150571.734375 Penalty: 3548.689209 Iteration 2F: 3 clusters Score -150571.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -151339.921875 Penalty: 3548.689209 Iteration 3F: 3 clusters Score -151339.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -151658.734375 Penalty: 3548.689209 Iteration 4F: 3 clusters Score -151658.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -151913.781250 Penalty: 3548.689209 Iteration 5Q: 3 clusters Score -151913.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -152104.515625 Penalty: 3548.689209 Iteration 6Q: 3 clusters Score -152104.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -152219.703125 Penalty: 3548.689209 Iteration 7Q: 3 clusters Score -152219.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -152308.562500 Penalty: 3548.689209 Iteration 8Q: 3 clusters Score -152308.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -152353.640625 Penalty: 3548.689209 Iteration 9Q: 3 clusters Score -152353.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -152396.109375 Penalty: 3548.689209 Iteration 10Q: 3 clusters Score -152396.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -152436.156250 Penalty: 3548.689209 Iteration 11Q: 3 clusters Score -152436.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -152466.093750 Penalty: 3548.689209 Iteration 12Q: 3 clusters Score -152466.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -152489.312500 Penalty: 3548.689209 Iteration 13Q: 3 clusters Score -152489.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -152489.578125 Penalty: 3548.689209 Iteration 14F: 3 clusters Score -152489.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -152492.796875 Penalty: 3548.689209 Iteration 15Q: 3 clusters Score -152492.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -152492.796875 Penalty: 3548.689209 Iteration 16F: 3 clusters Score -152492.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44376 members Mstep: Class 2 contains 49223 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 8894 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52132 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4747 members Mstep: Class 12 contains 15547 members Mstep: Class 13 contains 4345 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39847 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10739 members Mstep: Class 18 contains 4349 members Mstep: Class 19 contains 109549 members Mstep: Class 20 contains 3716 members Mstep: Class 21 contains 68561 members Mstep: Class 22 contains 10907 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74762 members Mstep: Class 26 contains 783 members Entering Unmasked Estep Score: -85891440.000000 Penalty: 86358.609375 Splitting cluster 4 changes total score from -85890968.000000 to -85891440.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 5 (8894 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8894 members Entering Unmasked Estep Score: -1189448.250000 Penalty: 2255.096680 Iteration 0F: 2 clusters Score -1189448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -1182468.875000 Penalty: 4510.193359 Iteration 0F: 3 clusters Score -1182469 nChanged 3658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -1184387.625000 Penalty: 4510.193359 Iteration 1F: 3 clusters Score -1184388 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -1184678.375000 Penalty: 4510.193359 Iteration 2F: 3 clusters Score -1184678 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -1184873.375000 Penalty: 4510.193359 Iteration 3Q: 3 clusters Score -1184873 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -1184997.875000 Penalty: 4510.193359 Iteration 4Q: 3 clusters Score -1184998 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1185093.625000 Penalty: 4510.193359 Iteration 5Q: 3 clusters Score -1185094 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1185167.875000 Penalty: 4510.193359 Iteration 6Q: 3 clusters Score -1185168 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -1185232.500000 Penalty: 4510.193359 Iteration 7Q: 3 clusters Score -1185232 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -1185302.125000 Penalty: 4510.193359 Iteration 8Q: 3 clusters Score -1185302 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -1185350.500000 Penalty: 4510.193359 Iteration 9Q: 3 clusters Score -1185350 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -1185403.750000 Penalty: 4510.193359 Iteration 10Q: 3 clusters Score -1185404 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 4536 members Entering Unmasked Estep Score: -1185455.375000 Penalty: 4510.193359 Iteration 11Q: 3 clusters Score -1185455 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 4516 members Entering Unmasked Estep Score: -1185498.875000 Penalty: 4510.193359 Iteration 12Q: 3 clusters Score -1185499 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1185543.125000 Penalty: 4510.193359 Iteration 13Q: 3 clusters Score -1185543 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 4482 members Entering Unmasked Estep Score: -1185576.000000 Penalty: 4510.193359 Iteration 14Q: 3 clusters Score -1185576 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -1185615.875000 Penalty: 4510.193359 Iteration 15Q: 3 clusters Score -1185616 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -1185655.125000 Penalty: 4510.193359 Iteration 16Q: 3 clusters Score -1185655 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1185700.375000 Penalty: 4510.193359 Iteration 17Q: 3 clusters Score -1185700 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 4389 members Entering Unmasked Estep Score: -1185743.250000 Penalty: 4510.193359 Iteration 18Q: 3 clusters Score -1185743 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1185785.375000 Penalty: 4510.193359 Iteration 19Q: 3 clusters Score -1185785 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -1185819.000000 Penalty: 4510.193359 Iteration 20F: 3 clusters Score -1185819 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1185843.250000 Penalty: 4510.193359 Iteration 21Q: 3 clusters Score -1185843 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -1185865.625000 Penalty: 4510.193359 Iteration 22Q: 3 clusters Score -1185866 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4554 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -1185887.125000 Penalty: 4510.193359 Iteration 23Q: 3 clusters Score -1185887 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 4321 members Entering Unmasked Estep Score: -1185913.750000 Penalty: 4510.193359 Iteration 24Q: 3 clusters Score -1185914 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1185942.625000 Penalty: 4510.193359 Iteration 25Q: 3 clusters Score -1185943 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -1185976.250000 Penalty: 4510.193359 Iteration 26Q: 3 clusters Score -1185976 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -1186009.125000 Penalty: 4510.193359 Iteration 27Q: 3 clusters Score -1186009 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -1186038.125000 Penalty: 4510.193359 Iteration 28Q: 3 clusters Score -1186038 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 4173 members Entering Unmasked Estep Score: -1186069.125000 Penalty: 4510.193359 Iteration 29Q: 3 clusters Score -1186069 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -1186109.500000 Penalty: 4510.193359 Iteration 30Q: 3 clusters Score -1186110 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1186151.125000 Penalty: 4510.193359 Iteration 31Q: 3 clusters Score -1186151 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -1186192.250000 Penalty: 4510.193359 Iteration 32Q: 3 clusters Score -1186192 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4859 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -1186243.500000 Penalty: 4510.193359 Iteration 33Q: 3 clusters Score -1186244 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -1186290.875000 Penalty: 4510.193359 Iteration 34Q: 3 clusters Score -1186291 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -1186334.875000 Penalty: 4510.193359 Iteration 35Q: 3 clusters Score -1186335 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4983 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1186381.000000 Penalty: 4510.193359 Iteration 36Q: 3 clusters Score -1186381 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1186421.750000 Penalty: 4510.193359 Iteration 37Q: 3 clusters Score -1186422 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5060 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -1186460.375000 Penalty: 4510.193359 Iteration 38Q: 3 clusters Score -1186460 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -1186489.625000 Penalty: 4510.193359 Iteration 39Q: 3 clusters Score -1186490 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1186512.000000 Penalty: 4510.193359 Iteration 40F: 3 clusters Score -1186512 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1186533.375000 Penalty: 4510.193359 Iteration 41Q: 3 clusters Score -1186533 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -1186555.500000 Penalty: 4510.193359 Iteration 42Q: 3 clusters Score -1186556 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -1186568.750000 Penalty: 4510.193359 Iteration 43Q: 3 clusters Score -1186569 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5149 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -1186577.875000 Penalty: 4510.193359 Iteration 44Q: 3 clusters Score -1186578 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1186587.875000 Penalty: 4510.193359 Iteration 45Q: 3 clusters Score -1186588 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -1186593.250000 Penalty: 4510.193359 Iteration 46Q: 3 clusters Score -1186593 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -1186597.375000 Penalty: 4510.193359 Iteration 47Q: 3 clusters Score -1186597 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5170 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -1186602.000000 Penalty: 4510.193359 Iteration 48Q: 3 clusters Score -1186602 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1186606.000000 Penalty: 4510.193359 Iteration 49Q: 3 clusters Score -1186606 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -1186609.125000 Penalty: 4510.193359 Iteration 50Q: 3 clusters Score -1186609 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1186608.750000 Penalty: 4510.193359 Iteration 51Q: 3 clusters Score -1186609 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -1186614.625000 Penalty: 4510.193359 Iteration 52Q: 3 clusters Score -1186615 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -1186617.750000 Penalty: 4510.193359 Iteration 53Q: 3 clusters Score -1186618 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1186617.625000 Penalty: 4510.193359 Iteration 54Q: 3 clusters Score -1186618 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -1186621.500000 Penalty: 4510.193359 Iteration 55Q: 3 clusters Score -1186622 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1186626.375000 Penalty: 4510.193359 Iteration 56Q: 3 clusters Score -1186626 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -1186626.375000 Penalty: 4510.193359 Iteration 57Q: 3 clusters Score -1186626 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -1186627.625000 Penalty: 4510.193359 Iteration 58Q: 3 clusters Score -1186628 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -1186632.125000 Penalty: 4510.193359 Iteration 59Q: 3 clusters Score -1186632 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -1186636.125000 Penalty: 4510.193359 Iteration 60F: 3 clusters Score -1186636 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -1186635.500000 Penalty: 4510.193359 Iteration 61Q: 3 clusters Score -1186636 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5229 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -1186637.625000 Penalty: 4510.193359 Iteration 62Q: 3 clusters Score -1186638 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -1186639.375000 Penalty: 4510.193359 Iteration 63Q: 3 clusters Score -1186639 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1186640.000000 Penalty: 4510.193359 Iteration 64Q: 3 clusters Score -1186640 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1186644.125000 Penalty: 4510.193359 Iteration 65Q: 3 clusters Score -1186644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -1186642.500000 Penalty: 4510.193359 Iteration 66Q: 3 clusters Score -1186642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5232 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -1186642.500000 Penalty: 4510.193359 Iteration 67Q: 3 clusters Score -1186642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -1186643.750000 Penalty: 4510.193359 Iteration 68Q: 3 clusters Score -1186644 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -1186645.000000 Penalty: 4510.193359 Iteration 69Q: 3 clusters Score -1186645 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1186644.875000 Penalty: 4510.193359 Iteration 70Q: 3 clusters Score -1186645 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 3649 members Entering Unmasked Estep Score: -1186645.875000 Penalty: 4510.193359 Iteration 71Q: 3 clusters Score -1186646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -1186646.625000 Penalty: 4510.193359 Iteration 72Q: 3 clusters Score -1186647 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1186648.250000 Penalty: 4510.193359 Iteration 73Q: 3 clusters Score -1186648 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -1186648.500000 Penalty: 4510.193359 Iteration 74Q: 3 clusters Score -1186648 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5246 members Mstep: Class 2 contains 3648 members Entering Unmasked Estep Score: -1186649.250000 Penalty: 4510.193359 Iteration 75Q: 3 clusters Score -1186649 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -1186650.375000 Penalty: 4510.193359 Iteration 76Q: 3 clusters Score -1186650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -1186651.000000 Penalty: 4510.193359 Iteration 77Q: 3 clusters Score -1186651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -1186650.625000 Penalty: 4510.193359 Iteration 78Q: 3 clusters Score -1186651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1186650.500000 Penalty: 4510.193359 Iteration 79Q: 3 clusters Score -1186650 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5253 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1186650.500000 Penalty: 4510.193359 Iteration 80F: 3 clusters Score -1186650 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (140174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140174 members Entering Unmasked Estep Score: -18872204.000000 Penalty: 2938.958496 Iteration 0F: 2 clusters Score -1.88722e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70005 members Mstep: Class 2 contains 70169 members Entering Unmasked Estep Score: -18781544.000000 Penalty: 5877.916992 Iteration 0F: 3 clusters Score -1.878154e+07 nChanged 66840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68585 members Mstep: Class 2 contains 71589 members Entering Unmasked Estep Score: -18820716.000000 Penalty: 5877.916992 Iteration 1F: 3 clusters Score -1.882072e+07 nChanged 4372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67679 members Mstep: Class 2 contains 72495 members Entering Unmasked Estep Score: -18821712.000000 Penalty: 5877.916992 Iteration 2Q: 3 clusters Score -1.882171e+07 nChanged 4412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66205 members Mstep: Class 2 contains 73969 members Entering Unmasked Estep Score: -18822748.000000 Penalty: 5877.916992 Iteration 3Q: 3 clusters Score -1.882275e+07 nChanged 4668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63967 members Mstep: Class 2 contains 76207 members Entering Unmasked Estep Score: -18824062.000000 Penalty: 5877.916992 Iteration 4Q: 3 clusters Score -1.882406e+07 nChanged 5403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60656 members Mstep: Class 2 contains 79518 members Entering Unmasked Estep Score: -18825866.000000 Penalty: 5877.916992 Iteration 5Q: 3 clusters Score -1.882587e+07 nChanged 6621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55781 members Mstep: Class 2 contains 84393 members Entering Unmasked Estep Score: -18828664.000000 Penalty: 5877.916992 Iteration 6Q: 3 clusters Score -1.882866e+07 nChanged 8004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49109 members Mstep: Class 2 contains 91065 members Entering Unmasked Estep Score: -18833098.000000 Penalty: 5877.916992 Iteration 7F: 3 clusters Score -1.88331e+07 nChanged 9014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41079 members Mstep: Class 2 contains 99095 members Entering Unmasked Estep Score: -18838778.000000 Penalty: 5877.916992 Iteration 8F: 3 clusters Score -1.883878e+07 nChanged 9357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32624 members Mstep: Class 2 contains 107550 members Entering Unmasked Estep Score: -18845258.000000 Penalty: 5877.916992 Iteration 9F: 3 clusters Score -1.884526e+07 nChanged 8210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25122 members Mstep: Class 2 contains 115052 members Entering Unmasked Estep Score: -18851510.000000 Penalty: 5877.916992 Iteration 10F: 3 clusters Score -1.885151e+07 nChanged 6282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19482 members Mstep: Class 2 contains 120692 members Entering Unmasked Estep Score: -18856572.000000 Penalty: 5877.916992 Iteration 11Q: 3 clusters Score -1.885657e+07 nChanged 4467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15569 members Mstep: Class 2 contains 124605 members Entering Unmasked Estep Score: -18860628.000000 Penalty: 5877.916992 Iteration 12Q: 3 clusters Score -1.886063e+07 nChanged 2997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13152 members Mstep: Class 2 contains 127022 members Entering Unmasked Estep Score: -18863546.000000 Penalty: 5877.916992 Iteration 13Q: 3 clusters Score -1.886355e+07 nChanged 2037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11605 members Mstep: Class 2 contains 128569 members Entering Unmasked Estep Score: -18865326.000000 Penalty: 5877.916992 Iteration 14Q: 3 clusters Score -1.886533e+07 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 129692 members Entering Unmasked Estep Score: -18866500.000000 Penalty: 5877.916992 Iteration 15Q: 3 clusters Score -1.88665e+07 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9597 members Mstep: Class 2 contains 130577 members Entering Unmasked Estep Score: -18867306.000000 Penalty: 5877.916992 Iteration 16Q: 3 clusters Score -1.886731e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8893 members Mstep: Class 2 contains 131281 members Entering Unmasked Estep Score: -18867828.000000 Penalty: 5877.916992 Iteration 17Q: 3 clusters Score -1.886783e+07 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8325 members Mstep: Class 2 contains 131849 members Entering Unmasked Estep Score: -18868192.000000 Penalty: 5877.916992 Iteration 18Q: 3 clusters Score -1.886819e+07 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 132317 members Entering Unmasked Estep Score: -18868516.000000 Penalty: 5877.916992 Iteration 19Q: 3 clusters Score -1.886852e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7456 members Mstep: Class 2 contains 132718 members Entering Unmasked Estep Score: -18868668.000000 Penalty: 5877.916992 Iteration 20F: 3 clusters Score -1.886867e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 133060 members Entering Unmasked Estep Score: -18868806.000000 Penalty: 5877.916992 Iteration 21Q: 3 clusters Score -1.886881e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 133346 members Entering Unmasked Estep Score: -18868954.000000 Penalty: 5877.916992 Iteration 22Q: 3 clusters Score -1.886895e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 133583 members Entering Unmasked Estep Score: -18869034.000000 Penalty: 5877.916992 Iteration 23Q: 3 clusters Score -1.886903e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6361 members Mstep: Class 2 contains 133813 members Entering Unmasked Estep Score: -18869020.000000 Penalty: 5877.916992 Iteration 24Q: 3 clusters Score -1.886902e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 134024 members Entering Unmasked Estep Score: -18869090.000000 Penalty: 5877.916992 Iteration 25Q: 3 clusters Score -1.886909e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 134226 members Entering Unmasked Estep Score: -18869188.000000 Penalty: 5877.916992 Iteration 26Q: 3 clusters Score -1.886919e+07 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 134414 members Entering Unmasked Estep Score: -18869246.000000 Penalty: 5877.916992 Iteration 27Q: 3 clusters Score -1.886925e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 134571 members Entering Unmasked Estep Score: -18869272.000000 Penalty: 5877.916992 Iteration 28Q: 3 clusters Score -1.886927e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 134708 members Entering Unmasked Estep Score: -18869274.000000 Penalty: 5877.916992 Iteration 29Q: 3 clusters Score -1.886927e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5334 members Mstep: Class 2 contains 134840 members Entering Unmasked Estep Score: -18869290.000000 Penalty: 5877.916992 Iteration 30Q: 3 clusters Score -1.886929e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 134974 members Entering Unmasked Estep Score: -18869298.000000 Penalty: 5877.916992 Iteration 31Q: 3 clusters Score -1.88693e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5068 members Mstep: Class 2 contains 135106 members Entering Unmasked Estep Score: -18869372.000000 Penalty: 5877.916992 Iteration 32Q: 3 clusters Score -1.886937e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 135221 members Entering Unmasked Estep Score: -18869410.000000 Penalty: 5877.916992 Iteration 33Q: 3 clusters Score -1.886941e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 135353 members Entering Unmasked Estep Score: -18869430.000000 Penalty: 5877.916992 Iteration 34Q: 3 clusters Score -1.886943e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 135480 members Entering Unmasked Estep Score: -18869454.000000 Penalty: 5877.916992 Iteration 35Q: 3 clusters Score -1.886945e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4572 members Mstep: Class 2 contains 135602 members Entering Unmasked Estep Score: -18869478.000000 Penalty: 5877.916992 Iteration 36Q: 3 clusters Score -1.886948e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 135721 members Entering Unmasked Estep Score: -18869458.000000 Penalty: 5877.916992 Iteration 37Q: 3 clusters Score -1.886946e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4353 members Mstep: Class 2 contains 135821 members Entering Unmasked Estep Score: -18869522.000000 Penalty: 5877.916992 Iteration 38Q: 3 clusters Score -1.886952e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 135912 members Entering Unmasked Estep Score: -18869492.000000 Penalty: 5877.916992 Iteration 39Q: 3 clusters Score -1.886949e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 135982 members Entering Unmasked Estep Score: -18869526.000000 Penalty: 5877.916992 Iteration 40F: 3 clusters Score -1.886953e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 136047 members Entering Unmasked Estep Score: -18869552.000000 Penalty: 5877.916992 Iteration 41Q: 3 clusters Score -1.886955e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 136115 members Entering Unmasked Estep Score: -18869552.000000 Penalty: 5877.916992 Iteration 42Q: 3 clusters Score -1.886955e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 136182 members Entering Unmasked Estep Score: -18869544.000000 Penalty: 5877.916992 Iteration 43Q: 3 clusters Score -1.886954e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 136248 members Entering Unmasked Estep Score: -18869528.000000 Penalty: 5877.916992 Iteration 44Q: 3 clusters Score -1.886953e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 136304 members Entering Unmasked Estep Score: -18869524.000000 Penalty: 5877.916992 Iteration 45Q: 3 clusters Score -1.886952e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 136352 members Entering Unmasked Estep Score: -18869538.000000 Penalty: 5877.916992 Iteration 46Q: 3 clusters Score -1.886954e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 136398 members Entering Unmasked Estep Score: -18869538.000000 Penalty: 5877.916992 Iteration 47Q: 3 clusters Score -1.886954e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 136448 members Entering Unmasked Estep Score: -18869560.000000 Penalty: 5877.916992 Iteration 48Q: 3 clusters Score -1.886956e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 136508 members Entering Unmasked Estep Score: -18869578.000000 Penalty: 5877.916992 Iteration 49Q: 3 clusters Score -1.886958e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 136561 members Entering Unmasked Estep Score: -18869562.000000 Penalty: 5877.916992 Iteration 50Q: 3 clusters Score -1.886956e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3564 members Mstep: Class 2 contains 136610 members Entering Unmasked Estep Score: -18869568.000000 Penalty: 5877.916992 Iteration 51Q: 3 clusters Score -1.886957e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 136671 members Entering Unmasked Estep Score: -18869580.000000 Penalty: 5877.916992 Iteration 52Q: 3 clusters Score -1.886958e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 136730 members Entering Unmasked Estep Score: -18869570.000000 Penalty: 5877.916992 Iteration 53Q: 3 clusters Score -1.886957e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 136789 members Entering Unmasked Estep Score: -18869594.000000 Penalty: 5877.916992 Iteration 54Q: 3 clusters Score -1.886959e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 136847 members Entering Unmasked Estep Score: -18869618.000000 Penalty: 5877.916992 Iteration 55Q: 3 clusters Score -1.886962e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 136910 members Entering Unmasked Estep Score: -18869610.000000 Penalty: 5877.916992 Iteration 56Q: 3 clusters Score -1.886961e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 136977 members Entering Unmasked Estep Score: -18869606.000000 Penalty: 5877.916992 Iteration 57Q: 3 clusters Score -1.886961e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 137043 members Entering Unmasked Estep Score: -18869596.000000 Penalty: 5877.916992 Iteration 58Q: 3 clusters Score -1.88696e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 137114 members Entering Unmasked Estep Score: -18869608.000000 Penalty: 5877.916992 Iteration 59Q: 3 clusters Score -1.886961e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 137180 members Entering Unmasked Estep Score: -18869624.000000 Penalty: 5877.916992 Iteration 60F: 3 clusters Score -1.886962e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 137233 members Entering Unmasked Estep Score: -18869650.000000 Penalty: 5877.916992 Iteration 61Q: 3 clusters Score -1.886965e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 137278 members Entering Unmasked Estep Score: -18869654.000000 Penalty: 5877.916992 Iteration 62Q: 3 clusters Score -1.886965e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 137323 members Entering Unmasked Estep Score: -18869676.000000 Penalty: 5877.916992 Iteration 63Q: 3 clusters Score -1.886968e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 137378 members Entering Unmasked Estep Score: -18869686.000000 Penalty: 5877.916992 Iteration 64Q: 3 clusters Score -1.886969e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 137430 members Entering Unmasked Estep Score: -18869696.000000 Penalty: 5877.916992 Iteration 65Q: 3 clusters Score -1.88697e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 137477 members Entering Unmasked Estep Score: -18869710.000000 Penalty: 5877.916992 Iteration 66Q: 3 clusters Score -1.886971e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 137520 members Entering Unmasked Estep Score: -18869734.000000 Penalty: 5877.916992 Iteration 67Q: 3 clusters Score -1.886973e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 137562 members Entering Unmasked Estep Score: -18869726.000000 Penalty: 5877.916992 Iteration 68Q: 3 clusters Score -1.886973e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 137606 members Entering Unmasked Estep Score: -18869724.000000 Penalty: 5877.916992 Iteration 69Q: 3 clusters Score -1.886972e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 137659 members Entering Unmasked Estep Score: -18869750.000000 Penalty: 5877.916992 Iteration 70Q: 3 clusters Score -1.886975e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 137709 members Entering Unmasked Estep Score: -18869762.000000 Penalty: 5877.916992 Iteration 71Q: 3 clusters Score -1.886976e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 137745 members Entering Unmasked Estep Score: -18869764.000000 Penalty: 5877.916992 Iteration 72Q: 3 clusters Score -1.886976e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 137776 members Entering Unmasked Estep Score: -18869782.000000 Penalty: 5877.916992 Iteration 73Q: 3 clusters Score -1.886978e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 137811 members Entering Unmasked Estep Score: -18869766.000000 Penalty: 5877.916992 Iteration 74Q: 3 clusters Score -1.886977e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 137852 members Entering Unmasked Estep Score: -18869782.000000 Penalty: 5877.916992 Iteration 75Q: 3 clusters Score -1.886978e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 137892 members Entering Unmasked Estep Score: -18869788.000000 Penalty: 5877.916992 Iteration 76Q: 3 clusters Score -1.886979e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 137931 members Entering Unmasked Estep Score: -18869802.000000 Penalty: 5877.916992 Iteration 77Q: 3 clusters Score -1.88698e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 137954 members Entering Unmasked Estep Score: -18869800.000000 Penalty: 5877.916992 Iteration 78Q: 3 clusters Score -1.88698e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 137974 members Entering Unmasked Estep Score: -18869806.000000 Penalty: 5877.916992 Iteration 79Q: 3 clusters Score -1.886981e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 137997 members Entering Unmasked Estep Score: -18869796.000000 Penalty: 5877.916992 Iteration 80F: 3 clusters Score -1.88698e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 138023 members Entering Unmasked Estep Score: -18869812.000000 Penalty: 5877.916992 Iteration 81Q: 3 clusters Score -1.886981e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 138046 members Entering Unmasked Estep Score: -18869806.000000 Penalty: 5877.916992 Iteration 82Q: 3 clusters Score -1.886981e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 138058 members Entering Unmasked Estep Score: -18869804.000000 Penalty: 5877.916992 Iteration 83Q: 3 clusters Score -1.88698e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 138068 members Entering Unmasked Estep Score: -18869824.000000 Penalty: 5877.916992 Iteration 84Q: 3 clusters Score -1.886982e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 138080 members Entering Unmasked Estep Score: -18869844.000000 Penalty: 5877.916992 Iteration 85Q: 3 clusters Score -1.886984e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 138094 members Entering Unmasked Estep Score: -18869850.000000 Penalty: 5877.916992 Iteration 86Q: 3 clusters Score -1.886985e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 138108 members Entering Unmasked Estep Score: -18869850.000000 Penalty: 5877.916992 Iteration 87Q: 3 clusters Score -1.886985e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 138122 members Entering Unmasked Estep Score: -18869852.000000 Penalty: 5877.916992 Iteration 88Q: 3 clusters Score -1.886985e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 138138 members Entering Unmasked Estep Score: -18869840.000000 Penalty: 5877.916992 Iteration 89Q: 3 clusters Score -1.886984e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 138152 members Entering Unmasked Estep Score: -18869848.000000 Penalty: 5877.916992 Iteration 90Q: 3 clusters Score -1.886985e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 138163 members Entering Unmasked Estep Score: -18869836.000000 Penalty: 5877.916992 Iteration 91Q: 3 clusters Score -1.886984e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 138175 members Entering Unmasked Estep Score: -18869852.000000 Penalty: 5877.916992 Iteration 92Q: 3 clusters Score -1.886985e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 138196 members Entering Unmasked Estep Score: -18869858.000000 Penalty: 5877.916992 Iteration 93Q: 3 clusters Score -1.886986e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 138217 members Entering Unmasked Estep Score: -18869838.000000 Penalty: 5877.916992 Iteration 94Q: 3 clusters Score -1.886984e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 138240 members Entering Unmasked Estep Score: -18869850.000000 Penalty: 5877.916992 Iteration 95Q: 3 clusters Score -1.886985e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 138261 members Entering Unmasked Estep Score: -18869844.000000 Penalty: 5877.916992 Iteration 96Q: 3 clusters Score -1.886984e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 138275 members Entering Unmasked Estep Score: -18869828.000000 Penalty: 5877.916992 Iteration 97Q: 3 clusters Score -1.886983e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 138281 members Entering Unmasked Estep Score: -18869838.000000 Penalty: 5877.916992 Iteration 98Q: 3 clusters Score -1.886984e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 138291 members Entering Unmasked Estep Score: -18869858.000000 Penalty: 5877.916992 Iteration 99Q: 3 clusters Score -1.886986e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 138303 members Entering Unmasked Estep Score: -18869850.000000 Penalty: 5877.916992 Iteration 100F: 3 clusters Score -1.886985e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 138315 members Entering Unmasked Estep Score: -18869870.000000 Penalty: 5877.916992 Iteration 101Q: 3 clusters Score -1.886987e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 138333 members Entering Unmasked Estep Score: -18869884.000000 Penalty: 5877.916992 Iteration 102Q: 3 clusters Score -1.886988e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 138352 members Entering Unmasked Estep Score: -18869884.000000 Penalty: 5877.916992 Iteration 103Q: 3 clusters Score -1.886988e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 138362 members Entering Unmasked Estep Score: -18869880.000000 Penalty: 5877.916992 Iteration 104Q: 3 clusters Score -1.886988e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 138370 members Entering Unmasked Estep Score: -18869868.000000 Penalty: 5877.916992 Iteration 105Q: 3 clusters Score -1.886987e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 138377 members Entering Unmasked Estep Score: -18869884.000000 Penalty: 5877.916992 Iteration 106Q: 3 clusters Score -1.886988e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 138390 members Entering Unmasked Estep Score: -18869904.000000 Penalty: 5877.916992 Iteration 107Q: 3 clusters Score -1.88699e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 138404 members Entering Unmasked Estep Score: -18869906.000000 Penalty: 5877.916992 Iteration 108Q: 3 clusters Score -1.886991e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 138419 members Entering Unmasked Estep Score: -18869912.000000 Penalty: 5877.916992 Iteration 109Q: 3 clusters Score -1.886991e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 138426 members Entering Unmasked Estep Score: -18869916.000000 Penalty: 5877.916992 Iteration 110Q: 3 clusters Score -1.886992e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 138435 members Entering Unmasked Estep Score: -18869918.000000 Penalty: 5877.916992 Iteration 111Q: 3 clusters Score -1.886992e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 138444 members Entering Unmasked Estep Score: -18869916.000000 Penalty: 5877.916992 Iteration 112Q: 3 clusters Score -1.886992e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 138453 members Entering Unmasked Estep Score: -18869910.000000 Penalty: 5877.916992 Iteration 113Q: 3 clusters Score -1.886991e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 138463 members Entering Unmasked Estep Score: -18869924.000000 Penalty: 5877.916992 Iteration 114Q: 3 clusters Score -1.886992e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 138473 members Entering Unmasked Estep Score: -18869936.000000 Penalty: 5877.916992 Iteration 115Q: 3 clusters Score -1.886994e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 138485 members Entering Unmasked Estep Score: -18869938.000000 Penalty: 5877.916992 Iteration 116Q: 3 clusters Score -1.886994e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 138493 members Entering Unmasked Estep Score: -18869936.000000 Penalty: 5877.916992 Iteration 117Q: 3 clusters Score -1.886994e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 138497 members Entering Unmasked Estep Score: -18869938.000000 Penalty: 5877.916992 Iteration 118Q: 3 clusters Score -1.886994e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 138503 members Entering Unmasked Estep Score: -18869932.000000 Penalty: 5877.916992 Iteration 119Q: 3 clusters Score -1.886993e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 138509 members Entering Unmasked Estep Score: -18869942.000000 Penalty: 5877.916992 Iteration 120F: 3 clusters Score -1.886994e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 138516 members Entering Unmasked Estep Score: -18869950.000000 Penalty: 5877.916992 Iteration 121Q: 3 clusters Score -1.886995e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 138521 members Entering Unmasked Estep Score: -18869938.000000 Penalty: 5877.916992 Iteration 122Q: 3 clusters Score -1.886994e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 138522 members Entering Unmasked Estep Score: -18869944.000000 Penalty: 5877.916992 Iteration 123Q: 3 clusters Score -1.886994e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 138526 members Entering Unmasked Estep Score: -18869944.000000 Penalty: 5877.916992 Iteration 124Q: 3 clusters Score -1.886994e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 138529 members Entering Unmasked Estep Score: -18869948.000000 Penalty: 5877.916992 Iteration 125Q: 3 clusters Score -1.886995e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 138530 members Entering Unmasked Estep Score: -18869940.000000 Penalty: 5877.916992 Iteration 126Q: 3 clusters Score -1.886994e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 138531 members Entering Unmasked Estep Score: -18869948.000000 Penalty: 5877.916992 Iteration 127Q: 3 clusters Score -1.886995e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 138531 members Entering Unmasked Estep Score: -18869948.000000 Penalty: 5877.916992 Iteration 128F: 3 clusters Score -1.886995e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (52132 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52132 members Entering Unmasked Estep Score: -6973795.500000 Penalty: 2693.660400 Iteration 0F: 2 clusters Score -6973796 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25911 members Mstep: Class 2 contains 26221 members Entering Unmasked Estep Score: -6938798.000000 Penalty: 5387.320801 Iteration 0F: 3 clusters Score -6938798 nChanged 24099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24630 members Mstep: Class 2 contains 27502 members Entering Unmasked Estep Score: -6952203.500000 Penalty: 5387.320801 Iteration 1F: 3 clusters Score -6952204 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24034 members Mstep: Class 2 contains 28098 members Entering Unmasked Estep Score: -6953010.000000 Penalty: 5387.320801 Iteration 2Q: 3 clusters Score -6953010 nChanged 2331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23269 members Mstep: Class 2 contains 28863 members Entering Unmasked Estep Score: -6953994.500000 Penalty: 5387.320801 Iteration 3Q: 3 clusters Score -6953994 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22309 members Mstep: Class 2 contains 29823 members Entering Unmasked Estep Score: -6955184.500000 Penalty: 5387.320801 Iteration 4Q: 3 clusters Score -6955184 nChanged 2522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21079 members Mstep: Class 2 contains 31053 members Entering Unmasked Estep Score: -6956580.000000 Penalty: 5387.320801 Iteration 5Q: 3 clusters Score -6956580 nChanged 2752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19597 members Mstep: Class 2 contains 32535 members Entering Unmasked Estep Score: -6958356.000000 Penalty: 5387.320801 Iteration 6F: 3 clusters Score -6958356 nChanged 2941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17912 members Mstep: Class 2 contains 34220 members Entering Unmasked Estep Score: -6960295.000000 Penalty: 5387.320801 Iteration 7F: 3 clusters Score -6960295 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16193 members Mstep: Class 2 contains 35939 members Entering Unmasked Estep Score: -6962179.500000 Penalty: 5387.320801 Iteration 8F: 3 clusters Score -6962180 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14537 members Mstep: Class 2 contains 37595 members Entering Unmasked Estep Score: -6963674.500000 Penalty: 5387.320801 Iteration 9Q: 3 clusters Score -6963674 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12935 members Mstep: Class 2 contains 39197 members Entering Unmasked Estep Score: -6964818.000000 Penalty: 5387.320801 Iteration 10Q: 3 clusters Score -6964818 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11353 members Mstep: Class 2 contains 40779 members Entering Unmasked Estep Score: -6965729.500000 Penalty: 5387.320801 Iteration 11Q: 3 clusters Score -6965730 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 42297 members Entering Unmasked Estep Score: -6966560.500000 Penalty: 5387.320801 Iteration 12Q: 3 clusters Score -6966560 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 43699 members Entering Unmasked Estep Score: -6967232.000000 Penalty: 5387.320801 Iteration 13Q: 3 clusters Score -6967232 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 44988 members Entering Unmasked Estep Score: -6967852.000000 Penalty: 5387.320801 Iteration 14Q: 3 clusters Score -6967852 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 46188 members Entering Unmasked Estep Score: -6968425.500000 Penalty: 5387.320801 Iteration 15Q: 3 clusters Score -6968426 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4860 members Mstep: Class 2 contains 47272 members Entering Unmasked Estep Score: -6969018.000000 Penalty: 5387.320801 Iteration 16Q: 3 clusters Score -6969018 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 48265 members Entering Unmasked Estep Score: -6969563.500000 Penalty: 5387.320801 Iteration 17Q: 3 clusters Score -6969564 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 49054 members Entering Unmasked Estep Score: -6970001.500000 Penalty: 5387.320801 Iteration 18Q: 3 clusters Score -6970002 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 49659 members Entering Unmasked Estep Score: -6970348.000000 Penalty: 5387.320801 Iteration 19Q: 3 clusters Score -6970348 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 50106 members Entering Unmasked Estep Score: -6970614.500000 Penalty: 5387.320801 Iteration 20F: 3 clusters Score -6970614 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 50457 members Entering Unmasked Estep Score: -6970819.000000 Penalty: 5387.320801 Iteration 21Q: 3 clusters Score -6970819 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 50705 members Entering Unmasked Estep Score: -6970972.000000 Penalty: 5387.320801 Iteration 22Q: 3 clusters Score -6970972 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 50891 members Entering Unmasked Estep Score: -6971084.500000 Penalty: 5387.320801 Iteration 23Q: 3 clusters Score -6971084 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 51013 members Entering Unmasked Estep Score: -6971163.000000 Penalty: 5387.320801 Iteration 24Q: 3 clusters Score -6971163 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 51104 members Entering Unmasked Estep Score: -6971216.500000 Penalty: 5387.320801 Iteration 25Q: 3 clusters Score -6971216 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 51184 members Entering Unmasked Estep Score: -6971278.000000 Penalty: 5387.320801 Iteration 26Q: 3 clusters Score -6971278 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 51244 members Entering Unmasked Estep Score: -6971310.000000 Penalty: 5387.320801 Iteration 27Q: 3 clusters Score -6971310 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 51292 members Entering Unmasked Estep Score: -6971344.000000 Penalty: 5387.320801 Iteration 28Q: 3 clusters Score -6971344 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 51335 members Entering Unmasked Estep Score: -6971371.000000 Penalty: 5387.320801 Iteration 29Q: 3 clusters Score -6971371 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 51373 members Entering Unmasked Estep Score: -6971399.500000 Penalty: 5387.320801 Iteration 30Q: 3 clusters Score -6971400 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 51402 members Entering Unmasked Estep Score: -6971430.000000 Penalty: 5387.320801 Iteration 31Q: 3 clusters Score -6971430 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 51423 members Entering Unmasked Estep Score: -6971454.500000 Penalty: 5387.320801 Iteration 32Q: 3 clusters Score -6971454 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 51442 members Entering Unmasked Estep Score: -6971475.000000 Penalty: 5387.320801 Iteration 33Q: 3 clusters Score -6971475 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 51456 members Entering Unmasked Estep Score: -6971479.500000 Penalty: 5387.320801 Iteration 34Q: 3 clusters Score -6971480 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 51466 members Entering Unmasked Estep Score: -6971486.500000 Penalty: 5387.320801 Iteration 35Q: 3 clusters Score -6971486 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 51477 members Entering Unmasked Estep Score: -6971493.000000 Penalty: 5387.320801 Iteration 36Q: 3 clusters Score -6971493 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 51489 members Entering Unmasked Estep Score: -6971502.500000 Penalty: 5387.320801 Iteration 37Q: 3 clusters Score -6971502 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 51500 members Entering Unmasked Estep Score: -6971507.000000 Penalty: 5387.320801 Iteration 38Q: 3 clusters Score -6971507 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 51509 members Entering Unmasked Estep Score: -6971517.000000 Penalty: 5387.320801 Iteration 39Q: 3 clusters Score -6971517 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 51514 members Entering Unmasked Estep Score: -6971525.000000 Penalty: 5387.320801 Iteration 40F: 3 clusters Score -6971525 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 51521 members Entering Unmasked Estep Score: -6971529.500000 Penalty: 5387.320801 Iteration 41Q: 3 clusters Score -6971530 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 51521 members Entering Unmasked Estep Score: -6971524.500000 Penalty: 5387.320801 Iteration 42Q: 3 clusters Score -6971524 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 51522 members Entering Unmasked Estep Score: -6971526.000000 Penalty: 5387.320801 Iteration 43Q: 3 clusters Score -6971526 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 51523 members Entering Unmasked Estep Score: -6971523.500000 Penalty: 5387.320801 Iteration 44Q: 3 clusters Score -6971524 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 51524 members Entering Unmasked Estep Score: -6971524.000000 Penalty: 5387.320801 Iteration 45Q: 3 clusters Score -6971524 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 51524 members Entering Unmasked Estep Score: -6971524.000000 Penalty: 5387.320801 Iteration 46F: 3 clusters Score -6971524 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (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: -356956.750000 Penalty: 1961.826538 Iteration 0F: 2 clusters Score -356956.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -353893.687500 Penalty: 3923.653076 Iteration 0F: 3 clusters Score -353893.7 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -354587.562500 Penalty: 3923.653076 Iteration 1F: 3 clusters Score -354587.6 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -354916.718750 Penalty: 3923.653076 Iteration 2F: 3 clusters Score -354916.7 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -355204.687500 Penalty: 3923.653076 Iteration 3F: 3 clusters Score -355204.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -355523.843750 Penalty: 3923.653076 Iteration 4F: 3 clusters Score -355523.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -355843.218750 Penalty: 3923.653076 Iteration 5F: 3 clusters Score -355843.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -356104.687500 Penalty: 3923.653076 Iteration 6F: 3 clusters Score -356104.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -356299.593750 Penalty: 3923.653076 Iteration 7Q: 3 clusters Score -356299.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -356464.406250 Penalty: 3923.653076 Iteration 8Q: 3 clusters Score -356464.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -356607.875000 Penalty: 3923.653076 Iteration 9Q: 3 clusters Score -356607.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -356723.250000 Penalty: 3923.653076 Iteration 10Q: 3 clusters Score -356723.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -356826.375000 Penalty: 3923.653076 Iteration 11Q: 3 clusters Score -356826.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -356899.125000 Penalty: 3923.653076 Iteration 12Q: 3 clusters Score -356899.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -356933.406250 Penalty: 3923.653076 Iteration 13Q: 3 clusters Score -356933.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -356955.937500 Penalty: 3923.653076 Iteration 14Q: 3 clusters Score -356955.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -356975.906250 Penalty: 3923.653076 Iteration 15Q: 3 clusters Score -356975.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -356988.593750 Penalty: 3923.653076 Iteration 16Q: 3 clusters Score -356988.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -357001.468750 Penalty: 3923.653076 Iteration 17Q: 3 clusters Score -357001.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -357006.843750 Penalty: 3923.653076 Iteration 18Q: 3 clusters Score -357006.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -357011.562500 Penalty: 3923.653076 Iteration 19Q: 3 clusters Score -357011.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -357013.812500 Penalty: 3923.653076 Iteration 20F: 3 clusters Score -357013.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -357015.093750 Penalty: 3923.653076 Iteration 21Q: 3 clusters Score -357015.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -357015.093750 Penalty: 3923.653076 Iteration 22F: 3 clusters Score -357015.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44376 members Mstep: Class 2 contains 49223 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 8894 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52132 members Mstep: Class 8 contains 1952 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4747 members Mstep: Class 12 contains 15547 members Mstep: Class 13 contains 4345 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39847 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10739 members Mstep: Class 18 contains 4349 members Mstep: Class 19 contains 109549 members Mstep: Class 20 contains 3716 members Mstep: Class 21 contains 68561 members Mstep: Class 22 contains 10907 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74762 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 774 members Entering Unmasked Estep Score: -85890264.000000 Penalty: 89680.093750 Splitting cluster 8 changes total score from -85890968.000000 to -85890264.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Entering Unmasked Estep Score: -81042.421875 Penalty: 1615.281128 Iteration 0F: 2 clusters Score -81042.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -79457.023438 Penalty: 3230.562256 Iteration 0F: 3 clusters Score -79457.02 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -79771.414062 Penalty: 3230.562256 Iteration 1F: 3 clusters Score -79771.41 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -79918.914062 Penalty: 3230.562256 Iteration 2F: 3 clusters Score -79918.91 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -80026.562500 Penalty: 3230.562256 Iteration 3F: 3 clusters Score -80026.56 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -80160.914062 Penalty: 3230.562256 Iteration 4Q: 3 clusters Score -80160.91 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -80288.914062 Penalty: 3230.562256 Iteration 5Q: 3 clusters Score -80288.91 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -80353.304688 Penalty: 3230.562256 Iteration 6Q: 3 clusters Score -80353.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -80397.757812 Penalty: 3230.562256 Iteration 7Q: 3 clusters Score -80397.76 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -80468.171875 Penalty: 3230.562256 Iteration 8Q: 3 clusters Score -80468.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -80493.468750 Penalty: 3230.562256 Iteration 9Q: 3 clusters Score -80493.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -80508.335938 Penalty: 3230.562256 Iteration 10Q: 3 clusters Score -80508.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -80518.648438 Penalty: 3230.562256 Iteration 11Q: 3 clusters Score -80518.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -80530.023438 Penalty: 3230.562256 Iteration 12Q: 3 clusters Score -80530.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -80541.117188 Penalty: 3230.562256 Iteration 13Q: 3 clusters Score -80541.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -80557.945312 Penalty: 3230.562256 Iteration 14Q: 3 clusters Score -80557.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -80568.898438 Penalty: 3230.562256 Iteration 15Q: 3 clusters Score -80568.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -80577.500000 Penalty: 3230.562256 Iteration 16Q: 3 clusters Score -80577.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -80589.656250 Penalty: 3230.562256 Iteration 17Q: 3 clusters Score -80589.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -80602.398438 Penalty: 3230.562256 Iteration 18Q: 3 clusters Score -80602.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -80618.304688 Penalty: 3230.562256 Iteration 19Q: 3 clusters Score -80618.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -80663.757812 Penalty: 3230.562256 Iteration 20F: 3 clusters Score -80663.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -81009.429688 Penalty: 3230.562256 Iteration 21Q: 3 clusters Score -81009.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -81244.890625 Penalty: 3230.562256 Iteration 22Q: 3 clusters Score -81244.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -81297.554688 Penalty: 3230.562256 Iteration 23Q: 3 clusters Score -81297.55 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -81334.828125 Penalty: 3230.562256 Iteration 24Q: 3 clusters Score -81334.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -81411.062500 Penalty: 3230.562256 Iteration 25Q: 3 clusters Score -81411.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -81477.640625 Penalty: 3230.562256 Iteration 26Q: 3 clusters Score -81477.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -81492.328125 Penalty: 3230.562256 Iteration 27F: 3 clusters Score -81492.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -81576.117188 Penalty: 3230.562256 Iteration 28Q: 3 clusters Score -81576.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -81781.406250 Penalty: 3230.562256 Iteration 29Q: 3 clusters Score -81781.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -81909.828125 Penalty: 3230.562256 Iteration 30Q: 3 clusters Score -81909.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -81922.343750 Penalty: 3230.562256 Iteration 31Q: 3 clusters Score -81922.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -81922.343750 Penalty: 3230.562256 Iteration 32F: 3 clusters Score -81922.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44376 members Mstep: Class 2 contains 49223 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 8894 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52132 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 87 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4747 members Mstep: Class 12 contains 15547 members Mstep: Class 13 contains 4345 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39847 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10739 members Mstep: Class 18 contains 4349 members Mstep: Class 19 contains 109549 members Mstep: Class 20 contains 3716 members Mstep: Class 21 contains 68561 members Mstep: Class 22 contains 10907 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74762 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 587 members Entering Unmasked Estep Score: -85890608.000000 Penalty: 89680.093750 Splitting cluster 9 changes total score from -85890968.000000 to -85890608.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (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: -72999.242188 Penalty: 1604.758301 Iteration 0F: 2 clusters Score -72999.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -71408.914062 Penalty: 3209.516602 Iteration 0F: 3 clusters Score -71408.91 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -71684.851562 Penalty: 3209.516602 Iteration 1F: 3 clusters Score -71684.85 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -71782.937500 Penalty: 3209.516602 Iteration 2F: 3 clusters Score -71782.94 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -71848.937500 Penalty: 3209.516602 Iteration 3Q: 3 clusters Score -71848.94 nChanged 26 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: -71931.695312 Penalty: 3209.516602 Iteration 4Q: 3 clusters Score -71931.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -71998.492188 Penalty: 3209.516602 Iteration 5Q: 3 clusters Score -71998.49 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -72029.429688 Penalty: 3209.516602 Iteration 6Q: 3 clusters Score -72029.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -72062.726562 Penalty: 3209.516602 Iteration 7Q: 3 clusters Score -72062.73 nChanged 5 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: -72076.835938 Penalty: 3209.516602 Iteration 8Q: 3 clusters Score -72076.84 nChanged 8 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: -72199.562500 Penalty: 3209.516602 Iteration 9Q: 3 clusters Score -72199.56 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -72270.132812 Penalty: 3209.516602 Iteration 10Q: 3 clusters Score -72270.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -72382.437500 Penalty: 3209.516602 Iteration 11Q: 3 clusters Score -72382.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -72400.906250 Penalty: 3209.516602 Iteration 12Q: 3 clusters Score -72400.91 nChanged 5 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: -72409.554688 Penalty: 3209.516602 Iteration 13Q: 3 clusters Score -72409.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -72414.101562 Penalty: 3209.516602 Iteration 14Q: 3 clusters Score -72414.1 nChanged 5 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: -72460.718750 Penalty: 3209.516602 Iteration 15Q: 3 clusters Score -72460.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -72469.328125 Penalty: 3209.516602 Iteration 16Q: 3 clusters Score -72469.33 nChanged 3 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: -72476.187500 Penalty: 3209.516602 Iteration 17Q: 3 clusters Score -72476.19 nChanged 0 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: -72476.187500 Penalty: 3209.516602 Iteration 18F: 3 clusters Score -72476.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4747 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Entering Unmasked Estep Score: -630159.000000 Penalty: 2099.386475 Iteration 0F: 2 clusters Score -630159 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -625782.500000 Penalty: 4198.772949 Iteration 0F: 3 clusters Score -625782.5 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -626874.250000 Penalty: 4198.772949 Iteration 1F: 3 clusters Score -626874.2 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -627159.437500 Penalty: 4198.772949 Iteration 2F: 3 clusters Score -627159.4 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -627399.937500 Penalty: 4198.772949 Iteration 3F: 3 clusters Score -627399.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -627618.062500 Penalty: 4198.772949 Iteration 4F: 3 clusters Score -627618.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -627802.000000 Penalty: 4198.772949 Iteration 5F: 3 clusters Score -627802 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -627945.375000 Penalty: 4198.772949 Iteration 6Q: 3 clusters Score -627945.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -628079.062500 Penalty: 4198.772949 Iteration 7Q: 3 clusters Score -628079.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -628211.437500 Penalty: 4198.772949 Iteration 8Q: 3 clusters Score -628211.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3637 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -628339.062500 Penalty: 4198.772949 Iteration 9Q: 3 clusters Score -628339.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -628460.687500 Penalty: 4198.772949 Iteration 10Q: 3 clusters Score -628460.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -628587.937500 Penalty: 4198.772949 Iteration 11Q: 3 clusters Score -628587.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -628708.187500 Penalty: 4198.772949 Iteration 12Q: 3 clusters Score -628708.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -628804.562500 Penalty: 4198.772949 Iteration 13Q: 3 clusters Score -628804.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4115 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -628863.687500 Penalty: 4198.772949 Iteration 14Q: 3 clusters Score -628863.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -628891.625000 Penalty: 4198.772949 Iteration 15Q: 3 clusters Score -628891.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -628910.437500 Penalty: 4198.772949 Iteration 16Q: 3 clusters Score -628910.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -628932.062500 Penalty: 4198.772949 Iteration 17Q: 3 clusters Score -628932.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -628947.875000 Penalty: 4198.772949 Iteration 18Q: 3 clusters Score -628947.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -628962.125000 Penalty: 4198.772949 Iteration 19Q: 3 clusters Score -628962.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -628973.687500 Penalty: 4198.772949 Iteration 20F: 3 clusters Score -628973.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -628978.937500 Penalty: 4198.772949 Iteration 21Q: 3 clusters Score -628978.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -628981.062500 Penalty: 4198.772949 Iteration 22Q: 3 clusters Score -628981.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -628982.062500 Penalty: 4198.772949 Iteration 23Q: 3 clusters Score -628982.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -628984.250000 Penalty: 4198.772949 Iteration 24Q: 3 clusters Score -628984.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -628985.937500 Penalty: 4198.772949 Iteration 25Q: 3 clusters Score -628985.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -628987.250000 Penalty: 4198.772949 Iteration 26Q: 3 clusters Score -628987.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -628987.250000 Penalty: 4198.772949 Iteration 27F: 3 clusters Score -628987.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (15547 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15547 members Entering Unmasked Estep Score: -2064358.250000 Penalty: 2393.602539 Iteration 0F: 2 clusters Score -2064358 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -2053104.625000 Penalty: 4787.205078 Iteration 0F: 3 clusters Score -2053105 nChanged 6753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 8258 members Entering Unmasked Estep Score: -2056673.000000 Penalty: 4787.205078 Iteration 1F: 3 clusters Score -2056673 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7042 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -2057076.000000 Penalty: 4787.205078 Iteration 2F: 3 clusters Score -2057076 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 8850 members Entering Unmasked Estep Score: -2057396.375000 Penalty: 4787.205078 Iteration 3F: 3 clusters Score -2057396 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6264 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -2057684.000000 Penalty: 4787.205078 Iteration 4Q: 3 clusters Score -2057684 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5774 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -2057990.750000 Penalty: 4787.205078 Iteration 5Q: 3 clusters Score -2057991 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 10372 members Entering Unmasked Estep Score: -2058350.000000 Penalty: 4787.205078 Iteration 6Q: 3 clusters Score -2058350 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4451 members Mstep: Class 2 contains 11096 members Entering Unmasked Estep Score: -2058820.500000 Penalty: 4787.205078 Iteration 7Q: 3 clusters Score -2058820 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -2059432.375000 Penalty: 4787.205078 Iteration 8F: 3 clusters Score -2059432 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 12864 members Entering Unmasked Estep Score: -2060196.375000 Penalty: 4787.205078 Iteration 9F: 3 clusters Score -2060196 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 13689 members Entering Unmasked Estep Score: -2060935.500000 Penalty: 4787.205078 Iteration 10F: 3 clusters Score -2060936 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 14277 members Entering Unmasked Estep Score: -2061466.000000 Penalty: 4787.205078 Iteration 11Q: 3 clusters Score -2061466 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 14655 members Entering Unmasked Estep Score: -2061832.250000 Penalty: 4787.205078 Iteration 12Q: 3 clusters Score -2061832 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 14851 members Entering Unmasked Estep Score: -2062026.000000 Penalty: 4787.205078 Iteration 13Q: 3 clusters Score -2062026 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 14968 members Entering Unmasked Estep Score: -2062158.250000 Penalty: 4787.205078 Iteration 14Q: 3 clusters Score -2062158 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -2062261.125000 Penalty: 4787.205078 Iteration 15Q: 3 clusters Score -2062261 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 15076 members Entering Unmasked Estep Score: -2062322.500000 Penalty: 4787.205078 Iteration 16Q: 3 clusters Score -2062322 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 15093 members Entering Unmasked Estep Score: -2062355.625000 Penalty: 4787.205078 Iteration 17Q: 3 clusters Score -2062356 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 15113 members Entering Unmasked Estep Score: -2062386.375000 Penalty: 4787.205078 Iteration 18Q: 3 clusters Score -2062386 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 15127 members Entering Unmasked Estep Score: -2062409.000000 Penalty: 4787.205078 Iteration 19Q: 3 clusters Score -2062409 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 15129 members Entering Unmasked Estep Score: -2062420.000000 Penalty: 4787.205078 Iteration 20F: 3 clusters Score -2062420 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 15130 members Entering Unmasked Estep Score: -2062432.125000 Penalty: 4787.205078 Iteration 21Q: 3 clusters Score -2062432 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 15129 members Entering Unmasked Estep Score: -2062439.000000 Penalty: 4787.205078 Iteration 22Q: 3 clusters Score -2062439 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 15134 members Entering Unmasked Estep Score: -2062449.125000 Penalty: 4787.205078 Iteration 23Q: 3 clusters Score -2062449 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 15136 members Entering Unmasked Estep Score: -2062460.125000 Penalty: 4787.205078 Iteration 24Q: 3 clusters Score -2062460 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 15135 members Entering Unmasked Estep Score: -2062465.375000 Penalty: 4787.205078 Iteration 25Q: 3 clusters Score -2062465 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 15135 members Entering Unmasked Estep Score: -2062476.250000 Penalty: 4787.205078 Iteration 26Q: 3 clusters Score -2062476 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 15136 members Entering Unmasked Estep Score: -2062485.375000 Penalty: 4787.205078 Iteration 27Q: 3 clusters Score -2062485 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 15140 members Entering Unmasked Estep Score: -2062501.625000 Penalty: 4787.205078 Iteration 28Q: 3 clusters Score -2062502 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 15140 members Entering Unmasked Estep Score: -2062506.000000 Penalty: 4787.205078 Iteration 29Q: 3 clusters Score -2062506 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -2062514.625000 Penalty: 4787.205078 Iteration 30Q: 3 clusters Score -2062515 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 15145 members Entering Unmasked Estep Score: -2062518.625000 Penalty: 4787.205078 Iteration 31Q: 3 clusters Score -2062519 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 15150 members Entering Unmasked Estep Score: -2062527.125000 Penalty: 4787.205078 Iteration 32Q: 3 clusters Score -2062527 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 15150 members Entering Unmasked Estep Score: -2062530.375000 Penalty: 4787.205078 Iteration 33Q: 3 clusters Score -2062530 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 15153 members Entering Unmasked Estep Score: -2062533.250000 Penalty: 4787.205078 Iteration 34Q: 3 clusters Score -2062533 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 15158 members Entering Unmasked Estep Score: -2062537.875000 Penalty: 4787.205078 Iteration 35Q: 3 clusters Score -2062538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 15159 members Entering Unmasked Estep Score: -2062539.125000 Penalty: 4787.205078 Iteration 36Q: 3 clusters Score -2062539 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 15161 members Entering Unmasked Estep Score: -2062539.875000 Penalty: 4787.205078 Iteration 37Q: 3 clusters Score -2062540 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 15162 members Entering Unmasked Estep Score: -2062544.000000 Penalty: 4787.205078 Iteration 38Q: 3 clusters Score -2062544 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 15162 members Entering Unmasked Estep Score: -2062544.000000 Penalty: 4787.205078 Iteration 39F: 3 clusters Score -2062544 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Entering Unmasked Estep Score: -544777.312500 Penalty: 2077.441895 Iteration 0F: 2 clusters Score -544777.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -540621.000000 Penalty: 4154.883789 Iteration 0F: 3 clusters Score -540621 nChanged 1626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -541609.500000 Penalty: 4154.883789 Iteration 1F: 3 clusters Score -541609.5 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -541825.500000 Penalty: 4154.883789 Iteration 2F: 3 clusters Score -541825.5 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -541950.937500 Penalty: 4154.883789 Iteration 3Q: 3 clusters Score -541950.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -542030.125000 Penalty: 4154.883789 Iteration 4Q: 3 clusters Score -542030.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -542093.562500 Penalty: 4154.883789 Iteration 5Q: 3 clusters Score -542093.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -542146.687500 Penalty: 4154.883789 Iteration 6Q: 3 clusters Score -542146.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -542190.875000 Penalty: 4154.883789 Iteration 7Q: 3 clusters Score -542190.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -542234.000000 Penalty: 4154.883789 Iteration 8Q: 3 clusters Score -542234 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -542277.937500 Penalty: 4154.883789 Iteration 9Q: 3 clusters Score -542277.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -542322.312500 Penalty: 4154.883789 Iteration 10Q: 3 clusters Score -542322.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -542377.875000 Penalty: 4154.883789 Iteration 11Q: 3 clusters Score -542377.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -542434.937500 Penalty: 4154.883789 Iteration 12Q: 3 clusters Score -542434.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -542480.312500 Penalty: 4154.883789 Iteration 13Q: 3 clusters Score -542480.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -542525.437500 Penalty: 4154.883789 Iteration 14Q: 3 clusters Score -542525.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -542564.125000 Penalty: 4154.883789 Iteration 15Q: 3 clusters Score -542564.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -542611.187500 Penalty: 4154.883789 Iteration 16Q: 3 clusters Score -542611.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -542661.250000 Penalty: 4154.883789 Iteration 17Q: 3 clusters Score -542661.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -542704.812500 Penalty: 4154.883789 Iteration 18Q: 3 clusters Score -542704.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -542754.250000 Penalty: 4154.883789 Iteration 19Q: 3 clusters Score -542754.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -542809.937500 Penalty: 4154.883789 Iteration 20F: 3 clusters Score -542809.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -542880.562500 Penalty: 4154.883789 Iteration 21Q: 3 clusters Score -542880.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -542971.812500 Penalty: 4154.883789 Iteration 22Q: 3 clusters Score -542971.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -543048.812500 Penalty: 4154.883789 Iteration 23Q: 3 clusters Score -543048.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -543120.937500 Penalty: 4154.883789 Iteration 24Q: 3 clusters Score -543120.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -543209.562500 Penalty: 4154.883789 Iteration 25Q: 3 clusters Score -543209.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -543257.000000 Penalty: 4154.883789 Iteration 26Q: 3 clusters Score -543257 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -543284.062500 Penalty: 4154.883789 Iteration 27Q: 3 clusters Score -543284.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -543300.500000 Penalty: 4154.883789 Iteration 28Q: 3 clusters Score -543300.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -543321.125000 Penalty: 4154.883789 Iteration 29Q: 3 clusters Score -543321.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -543339.250000 Penalty: 4154.883789 Iteration 30Q: 3 clusters Score -543339.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -543352.500000 Penalty: 4154.883789 Iteration 31Q: 3 clusters Score -543352.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -543359.687500 Penalty: 4154.883789 Iteration 32Q: 3 clusters Score -543359.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -543367.250000 Penalty: 4154.883789 Iteration 33Q: 3 clusters Score -543367.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -543372.250000 Penalty: 4154.883789 Iteration 34Q: 3 clusters Score -543372.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -543375.562500 Penalty: 4154.883789 Iteration 35Q: 3 clusters Score -543375.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -543377.187500 Penalty: 4154.883789 Iteration 36Q: 3 clusters Score -543377.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -543382.062500 Penalty: 4154.883789 Iteration 37Q: 3 clusters Score -543382.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -543385.187500 Penalty: 4154.883789 Iteration 38Q: 3 clusters Score -543385.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -543385.437500 Penalty: 4154.883789 Iteration 39Q: 3 clusters Score -543385.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -543386.625000 Penalty: 4154.883789 Iteration 40F: 3 clusters Score -543386.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -543387.250000 Penalty: 4154.883789 Iteration 41Q: 3 clusters Score -543387.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -543388.437500 Penalty: 4154.883789 Iteration 42Q: 3 clusters Score -543388.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -543390.375000 Penalty: 4154.883789 Iteration 43Q: 3 clusters Score -543390.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -543392.375000 Penalty: 4154.883789 Iteration 44Q: 3 clusters Score -543392.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -543394.375000 Penalty: 4154.883789 Iteration 45Q: 3 clusters Score -543394.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -543395.562500 Penalty: 4154.883789 Iteration 46Q: 3 clusters Score -543395.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -543395.500000 Penalty: 4154.883789 Iteration 47Q: 3 clusters Score -543395.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -543395.500000 Penalty: 4154.883789 Iteration 48F: 3 clusters Score -543395.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5361 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Entering Unmasked Estep Score: -678119.937500 Penalty: 2129.552490 Iteration 0F: 2 clusters Score -678119.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -673348.812500 Penalty: 4259.104980 Iteration 0F: 3 clusters Score -673348.8 nChanged 2081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -674649.875000 Penalty: 4259.104980 Iteration 1F: 3 clusters Score -674649.9 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -674983.312500 Penalty: 4259.104980 Iteration 2F: 3 clusters Score -674983.3 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -675191.125000 Penalty: 4259.104980 Iteration 3F: 3 clusters Score -675191.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -675325.187500 Penalty: 4259.104980 Iteration 4Q: 3 clusters Score -675325.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -675420.062500 Penalty: 4259.104980 Iteration 5Q: 3 clusters Score -675420.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -675492.187500 Penalty: 4259.104980 Iteration 6Q: 3 clusters Score -675492.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -675549.312500 Penalty: 4259.104980 Iteration 7Q: 3 clusters Score -675549.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -675597.937500 Penalty: 4259.104980 Iteration 8Q: 3 clusters Score -675597.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -675645.437500 Penalty: 4259.104980 Iteration 9Q: 3 clusters Score -675645.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -675687.750000 Penalty: 4259.104980 Iteration 10Q: 3 clusters Score -675687.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -675714.687500 Penalty: 4259.104980 Iteration 11Q: 3 clusters Score -675714.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -675746.937500 Penalty: 4259.104980 Iteration 12Q: 3 clusters Score -675746.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -675787.312500 Penalty: 4259.104980 Iteration 13Q: 3 clusters Score -675787.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -675828.250000 Penalty: 4259.104980 Iteration 14Q: 3 clusters Score -675828.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -675870.437500 Penalty: 4259.104980 Iteration 15Q: 3 clusters Score -675870.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -675911.375000 Penalty: 4259.104980 Iteration 16Q: 3 clusters Score -675911.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -675953.875000 Penalty: 4259.104980 Iteration 17Q: 3 clusters Score -675953.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -676006.875000 Penalty: 4259.104980 Iteration 18Q: 3 clusters Score -676006.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4305 members Entering Unmasked Estep Score: -676058.062500 Penalty: 4259.104980 Iteration 19Q: 3 clusters Score -676058.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -676101.750000 Penalty: 4259.104980 Iteration 20F: 3 clusters Score -676101.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -676141.375000 Penalty: 4259.104980 Iteration 21Q: 3 clusters Score -676141.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 4504 members Entering Unmasked Estep Score: -676183.000000 Penalty: 4259.104980 Iteration 22Q: 3 clusters Score -676183 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -676216.187500 Penalty: 4259.104980 Iteration 23Q: 3 clusters Score -676216.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -676240.500000 Penalty: 4259.104980 Iteration 24Q: 3 clusters Score -676240.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -676260.687500 Penalty: 4259.104980 Iteration 25Q: 3 clusters Score -676260.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -676276.062500 Penalty: 4259.104980 Iteration 26Q: 3 clusters Score -676276.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -676296.250000 Penalty: 4259.104980 Iteration 27Q: 3 clusters Score -676296.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -676312.875000 Penalty: 4259.104980 Iteration 28Q: 3 clusters Score -676312.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -676328.250000 Penalty: 4259.104980 Iteration 29Q: 3 clusters Score -676328.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4736 members Entering Unmasked Estep Score: -676337.687500 Penalty: 4259.104980 Iteration 30Q: 3 clusters Score -676337.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -676344.125000 Penalty: 4259.104980 Iteration 31Q: 3 clusters Score -676344.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -676352.312500 Penalty: 4259.104980 Iteration 32Q: 3 clusters Score -676352.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -676363.500000 Penalty: 4259.104980 Iteration 33Q: 3 clusters Score -676363.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -676371.875000 Penalty: 4259.104980 Iteration 34Q: 3 clusters Score -676371.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -676376.250000 Penalty: 4259.104980 Iteration 35Q: 3 clusters Score -676376.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -676381.187500 Penalty: 4259.104980 Iteration 36Q: 3 clusters Score -676381.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -676383.500000 Penalty: 4259.104980 Iteration 37Q: 3 clusters Score -676383.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -676384.562500 Penalty: 4259.104980 Iteration 38Q: 3 clusters Score -676384.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -676385.500000 Penalty: 4259.104980 Iteration 39Q: 3 clusters Score -676385.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -676386.437500 Penalty: 4259.104980 Iteration 40F: 3 clusters Score -676386.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -676388.312500 Penalty: 4259.104980 Iteration 41Q: 3 clusters Score -676388.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 4800 members Entering Unmasked Estep Score: -676390.000000 Penalty: 4259.104980 Iteration 42Q: 3 clusters Score -676390 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -676391.687500 Penalty: 4259.104980 Iteration 43Q: 3 clusters Score -676391.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -676392.312500 Penalty: 4259.104980 Iteration 44Q: 3 clusters Score -676392.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -676393.125000 Penalty: 4259.104980 Iteration 45Q: 3 clusters Score -676393.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -676393.687500 Penalty: 4259.104980 Iteration 46Q: 3 clusters Score -676393.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -676395.000000 Penalty: 4259.104980 Iteration 47Q: 3 clusters Score -676395 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -676395.000000 Penalty: 4259.104980 Iteration 48F: 3 clusters Score -676395 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (39847 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39847 members Entering Unmasked Estep Score: -5356450.000000 Penalty: 2627.014893 Iteration 0F: 2 clusters Score -5356450 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19908 members Mstep: Class 2 contains 19939 members Entering Unmasked Estep Score: -5329587.500000 Penalty: 5254.029785 Iteration 0F: 3 clusters Score -5329588 nChanged 18169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20011 members Mstep: Class 2 contains 19836 members Entering Unmasked Estep Score: -5339444.500000 Penalty: 5254.029785 Iteration 1F: 3 clusters Score -5339444 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20178 members Mstep: Class 2 contains 19669 members Entering Unmasked Estep Score: -5339997.000000 Penalty: 5254.029785 Iteration 2Q: 3 clusters Score -5339997 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20528 members Mstep: Class 2 contains 19319 members Entering Unmasked Estep Score: -5340541.500000 Penalty: 5254.029785 Iteration 3Q: 3 clusters Score -5340542 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21062 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -5341141.000000 Penalty: 5254.029785 Iteration 4Q: 3 clusters Score -5341141 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21847 members Mstep: Class 2 contains 18000 members Entering Unmasked Estep Score: -5341906.000000 Penalty: 5254.029785 Iteration 5Q: 3 clusters Score -5341906 nChanged 2006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22885 members Mstep: Class 2 contains 16962 members Entering Unmasked Estep Score: -5342813.500000 Penalty: 5254.029785 Iteration 6F: 3 clusters Score -5342814 nChanged 2101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24130 members Mstep: Class 2 contains 15717 members Entering Unmasked Estep Score: -5343823.500000 Penalty: 5254.029785 Iteration 7F: 3 clusters Score -5343824 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25519 members Mstep: Class 2 contains 14328 members Entering Unmasked Estep Score: -5344871.500000 Penalty: 5254.029785 Iteration 8F: 3 clusters Score -5344872 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26980 members Mstep: Class 2 contains 12867 members Entering Unmasked Estep Score: -5345833.500000 Penalty: 5254.029785 Iteration 9F: 3 clusters Score -5345834 nChanged 1921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28585 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -5346857.000000 Penalty: 5254.029785 Iteration 10Q: 3 clusters Score -5346857 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30274 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -5347843.500000 Penalty: 5254.029785 Iteration 11Q: 3 clusters Score -5347844 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31915 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -5348811.500000 Penalty: 5254.029785 Iteration 12Q: 3 clusters Score -5348812 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33519 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -5349850.500000 Penalty: 5254.029785 Iteration 13Q: 3 clusters Score -5349850 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35005 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -5350823.500000 Penalty: 5254.029785 Iteration 14Q: 3 clusters Score -5350824 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36306 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -5351770.500000 Penalty: 5254.029785 Iteration 15Q: 3 clusters Score -5351770 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37371 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -5352546.000000 Penalty: 5254.029785 Iteration 16Q: 3 clusters Score -5352546 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38134 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -5353097.500000 Penalty: 5254.029785 Iteration 17Q: 3 clusters Score -5353098 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38604 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -5353468.500000 Penalty: 5254.029785 Iteration 18Q: 3 clusters Score -5353468 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38926 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -5353748.500000 Penalty: 5254.029785 Iteration 19Q: 3 clusters Score -5353748 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39111 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -5353888.000000 Penalty: 5254.029785 Iteration 20F: 3 clusters Score -5353888 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39211 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -5353980.500000 Penalty: 5254.029785 Iteration 21Q: 3 clusters Score -5353980 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39272 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -5354042.000000 Penalty: 5254.029785 Iteration 22Q: 3 clusters Score -5354042 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39315 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -5354090.500000 Penalty: 5254.029785 Iteration 23Q: 3 clusters Score -5354090 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39350 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -5354135.000000 Penalty: 5254.029785 Iteration 24Q: 3 clusters Score -5354135 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39369 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -5354153.000000 Penalty: 5254.029785 Iteration 25Q: 3 clusters Score -5354153 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39382 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -5354161.000000 Penalty: 5254.029785 Iteration 26Q: 3 clusters Score -5354161 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39394 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -5354177.500000 Penalty: 5254.029785 Iteration 27Q: 3 clusters Score -5354178 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39400 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -5354184.000000 Penalty: 5254.029785 Iteration 28Q: 3 clusters Score -5354184 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39411 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -5354197.000000 Penalty: 5254.029785 Iteration 29Q: 3 clusters Score -5354197 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39418 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -5354206.000000 Penalty: 5254.029785 Iteration 30Q: 3 clusters Score -5354206 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39427 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -5354213.000000 Penalty: 5254.029785 Iteration 31Q: 3 clusters Score -5354213 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39434 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -5354240.000000 Penalty: 5254.029785 Iteration 32Q: 3 clusters Score -5354240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39436 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -5354241.500000 Penalty: 5254.029785 Iteration 33Q: 3 clusters Score -5354242 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39440 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -5354240.500000 Penalty: 5254.029785 Iteration 34Q: 3 clusters Score -5354240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39447 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -5354244.000000 Penalty: 5254.029785 Iteration 35Q: 3 clusters Score -5354244 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39452 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -5354245.000000 Penalty: 5254.029785 Iteration 36Q: 3 clusters Score -5354245 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39456 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -5354253.500000 Penalty: 5254.029785 Iteration 37Q: 3 clusters Score -5354254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39457 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -5354252.500000 Penalty: 5254.029785 Iteration 38Q: 3 clusters Score -5354252 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39458 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -5354253.000000 Penalty: 5254.029785 Iteration 39Q: 3 clusters Score -5354253 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39461 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -5354256.500000 Penalty: 5254.029785 Iteration 40F: 3 clusters Score -5354256 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39462 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -5354257.000000 Penalty: 5254.029785 Iteration 41Q: 3 clusters Score -5354257 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39466 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -5354256.000000 Penalty: 5254.029785 Iteration 42Q: 3 clusters Score -5354256 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39470 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -5354263.000000 Penalty: 5254.029785 Iteration 43Q: 3 clusters Score -5354263 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39474 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -5354270.500000 Penalty: 5254.029785 Iteration 44Q: 3 clusters Score -5354270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39474 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -5354279.000000 Penalty: 5254.029785 Iteration 45Q: 3 clusters Score -5354279 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39475 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -5354280.000000 Penalty: 5254.029785 Iteration 46Q: 3 clusters Score -5354280 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39474 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -5354281.000000 Penalty: 5254.029785 Iteration 47Q: 3 clusters Score -5354281 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39474 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -5354281.000000 Penalty: 5254.029785 Iteration 48F: 3 clusters Score -5354281 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Entering Unmasked Estep Score: -169540.578125 Penalty: 1777.998779 Iteration 0F: 2 clusters Score -169540.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -167422.140625 Penalty: 3555.997559 Iteration 0F: 3 clusters Score -167422.1 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -167826.546875 Penalty: 3555.997559 Iteration 1F: 3 clusters Score -167826.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -167949.812500 Penalty: 3555.997559 Iteration 2F: 3 clusters Score -167949.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -168026.203125 Penalty: 3555.997559 Iteration 3Q: 3 clusters Score -168026.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -168079.796875 Penalty: 3555.997559 Iteration 4Q: 3 clusters Score -168079.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -168131.859375 Penalty: 3555.997559 Iteration 5Q: 3 clusters Score -168131.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -168167.921875 Penalty: 3555.997559 Iteration 6Q: 3 clusters Score -168167.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -168192.625000 Penalty: 3555.997559 Iteration 7Q: 3 clusters Score -168192.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -168207.937500 Penalty: 3555.997559 Iteration 8Q: 3 clusters Score -168207.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -168223.515625 Penalty: 3555.997559 Iteration 9Q: 3 clusters Score -168223.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -168238.703125 Penalty: 3555.997559 Iteration 10Q: 3 clusters Score -168238.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -168250.609375 Penalty: 3555.997559 Iteration 11Q: 3 clusters Score -168250.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -168259.750000 Penalty: 3555.997559 Iteration 12Q: 3 clusters Score -168259.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -168270.796875 Penalty: 3555.997559 Iteration 13Q: 3 clusters Score -168270.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -168272.265625 Penalty: 3555.997559 Iteration 14Q: 3 clusters Score -168272.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -168274.187500 Penalty: 3555.997559 Iteration 15Q: 3 clusters Score -168274.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -168275.687500 Penalty: 3555.997559 Iteration 16Q: 3 clusters Score -168275.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -168276.203125 Penalty: 3555.997559 Iteration 17Q: 3 clusters Score -168276.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -168276.203125 Penalty: 3555.997559 Iteration 18F: 3 clusters Score -168276.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10739 members Entering Unmasked Estep Score: -1338010.375000 Penalty: 2301.845947 Iteration 0F: 2 clusters Score -1338010 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -1329879.125000 Penalty: 4603.691895 Iteration 0F: 3 clusters Score -1329879 nChanged 4507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -1332411.500000 Penalty: 4603.691895 Iteration 1F: 3 clusters Score -1332412 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -1332945.125000 Penalty: 4603.691895 Iteration 2F: 3 clusters Score -1332945 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5492 members Mstep: Class 2 contains 5247 members Entering Unmasked Estep Score: -1333392.500000 Penalty: 4603.691895 Iteration 3F: 3 clusters Score -1333392 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 5197 members Entering Unmasked Estep Score: -1333778.375000 Penalty: 4603.691895 Iteration 4F: 3 clusters Score -1333778 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5576 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -1334087.625000 Penalty: 4603.691895 Iteration 5F: 3 clusters Score -1334088 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 5147 members Entering Unmasked Estep Score: -1334360.375000 Penalty: 4603.691895 Iteration 6Q: 3 clusters Score -1334360 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -1334571.375000 Penalty: 4603.691895 Iteration 7Q: 3 clusters Score -1334571 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -1334738.750000 Penalty: 4603.691895 Iteration 8Q: 3 clusters Score -1334739 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 5030 members Entering Unmasked Estep Score: -1334892.000000 Penalty: 4603.691895 Iteration 9Q: 3 clusters Score -1334892 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -1335042.750000 Penalty: 4603.691895 Iteration 10Q: 3 clusters Score -1335043 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5775 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1335180.500000 Penalty: 4603.691895 Iteration 11Q: 3 clusters Score -1335180 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1335307.000000 Penalty: 4603.691895 Iteration 12Q: 3 clusters Score -1335307 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5863 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1335402.625000 Penalty: 4603.691895 Iteration 13Q: 3 clusters Score -1335403 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -1335487.375000 Penalty: 4603.691895 Iteration 14Q: 3 clusters Score -1335487 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5967 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -1335551.375000 Penalty: 4603.691895 Iteration 15Q: 3 clusters Score -1335551 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5997 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -1335600.500000 Penalty: 4603.691895 Iteration 16Q: 3 clusters Score -1335600 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6034 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -1335637.250000 Penalty: 4603.691895 Iteration 17Q: 3 clusters Score -1335637 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6070 members Mstep: Class 2 contains 4669 members Entering Unmasked Estep Score: -1335668.375000 Penalty: 4603.691895 Iteration 18Q: 3 clusters Score -1335668 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 4642 members Entering Unmasked Estep Score: -1335692.375000 Penalty: 4603.691895 Iteration 19Q: 3 clusters Score -1335692 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6122 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1335707.250000 Penalty: 4603.691895 Iteration 20F: 3 clusters Score -1335707 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1335719.625000 Penalty: 4603.691895 Iteration 21Q: 3 clusters Score -1335720 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6146 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -1335722.375000 Penalty: 4603.691895 Iteration 22Q: 3 clusters Score -1335722 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -1335728.625000 Penalty: 4603.691895 Iteration 23Q: 3 clusters Score -1335729 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -1335731.375000 Penalty: 4603.691895 Iteration 24Q: 3 clusters Score -1335731 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1335730.250000 Penalty: 4603.691895 Iteration 25Q: 3 clusters Score -1335730 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -1335733.875000 Penalty: 4603.691895 Iteration 26Q: 3 clusters Score -1335734 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 4565 members Entering Unmasked Estep Score: -1335734.125000 Penalty: 4603.691895 Iteration 27Q: 3 clusters Score -1335734 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1335738.375000 Penalty: 4603.691895 Iteration 28Q: 3 clusters Score -1335738 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 4562 members Entering Unmasked Estep Score: -1335739.000000 Penalty: 4603.691895 Iteration 29Q: 3 clusters Score -1335739 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6179 members Mstep: Class 2 contains 4560 members Entering Unmasked Estep Score: -1335735.125000 Penalty: 4603.691895 Iteration 30Q: 3 clusters Score -1335735 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1335736.250000 Penalty: 4603.691895 Iteration 31Q: 3 clusters Score -1335736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1335735.250000 Penalty: 4603.691895 Iteration 32Q: 3 clusters Score -1335735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 4557 members Entering Unmasked Estep Score: -1335735.000000 Penalty: 4603.691895 Iteration 33Q: 3 clusters Score -1335735 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -1335734.250000 Penalty: 4603.691895 Iteration 34Q: 3 clusters Score -1335734 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1335735.000000 Penalty: 4603.691895 Iteration 35Q: 3 clusters Score -1335735 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6178 members Mstep: Class 2 contains 4561 members Entering Unmasked Estep Score: -1335732.375000 Penalty: 4603.691895 Iteration 36Q: 3 clusters Score -1335732 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1335734.250000 Penalty: 4603.691895 Iteration 37Q: 3 clusters Score -1335734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1335734.250000 Penalty: 4603.691895 Iteration 38F: 3 clusters Score -1335734 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4349 members Entering Unmasked Estep Score: -581406.437500 Penalty: 2077.669922 Iteration 0F: 2 clusters Score -581406.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -577219.562500 Penalty: 4155.339844 Iteration 0F: 3 clusters Score -577219.6 nChanged 1659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -578206.812500 Penalty: 4155.339844 Iteration 1F: 3 clusters Score -578206.8 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -578396.187500 Penalty: 4155.339844 Iteration 2F: 3 clusters Score -578396.2 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -578500.187500 Penalty: 4155.339844 Iteration 3Q: 3 clusters Score -578500.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -578580.875000 Penalty: 4155.339844 Iteration 4Q: 3 clusters Score -578580.9 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -578630.625000 Penalty: 4155.339844 Iteration 5Q: 3 clusters Score -578630.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -578669.687500 Penalty: 4155.339844 Iteration 6Q: 3 clusters Score -578669.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -578704.750000 Penalty: 4155.339844 Iteration 7Q: 3 clusters Score -578704.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -578746.750000 Penalty: 4155.339844 Iteration 8Q: 3 clusters Score -578746.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -578782.437500 Penalty: 4155.339844 Iteration 9Q: 3 clusters Score -578782.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -578815.500000 Penalty: 4155.339844 Iteration 10Q: 3 clusters Score -578815.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -578854.937500 Penalty: 4155.339844 Iteration 11Q: 3 clusters Score -578854.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -578899.500000 Penalty: 4155.339844 Iteration 12Q: 3 clusters Score -578899.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -578943.062500 Penalty: 4155.339844 Iteration 13Q: 3 clusters Score -578943.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -578981.375000 Penalty: 4155.339844 Iteration 14Q: 3 clusters Score -578981.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -579016.687500 Penalty: 4155.339844 Iteration 15Q: 3 clusters Score -579016.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -579053.750000 Penalty: 4155.339844 Iteration 16Q: 3 clusters Score -579053.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -579090.812500 Penalty: 4155.339844 Iteration 17Q: 3 clusters Score -579090.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -579120.187500 Penalty: 4155.339844 Iteration 18Q: 3 clusters Score -579120.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3048 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -579145.125000 Penalty: 4155.339844 Iteration 19Q: 3 clusters Score -579145.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -579165.500000 Penalty: 4155.339844 Iteration 20F: 3 clusters Score -579165.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -579179.937500 Penalty: 4155.339844 Iteration 21Q: 3 clusters Score -579179.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -579201.875000 Penalty: 4155.339844 Iteration 22Q: 3 clusters Score -579201.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -579221.437500 Penalty: 4155.339844 Iteration 23Q: 3 clusters Score -579221.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3175 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -579246.750000 Penalty: 4155.339844 Iteration 24Q: 3 clusters Score -579246.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -579274.000000 Penalty: 4155.339844 Iteration 25Q: 3 clusters Score -579274 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -579301.562500 Penalty: 4155.339844 Iteration 26Q: 3 clusters Score -579301.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -579327.875000 Penalty: 4155.339844 Iteration 27Q: 3 clusters Score -579327.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -579358.000000 Penalty: 4155.339844 Iteration 28Q: 3 clusters Score -579358 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -579377.812500 Penalty: 4155.339844 Iteration 29Q: 3 clusters Score -579377.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -579392.625000 Penalty: 4155.339844 Iteration 30Q: 3 clusters Score -579392.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -579406.812500 Penalty: 4155.339844 Iteration 31Q: 3 clusters Score -579406.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -579419.187500 Penalty: 4155.339844 Iteration 32Q: 3 clusters Score -579419.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -579429.375000 Penalty: 4155.339844 Iteration 33Q: 3 clusters Score -579429.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3389 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -579436.750000 Penalty: 4155.339844 Iteration 34Q: 3 clusters Score -579436.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -579445.687500 Penalty: 4155.339844 Iteration 35Q: 3 clusters Score -579445.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -579452.000000 Penalty: 4155.339844 Iteration 36Q: 3 clusters Score -579452 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -579455.312500 Penalty: 4155.339844 Iteration 37Q: 3 clusters Score -579455.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -579459.875000 Penalty: 4155.339844 Iteration 38Q: 3 clusters Score -579459.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -579469.187500 Penalty: 4155.339844 Iteration 39Q: 3 clusters Score -579469.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -579479.875000 Penalty: 4155.339844 Iteration 40F: 3 clusters Score -579479.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3464 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -579488.375000 Penalty: 4155.339844 Iteration 41Q: 3 clusters Score -579488.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -579497.625000 Penalty: 4155.339844 Iteration 42Q: 3 clusters Score -579497.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -579503.812500 Penalty: 4155.339844 Iteration 43Q: 3 clusters Score -579503.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -579509.750000 Penalty: 4155.339844 Iteration 44Q: 3 clusters Score -579509.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -579512.812500 Penalty: 4155.339844 Iteration 45Q: 3 clusters Score -579512.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -579517.312500 Penalty: 4155.339844 Iteration 46Q: 3 clusters Score -579517.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3517 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -579518.187500 Penalty: 4155.339844 Iteration 47Q: 3 clusters Score -579518.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -579522.937500 Penalty: 4155.339844 Iteration 48Q: 3 clusters Score -579522.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -579527.250000 Penalty: 4155.339844 Iteration 49Q: 3 clusters Score -579527.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -579535.875000 Penalty: 4155.339844 Iteration 50Q: 3 clusters Score -579535.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -579539.625000 Penalty: 4155.339844 Iteration 51Q: 3 clusters Score -579539.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -579545.187500 Penalty: 4155.339844 Iteration 52Q: 3 clusters Score -579545.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -579550.000000 Penalty: 4155.339844 Iteration 53Q: 3 clusters Score -579550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -579552.687500 Penalty: 4155.339844 Iteration 54Q: 3 clusters Score -579552.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -579553.125000 Penalty: 4155.339844 Iteration 55Q: 3 clusters Score -579553.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -579554.562500 Penalty: 4155.339844 Iteration 56Q: 3 clusters Score -579554.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -579557.625000 Penalty: 4155.339844 Iteration 57Q: 3 clusters Score -579557.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -579559.125000 Penalty: 4155.339844 Iteration 58Q: 3 clusters Score -579559.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -579562.625000 Penalty: 4155.339844 Iteration 59Q: 3 clusters Score -579562.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -579564.875000 Penalty: 4155.339844 Iteration 60F: 3 clusters Score -579564.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -579564.937500 Penalty: 4155.339844 Iteration 61Q: 3 clusters Score -579564.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -579565.437500 Penalty: 4155.339844 Iteration 62Q: 3 clusters Score -579565.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -579567.062500 Penalty: 4155.339844 Iteration 63Q: 3 clusters Score -579567.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -579568.750000 Penalty: 4155.339844 Iteration 64Q: 3 clusters Score -579568.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3599 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -579570.687500 Penalty: 4155.339844 Iteration 65Q: 3 clusters Score -579570.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -579574.000000 Penalty: 4155.339844 Iteration 66Q: 3 clusters Score -579574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -579575.937500 Penalty: 4155.339844 Iteration 67Q: 3 clusters Score -579575.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -579576.937500 Penalty: 4155.339844 Iteration 68Q: 3 clusters Score -579576.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -579577.187500 Penalty: 4155.339844 Iteration 69Q: 3 clusters Score -579577.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -579578.812500 Penalty: 4155.339844 Iteration 70Q: 3 clusters Score -579578.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -579580.125000 Penalty: 4155.339844 Iteration 71Q: 3 clusters Score -579580.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -579580.937500 Penalty: 4155.339844 Iteration 72Q: 3 clusters Score -579580.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -579584.250000 Penalty: 4155.339844 Iteration 73Q: 3 clusters Score -579584.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -579584.312500 Penalty: 4155.339844 Iteration 74Q: 3 clusters Score -579584.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -579587.000000 Penalty: 4155.339844 Iteration 75Q: 3 clusters Score -579587 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -579589.062500 Penalty: 4155.339844 Iteration 76Q: 3 clusters Score -579589.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -579588.500000 Penalty: 4155.339844 Iteration 77Q: 3 clusters Score -579588.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -579588.500000 Penalty: 4155.339844 Iteration 78F: 3 clusters Score -579588.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (109549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109549 members Entering Unmasked Estep Score: -14468345.000000 Penalty: 2877.823486 Iteration 0F: 2 clusters Score -1.446834e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54869 members Mstep: Class 2 contains 54680 members Entering Unmasked Estep Score: -14394954.000000 Penalty: 5755.646973 Iteration 0F: 3 clusters Score -1.439495e+07 nChanged 51837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56394 members Mstep: Class 2 contains 53155 members Entering Unmasked Estep Score: -14424919.000000 Penalty: 5755.646973 Iteration 1F: 3 clusters Score -1.442492e+07 nChanged 3594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57474 members Mstep: Class 2 contains 52075 members Entering Unmasked Estep Score: -14425812.000000 Penalty: 5755.646973 Iteration 2Q: 3 clusters Score -1.442581e+07 nChanged 3710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59206 members Mstep: Class 2 contains 50343 members Entering Unmasked Estep Score: -14426745.000000 Penalty: 5755.646973 Iteration 3Q: 3 clusters Score -1.442674e+07 nChanged 4141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61863 members Mstep: Class 2 contains 47686 members Entering Unmasked Estep Score: -14427990.000000 Penalty: 5755.646973 Iteration 4Q: 3 clusters Score -1.442799e+07 nChanged 5008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65769 members Mstep: Class 2 contains 43780 members Entering Unmasked Estep Score: -14430075.000000 Penalty: 5755.646973 Iteration 5Q: 3 clusters Score -1.443008e+07 nChanged 6124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71189 members Mstep: Class 2 contains 38360 members Entering Unmasked Estep Score: -14433417.000000 Penalty: 5755.646973 Iteration 6F: 3 clusters Score -1.443342e+07 nChanged 7485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78220 members Mstep: Class 2 contains 31329 members Entering Unmasked Estep Score: -14438521.000000 Penalty: 5755.646973 Iteration 7F: 3 clusters Score -1.443852e+07 nChanged 8173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86181 members Mstep: Class 2 contains 23368 members Entering Unmasked Estep Score: -14444931.000000 Penalty: 5755.646973 Iteration 8F: 3 clusters Score -1.444493e+07 nChanged 8064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94163 members Mstep: Class 2 contains 15386 members Entering Unmasked Estep Score: -14451937.000000 Penalty: 5755.646973 Iteration 9F: 3 clusters Score -1.445194e+07 nChanged 6579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100722 members Mstep: Class 2 contains 8827 members Entering Unmasked Estep Score: -14458041.000000 Penalty: 5755.646973 Iteration 10F: 3 clusters Score -1.445804e+07 nChanged 4364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105082 members Mstep: Class 2 contains 4467 members Entering Unmasked Estep Score: -14462114.000000 Penalty: 5755.646973 Iteration 11Q: 3 clusters Score -1.446211e+07 nChanged 2297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107373 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -14464156.000000 Penalty: 5755.646973 Iteration 12Q: 3 clusters Score -1.446416e+07 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108407 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -14465115.000000 Penalty: 5755.646973 Iteration 13Q: 3 clusters Score -1.446512e+07 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108806 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -14465491.000000 Penalty: 5755.646973 Iteration 14Q: 3 clusters Score -1.446549e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108966 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -14465628.000000 Penalty: 5755.646973 Iteration 15Q: 3 clusters Score -1.446563e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109049 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -14465741.000000 Penalty: 5755.646973 Iteration 16Q: 3 clusters Score -1.446574e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109080 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -14465765.000000 Penalty: 5755.646973 Iteration 17Q: 3 clusters Score -1.446576e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109099 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -14465790.000000 Penalty: 5755.646973 Iteration 18Q: 3 clusters Score -1.446579e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109115 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -14465838.000000 Penalty: 5755.646973 Iteration 19Q: 3 clusters Score -1.446584e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109123 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -14465850.000000 Penalty: 5755.646973 Iteration 20F: 3 clusters Score -1.446585e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109129 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -14465868.000000 Penalty: 5755.646973 Iteration 21Q: 3 clusters Score -1.446587e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109119 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -14465880.000000 Penalty: 5755.646973 Iteration 22Q: 3 clusters Score -1.446588e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109115 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -14465891.000000 Penalty: 5755.646973 Iteration 23Q: 3 clusters Score -1.446589e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109116 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -14465893.000000 Penalty: 5755.646973 Iteration 24Q: 3 clusters Score -1.446589e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109117 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -14465895.000000 Penalty: 5755.646973 Iteration 25Q: 3 clusters Score -1.44659e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109117 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -14465895.000000 Penalty: 5755.646973 Iteration 26F: 3 clusters Score -1.44659e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Entering Unmasked Estep Score: -460252.562500 Penalty: 2038.659912 Iteration 0F: 2 clusters Score -460252.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -456526.281250 Penalty: 4077.319824 Iteration 0F: 3 clusters Score -456526.3 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -457363.125000 Penalty: 4077.319824 Iteration 1F: 3 clusters Score -457363.1 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -457622.406250 Penalty: 4077.319824 Iteration 2F: 3 clusters Score -457622.4 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -457787.093750 Penalty: 4077.319824 Iteration 3F: 3 clusters Score -457787.1 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -457931.718750 Penalty: 4077.319824 Iteration 4Q: 3 clusters Score -457931.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -458052.687500 Penalty: 4077.319824 Iteration 5Q: 3 clusters Score -458052.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -458126.187500 Penalty: 4077.319824 Iteration 6Q: 3 clusters Score -458126.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -458185.750000 Penalty: 4077.319824 Iteration 7Q: 3 clusters Score -458185.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -458241.906250 Penalty: 4077.319824 Iteration 8Q: 3 clusters Score -458241.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -458283.218750 Penalty: 4077.319824 Iteration 9Q: 3 clusters Score -458283.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -458318.125000 Penalty: 4077.319824 Iteration 10Q: 3 clusters Score -458318.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -458347.875000 Penalty: 4077.319824 Iteration 11Q: 3 clusters Score -458347.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -458371.281250 Penalty: 4077.319824 Iteration 12Q: 3 clusters Score -458371.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -458402.937500 Penalty: 4077.319824 Iteration 13Q: 3 clusters Score -458402.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -458444.062500 Penalty: 4077.319824 Iteration 14Q: 3 clusters Score -458444.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -458474.156250 Penalty: 4077.319824 Iteration 15Q: 3 clusters Score -458474.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -458499.312500 Penalty: 4077.319824 Iteration 16Q: 3 clusters Score -458499.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -458520.343750 Penalty: 4077.319824 Iteration 17Q: 3 clusters Score -458520.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -458532.406250 Penalty: 4077.319824 Iteration 18Q: 3 clusters Score -458532.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -458549.218750 Penalty: 4077.319824 Iteration 19Q: 3 clusters Score -458549.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -458565.656250 Penalty: 4077.319824 Iteration 20F: 3 clusters Score -458565.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -458581.500000 Penalty: 4077.319824 Iteration 21Q: 3 clusters Score -458581.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -458597.312500 Penalty: 4077.319824 Iteration 22Q: 3 clusters Score -458597.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -458610.375000 Penalty: 4077.319824 Iteration 23Q: 3 clusters Score -458610.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -458617.968750 Penalty: 4077.319824 Iteration 24Q: 3 clusters Score -458618 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -458626.031250 Penalty: 4077.319824 Iteration 25Q: 3 clusters Score -458626 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -458632.375000 Penalty: 4077.319824 Iteration 26Q: 3 clusters Score -458632.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -458637.218750 Penalty: 4077.319824 Iteration 27Q: 3 clusters Score -458637.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -458643.343750 Penalty: 4077.319824 Iteration 28Q: 3 clusters Score -458643.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -458648.093750 Penalty: 4077.319824 Iteration 29Q: 3 clusters Score -458648.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -458652.875000 Penalty: 4077.319824 Iteration 30Q: 3 clusters Score -458652.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -458658.750000 Penalty: 4077.319824 Iteration 31Q: 3 clusters Score -458658.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -458663.125000 Penalty: 4077.319824 Iteration 32Q: 3 clusters Score -458663.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -458666.062500 Penalty: 4077.319824 Iteration 33Q: 3 clusters Score -458666.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -458667.812500 Penalty: 4077.319824 Iteration 34Q: 3 clusters Score -458667.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -458669.937500 Penalty: 4077.319824 Iteration 35Q: 3 clusters Score -458669.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -458672.625000 Penalty: 4077.319824 Iteration 36Q: 3 clusters Score -458672.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -458675.250000 Penalty: 4077.319824 Iteration 37Q: 3 clusters Score -458675.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -458674.625000 Penalty: 4077.319824 Iteration 38Q: 3 clusters Score -458674.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -458676.000000 Penalty: 4077.319824 Iteration 39Q: 3 clusters Score -458676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -458676.250000 Penalty: 4077.319824 Iteration 40F: 3 clusters Score -458676.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -458676.718750 Penalty: 4077.319824 Iteration 41Q: 3 clusters Score -458676.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -458677.125000 Penalty: 4077.319824 Iteration 42Q: 3 clusters Score -458677.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -458678.312500 Penalty: 4077.319824 Iteration 43Q: 3 clusters Score -458678.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -458678.406250 Penalty: 4077.319824 Iteration 44Q: 3 clusters Score -458678.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -458679.718750 Penalty: 4077.319824 Iteration 45Q: 3 clusters Score -458679.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -458680.781250 Penalty: 4077.319824 Iteration 46Q: 3 clusters Score -458680.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -458681.218750 Penalty: 4077.319824 Iteration 47Q: 3 clusters Score -458681.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -458682.343750 Penalty: 4077.319824 Iteration 48Q: 3 clusters Score -458682.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -458684.281250 Penalty: 4077.319824 Iteration 49Q: 3 clusters Score -458684.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -458685.187500 Penalty: 4077.319824 Iteration 50Q: 3 clusters Score -458685.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -458686.125000 Penalty: 4077.319824 Iteration 51Q: 3 clusters Score -458686.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -458689.250000 Penalty: 4077.319824 Iteration 52Q: 3 clusters Score -458689.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -458692.375000 Penalty: 4077.319824 Iteration 53Q: 3 clusters Score -458692.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -458692.812500 Penalty: 4077.319824 Iteration 54Q: 3 clusters Score -458692.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -458694.000000 Penalty: 4077.319824 Iteration 55Q: 3 clusters Score -458694 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -458696.562500 Penalty: 4077.319824 Iteration 56Q: 3 clusters Score -458696.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -458697.656250 Penalty: 4077.319824 Iteration 57Q: 3 clusters Score -458697.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -458697.312500 Penalty: 4077.319824 Iteration 58Q: 3 clusters Score -458697.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -458698.375000 Penalty: 4077.319824 Iteration 59Q: 3 clusters Score -458698.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -458698.625000 Penalty: 4077.319824 Iteration 60F: 3 clusters Score -458698.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -458699.062500 Penalty: 4077.319824 Iteration 61Q: 3 clusters Score -458699.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -458699.062500 Penalty: 4077.319824 Iteration 62F: 3 clusters Score -458699.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (68561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68561 members Entering Unmasked Estep Score: -9270613.000000 Penalty: 2761.598877 Iteration 0F: 2 clusters Score -9270613 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34299 members Mstep: Class 2 contains 34262 members Entering Unmasked Estep Score: -9224969.000000 Penalty: 5523.197754 Iteration 0F: 3 clusters Score -9224969 nChanged 31775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34280 members Mstep: Class 2 contains 34281 members Entering Unmasked Estep Score: -9242781.000000 Penalty: 5523.197754 Iteration 1F: 3 clusters Score -9242781 nChanged 2480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33990 members Mstep: Class 2 contains 34571 members Entering Unmasked Estep Score: -9243443.000000 Penalty: 5523.197754 Iteration 2Q: 3 clusters Score -9243443 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33462 members Mstep: Class 2 contains 35099 members Entering Unmasked Estep Score: -9244272.000000 Penalty: 5523.197754 Iteration 3Q: 3 clusters Score -9244272 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32620 members Mstep: Class 2 contains 35941 members Entering Unmasked Estep Score: -9245210.000000 Penalty: 5523.197754 Iteration 4Q: 3 clusters Score -9245210 nChanged 3139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31403 members Mstep: Class 2 contains 37158 members Entering Unmasked Estep Score: -9246630.000000 Penalty: 5523.197754 Iteration 5Q: 3 clusters Score -9246630 nChanged 3560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29677 members Mstep: Class 2 contains 38884 members Entering Unmasked Estep Score: -9248287.000000 Penalty: 5523.197754 Iteration 6F: 3 clusters Score -9248287 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27623 members Mstep: Class 2 contains 40938 members Entering Unmasked Estep Score: -9250206.000000 Penalty: 5523.197754 Iteration 7F: 3 clusters Score -9250206 nChanged 3896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25263 members Mstep: Class 2 contains 43298 members Entering Unmasked Estep Score: -9252282.000000 Penalty: 5523.197754 Iteration 8F: 3 clusters Score -9252282 nChanged 3895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22524 members Mstep: Class 2 contains 46037 members Entering Unmasked Estep Score: -9254379.000000 Penalty: 5523.197754 Iteration 9F: 3 clusters Score -9254379 nChanged 3661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19723 members Mstep: Class 2 contains 48838 members Entering Unmasked Estep Score: -9256345.000000 Penalty: 5523.197754 Iteration 10F: 3 clusters Score -9256345 nChanged 3390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16853 members Mstep: Class 2 contains 51708 members Entering Unmasked Estep Score: -9258203.000000 Penalty: 5523.197754 Iteration 11Q: 3 clusters Score -9258203 nChanged 3050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14099 members Mstep: Class 2 contains 54462 members Entering Unmasked Estep Score: -9259867.000000 Penalty: 5523.197754 Iteration 12Q: 3 clusters Score -9259867 nChanged 2731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11478 members Mstep: Class 2 contains 57083 members Entering Unmasked Estep Score: -9261446.000000 Penalty: 5523.197754 Iteration 13Q: 3 clusters Score -9261446 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9041 members Mstep: Class 2 contains 59520 members Entering Unmasked Estep Score: -9263002.000000 Penalty: 5523.197754 Iteration 14Q: 3 clusters Score -9263002 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 61572 members Entering Unmasked Estep Score: -9264222.000000 Penalty: 5523.197754 Iteration 15Q: 3 clusters Score -9264222 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 63278 members Entering Unmasked Estep Score: -9265256.000000 Penalty: 5523.197754 Iteration 16Q: 3 clusters Score -9265256 nChanged 1388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 64664 members Entering Unmasked Estep Score: -9266187.000000 Penalty: 5523.197754 Iteration 17Q: 3 clusters Score -9266187 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 65679 members Entering Unmasked Estep Score: -9266844.000000 Penalty: 5523.197754 Iteration 18Q: 3 clusters Score -9266844 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 66429 members Entering Unmasked Estep Score: -9267365.000000 Penalty: 5523.197754 Iteration 19Q: 3 clusters Score -9267365 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 66937 members Entering Unmasked Estep Score: -9267717.000000 Penalty: 5523.197754 Iteration 20F: 3 clusters Score -9267717 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 67249 members Entering Unmasked Estep Score: -9267909.000000 Penalty: 5523.197754 Iteration 21Q: 3 clusters Score -9267909 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 67461 members Entering Unmasked Estep Score: -9268081.000000 Penalty: 5523.197754 Iteration 22Q: 3 clusters Score -9268081 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 67576 members Entering Unmasked Estep Score: -9268173.000000 Penalty: 5523.197754 Iteration 23Q: 3 clusters Score -9268173 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 67643 members Entering Unmasked Estep Score: -9268223.000000 Penalty: 5523.197754 Iteration 24Q: 3 clusters Score -9268223 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 67688 members Entering Unmasked Estep Score: -9268246.000000 Penalty: 5523.197754 Iteration 25Q: 3 clusters Score -9268246 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 67728 members Entering Unmasked Estep Score: -9268274.000000 Penalty: 5523.197754 Iteration 26Q: 3 clusters Score -9268274 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 67755 members Entering Unmasked Estep Score: -9268291.000000 Penalty: 5523.197754 Iteration 27Q: 3 clusters Score -9268291 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 67774 members Entering Unmasked Estep Score: -9268303.000000 Penalty: 5523.197754 Iteration 28Q: 3 clusters Score -9268303 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 67789 members Entering Unmasked Estep Score: -9268307.000000 Penalty: 5523.197754 Iteration 29Q: 3 clusters Score -9268307 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 67802 members Entering Unmasked Estep Score: -9268316.000000 Penalty: 5523.197754 Iteration 30Q: 3 clusters Score -9268316 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 67816 members Entering Unmasked Estep Score: -9268338.000000 Penalty: 5523.197754 Iteration 31Q: 3 clusters Score -9268338 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 67824 members Entering Unmasked Estep Score: -9268349.000000 Penalty: 5523.197754 Iteration 32Q: 3 clusters Score -9268349 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 67828 members Entering Unmasked Estep Score: -9268360.000000 Penalty: 5523.197754 Iteration 33Q: 3 clusters Score -9268360 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 67834 members Entering Unmasked Estep Score: -9268357.000000 Penalty: 5523.197754 Iteration 34Q: 3 clusters Score -9268357 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 67837 members Entering Unmasked Estep Score: -9268359.000000 Penalty: 5523.197754 Iteration 35Q: 3 clusters Score -9268359 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 67841 members Entering Unmasked Estep Score: -9268356.000000 Penalty: 5523.197754 Iteration 36Q: 3 clusters Score -9268356 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 67842 members Entering Unmasked Estep Score: -9268357.000000 Penalty: 5523.197754 Iteration 37Q: 3 clusters Score -9268357 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 67844 members Entering Unmasked Estep Score: -9268362.000000 Penalty: 5523.197754 Iteration 38Q: 3 clusters Score -9268362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 67846 members Entering Unmasked Estep Score: -9268364.000000 Penalty: 5523.197754 Iteration 39Q: 3 clusters Score -9268364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 67846 members Entering Unmasked Estep Score: -9268364.000000 Penalty: 5523.197754 Iteration 40F: 3 clusters Score -9268364 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10907 members Entering Unmasked Estep Score: -1419993.375000 Penalty: 2305.695801 Iteration 0F: 2 clusters Score -1419993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -1411698.000000 Penalty: 4611.391602 Iteration 0F: 3 clusters Score -1411698 nChanged 4613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -1414083.750000 Penalty: 4611.391602 Iteration 1F: 3 clusters Score -1414084 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 5656 members Entering Unmasked Estep Score: -1414445.750000 Penalty: 4611.391602 Iteration 2F: 3 clusters Score -1414446 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5213 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -1414802.750000 Penalty: 4611.391602 Iteration 3F: 3 clusters Score -1414803 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -1415173.500000 Penalty: 4611.391602 Iteration 4F: 3 clusters Score -1415174 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 5631 members Entering Unmasked Estep Score: -1415527.125000 Penalty: 4611.391602 Iteration 5F: 3 clusters Score -1415527 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -1415834.375000 Penalty: 4611.391602 Iteration 6Q: 3 clusters Score -1415834 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5539 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -1416090.250000 Penalty: 4611.391602 Iteration 7Q: 3 clusters Score -1416090 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -1416326.375000 Penalty: 4611.391602 Iteration 8Q: 3 clusters Score -1416326 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5996 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -1416549.625000 Penalty: 4611.391602 Iteration 9Q: 3 clusters Score -1416550 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1416744.500000 Penalty: 4611.391602 Iteration 10Q: 3 clusters Score -1416744 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -1416925.125000 Penalty: 4611.391602 Iteration 11Q: 3 clusters Score -1416925 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -1417082.375000 Penalty: 4611.391602 Iteration 12Q: 3 clusters Score -1417082 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -1417197.375000 Penalty: 4611.391602 Iteration 13Q: 3 clusters Score -1417197 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7155 members Mstep: Class 2 contains 3752 members Entering Unmasked Estep Score: -1417298.125000 Penalty: 4611.391602 Iteration 14Q: 3 clusters Score -1417298 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -1417381.750000 Penalty: 4611.391602 Iteration 15Q: 3 clusters Score -1417382 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1417475.375000 Penalty: 4611.391602 Iteration 16Q: 3 clusters Score -1417475 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7743 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1417569.000000 Penalty: 4611.391602 Iteration 17Q: 3 clusters Score -1417569 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1417648.750000 Penalty: 4611.391602 Iteration 18Q: 3 clusters Score -1417649 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -1417737.000000 Penalty: 4611.391602 Iteration 19Q: 3 clusters Score -1417737 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -1417819.375000 Penalty: 4611.391602 Iteration 20F: 3 clusters Score -1417819 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8483 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1417900.500000 Penalty: 4611.391602 Iteration 21Q: 3 clusters Score -1417900 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8651 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -1417980.000000 Penalty: 4611.391602 Iteration 22Q: 3 clusters Score -1417980 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8827 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -1418068.875000 Penalty: 4611.391602 Iteration 23Q: 3 clusters Score -1418069 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -1418134.750000 Penalty: 4611.391602 Iteration 24Q: 3 clusters Score -1418135 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -1418204.375000 Penalty: 4611.391602 Iteration 25Q: 3 clusters Score -1418204 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -1418283.125000 Penalty: 4611.391602 Iteration 26Q: 3 clusters Score -1418283 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9370 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -1418353.500000 Penalty: 4611.391602 Iteration 27Q: 3 clusters Score -1418354 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1418407.250000 Penalty: 4611.391602 Iteration 28Q: 3 clusters Score -1418407 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9576 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -1418463.500000 Penalty: 4611.391602 Iteration 29Q: 3 clusters Score -1418464 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -1418509.375000 Penalty: 4611.391602 Iteration 30Q: 3 clusters Score -1418509 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9735 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -1418551.625000 Penalty: 4611.391602 Iteration 31Q: 3 clusters Score -1418552 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9796 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1418582.375000 Penalty: 4611.391602 Iteration 32Q: 3 clusters Score -1418582 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9847 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -1418609.500000 Penalty: 4611.391602 Iteration 33Q: 3 clusters Score -1418610 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -1418635.750000 Penalty: 4611.391602 Iteration 34Q: 3 clusters Score -1418636 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9922 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -1418650.625000 Penalty: 4611.391602 Iteration 35Q: 3 clusters Score -1418651 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9951 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -1418662.500000 Penalty: 4611.391602 Iteration 36Q: 3 clusters Score -1418662 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1418669.000000 Penalty: 4611.391602 Iteration 37Q: 3 clusters Score -1418669 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9981 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -1418672.625000 Penalty: 4611.391602 Iteration 38Q: 3 clusters Score -1418673 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1418680.875000 Penalty: 4611.391602 Iteration 39Q: 3 clusters Score -1418681 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10005 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -1418689.250000 Penalty: 4611.391602 Iteration 40F: 3 clusters Score -1418689 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1418698.375000 Penalty: 4611.391602 Iteration 41Q: 3 clusters Score -1418698 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10025 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1418699.875000 Penalty: 4611.391602 Iteration 42Q: 3 clusters Score -1418700 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -1418706.000000 Penalty: 4611.391602 Iteration 43Q: 3 clusters Score -1418706 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1418712.125000 Penalty: 4611.391602 Iteration 44Q: 3 clusters Score -1418712 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1418714.625000 Penalty: 4611.391602 Iteration 45Q: 3 clusters Score -1418715 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10057 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1418718.625000 Penalty: 4611.391602 Iteration 46Q: 3 clusters Score -1418719 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10058 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -1418718.750000 Penalty: 4611.391602 Iteration 47Q: 3 clusters Score -1418719 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10060 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -1418719.250000 Penalty: 4611.391602 Iteration 48Q: 3 clusters Score -1418719 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10063 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -1418720.625000 Penalty: 4611.391602 Iteration 49Q: 3 clusters Score -1418721 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10066 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1418722.625000 Penalty: 4611.391602 Iteration 50Q: 3 clusters Score -1418723 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10067 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -1418722.375000 Penalty: 4611.391602 Iteration 51Q: 3 clusters Score -1418722 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -1418723.125000 Penalty: 4611.391602 Iteration 52Q: 3 clusters Score -1418723 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10070 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -1418724.875000 Penalty: 4611.391602 Iteration 53Q: 3 clusters Score -1418725 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10072 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1418723.625000 Penalty: 4611.391602 Iteration 54Q: 3 clusters Score -1418724 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10073 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -1418726.500000 Penalty: 4611.391602 Iteration 55Q: 3 clusters Score -1418726 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10074 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -1418726.875000 Penalty: 4611.391602 Iteration 56Q: 3 clusters Score -1418727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -1418728.250000 Penalty: 4611.391602 Iteration 57Q: 3 clusters Score -1418728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10076 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1418729.375000 Penalty: 4611.391602 Iteration 58Q: 3 clusters Score -1418729 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10080 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -1418729.750000 Penalty: 4611.391602 Iteration 59Q: 3 clusters Score -1418730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -1418729.500000 Penalty: 4611.391602 Iteration 60F: 3 clusters Score -1418730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -1418733.250000 Penalty: 4611.391602 Iteration 61Q: 3 clusters Score -1418733 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1418739.250000 Penalty: 4611.391602 Iteration 62Q: 3 clusters Score -1418739 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10098 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1418739.875000 Penalty: 4611.391602 Iteration 63Q: 3 clusters Score -1418740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10100 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -1418740.250000 Penalty: 4611.391602 Iteration 64Q: 3 clusters Score -1418740 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10101 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1418742.875000 Penalty: 4611.391602 Iteration 65Q: 3 clusters Score -1418743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10103 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1418743.375000 Penalty: 4611.391602 Iteration 66Q: 3 clusters Score -1418743 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10103 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -1418745.375000 Penalty: 4611.391602 Iteration 67Q: 3 clusters Score -1418745 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10105 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1418746.125000 Penalty: 4611.391602 Iteration 68Q: 3 clusters Score -1418746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10110 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1418749.500000 Penalty: 4611.391602 Iteration 69Q: 3 clusters Score -1418750 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1418749.875000 Penalty: 4611.391602 Iteration 70Q: 3 clusters Score -1418750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -1418751.625000 Penalty: 4611.391602 Iteration 71Q: 3 clusters Score -1418752 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10113 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1418753.750000 Penalty: 4611.391602 Iteration 72Q: 3 clusters Score -1418754 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10115 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -1418753.500000 Penalty: 4611.391602 Iteration 73Q: 3 clusters Score -1418754 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10120 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -1418754.500000 Penalty: 4611.391602 Iteration 74Q: 3 clusters Score -1418754 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10123 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1418755.750000 Penalty: 4611.391602 Iteration 75Q: 3 clusters Score -1418756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10126 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1418760.000000 Penalty: 4611.391602 Iteration 76Q: 3 clusters Score -1418760 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10126 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1418760.000000 Penalty: 4611.391602 Iteration 77F: 3 clusters Score -1418760 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Entering Unmasked Estep Score: -80878.031250 Penalty: 1615.648804 Iteration 0F: 2 clusters Score -80878.03 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -79260.882812 Penalty: 3231.297607 Iteration 0F: 3 clusters Score -79260.88 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -79525.804688 Penalty: 3231.297607 Iteration 1F: 3 clusters Score -79525.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -79662.062500 Penalty: 3231.297607 Iteration 2F: 3 clusters Score -79662.06 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -80176.546875 Penalty: 3231.297607 Iteration 3Q: 3 clusters Score -80176.55 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -80376.523438 Penalty: 3231.297607 Iteration 4F: 3 clusters Score -80376.52 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -80528.250000 Penalty: 3231.297607 Iteration 5F: 3 clusters Score -80528.25 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -80599.164062 Penalty: 3231.297607 Iteration 6Q: 3 clusters Score -80599.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -80628.328125 Penalty: 3231.297607 Iteration 7Q: 3 clusters Score -80628.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -80631.960938 Penalty: 3231.297607 Iteration 8Q: 3 clusters Score -80631.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -80631.960938 Penalty: 3231.297607 Iteration 9F: 3 clusters Score -80631.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -75657.601562 Penalty: 1604.758301 Iteration 0F: 2 clusters Score -75657.6 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 311 members Entering Unmasked Estep Score: -74060.015625 Penalty: 3209.516602 Iteration 0F: 3 clusters Score -74060.02 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -74295.601562 Penalty: 3209.516602 Iteration 1F: 3 clusters Score -74295.6 nChanged 41 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: -74386.078125 Penalty: 3209.516602 Iteration 2F: 3 clusters Score -74386.08 nChanged 24 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: -74479.960938 Penalty: 3209.516602 Iteration 3Q: 3 clusters Score -74479.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -74565.929688 Penalty: 3209.516602 Iteration 4Q: 3 clusters Score -74565.93 nChanged 17 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: -74609.789062 Penalty: 3209.516602 Iteration 5Q: 3 clusters Score -74609.79 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -74629.156250 Penalty: 3209.516602 Iteration 6Q: 3 clusters Score -74629.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -74641.710938 Penalty: 3209.516602 Iteration 7Q: 3 clusters Score -74641.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -74650.546875 Penalty: 3209.516602 Iteration 8Q: 3 clusters Score -74650.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -74661.601562 Penalty: 3209.516602 Iteration 9Q: 3 clusters Score -74661.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -74667.875000 Penalty: 3209.516602 Iteration 10Q: 3 clusters Score -74667.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -74667.875000 Penalty: 3209.516602 Iteration 11F: 3 clusters Score -74667.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (74762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74762 members Entering Unmasked Estep Score: -10037328.000000 Penalty: 2783.072021 Iteration 0F: 2 clusters Score -1.003733e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37662 members Mstep: Class 2 contains 37100 members Entering Unmasked Estep Score: -9987559.000000 Penalty: 5566.144043 Iteration 0F: 3 clusters Score -9987559 nChanged 35005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41091 members Mstep: Class 2 contains 33671 members Entering Unmasked Estep Score: -10007258.000000 Penalty: 5566.144043 Iteration 1F: 3 clusters Score -1.000726e+07 nChanged 3164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43325 members Mstep: Class 2 contains 31437 members Entering Unmasked Estep Score: -10008251.000000 Penalty: 5566.144043 Iteration 2Q: 3 clusters Score -1.000825e+07 nChanged 3866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46553 members Mstep: Class 2 contains 28209 members Entering Unmasked Estep Score: -10010136.000000 Penalty: 5566.144043 Iteration 3F: 3 clusters Score -1.001014e+07 nChanged 5044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51119 members Mstep: Class 2 contains 23643 members Entering Unmasked Estep Score: -10013317.000000 Penalty: 5566.144043 Iteration 4F: 3 clusters Score -1.001332e+07 nChanged 6176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56911 members Mstep: Class 2 contains 17851 members Entering Unmasked Estep Score: -10018279.000000 Penalty: 5566.144043 Iteration 5F: 3 clusters Score -1.001828e+07 nChanged 6347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62964 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -10024016.000000 Penalty: 5566.144043 Iteration 6F: 3 clusters Score -1.002402e+07 nChanged 5241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68023 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -10029047.000000 Penalty: 5566.144043 Iteration 7F: 3 clusters Score -1.002905e+07 nChanged 3239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71188 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -10032139.000000 Penalty: 5566.144043 Iteration 8Q: 3 clusters Score -1.003214e+07 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72763 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -10033641.000000 Penalty: 5566.144043 Iteration 9Q: 3 clusters Score -1.003364e+07 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73497 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -10034420.000000 Penalty: 5566.144043 Iteration 10Q: 3 clusters Score -1.003442e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73771 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -10034843.000000 Penalty: 5566.144043 Iteration 11Q: 3 clusters Score -1.003484e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73878 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -10035104.000000 Penalty: 5566.144043 Iteration 12Q: 3 clusters Score -1.00351e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73908 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -10035249.000000 Penalty: 5566.144043 Iteration 13Q: 3 clusters Score -1.003525e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73922 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -10035283.000000 Penalty: 5566.144043 Iteration 14Q: 3 clusters Score -1.003528e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73932 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -10035329.000000 Penalty: 5566.144043 Iteration 15Q: 3 clusters Score -1.003533e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73950 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -10035381.000000 Penalty: 5566.144043 Iteration 16Q: 3 clusters Score -1.003538e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73955 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -10035399.000000 Penalty: 5566.144043 Iteration 17Q: 3 clusters Score -1.00354e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73955 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -10035417.000000 Penalty: 5566.144043 Iteration 18Q: 3 clusters Score -1.003542e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73959 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -10035423.000000 Penalty: 5566.144043 Iteration 19Q: 3 clusters Score -1.003542e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73959 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -10035422.000000 Penalty: 5566.144043 Iteration 20F: 3 clusters Score -1.003542e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73958 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -10035431.000000 Penalty: 5566.144043 Iteration 21Q: 3 clusters Score -1.003543e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73953 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -10035428.000000 Penalty: 5566.144043 Iteration 22Q: 3 clusters Score -1.003543e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73953 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -10035437.000000 Penalty: 5566.144043 Iteration 23Q: 3 clusters Score -1.003544e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73952 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -10035442.000000 Penalty: 5566.144043 Iteration 24Q: 3 clusters Score -1.003544e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73953 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -10035435.000000 Penalty: 5566.144043 Iteration 25Q: 3 clusters Score -1.003544e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73955 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -10035441.000000 Penalty: 5566.144043 Iteration 26Q: 3 clusters Score -1.003544e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73955 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -10035441.000000 Penalty: 5566.144043 Iteration 27F: 3 clusters Score -1.003544e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44376 members Mstep: Class 2 contains 49223 members Mstep: Class 3 contains 251 members Mstep: Class 4 contains 497 members Mstep: Class 5 contains 8894 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52132 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4747 members Mstep: Class 12 contains 15547 members Mstep: Class 13 contains 4345 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39847 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10739 members Mstep: Class 18 contains 4349 members Mstep: Class 19 contains 109549 members Mstep: Class 20 contains 3716 members Mstep: Class 21 contains 68561 members Mstep: Class 22 contains 10907 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74762 members Entering Unmasked Estep ConsiderDeletion Score: -85891440.000000 Penalty: 86358.609375 Iteration 79Q: 27 clusters Score -8.589144e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 44375 members Mstep: Class 2 contains 49223 members Mstep: Class 3 contains 248 members Mstep: Class 4 contains 500 members Mstep: Class 5 contains 8899 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52122 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4751 members Mstep: Class 12 contains 15551 members Mstep: Class 13 contains 4345 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39854 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10759 members Mstep: Class 18 contains 4347 members Mstep: Class 19 contains 109536 members Mstep: Class 20 contains 3708 members Mstep: Class 21 contains 68559 members Mstep: Class 22 contains 10906 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74758 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891472.000000 Penalty: 86358.609375 Iteration 80F: 27 clusters Score -8.589147e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44377 members Mstep: Class 2 contains 49220 members Mstep: Class 3 contains 249 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8904 members Mstep: Class 6 contains 140176 members Mstep: Class 7 contains 52113 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 674 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4755 members Mstep: Class 12 contains 15557 members Mstep: Class 13 contains 4342 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39857 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10769 members Mstep: Class 18 contains 4345 members Mstep: Class 19 contains 109525 members Mstep: Class 20 contains 3703 members Mstep: Class 21 contains 68560 members Mstep: Class 22 contains 10904 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74760 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891528.000000 Penalty: 86358.609375 Iteration 81Q: 27 clusters Score -8.589153e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44380 members Mstep: Class 2 contains 49220 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8907 members Mstep: Class 6 contains 140178 members Mstep: Class 7 contains 52108 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4756 members Mstep: Class 12 contains 15559 members Mstep: Class 13 contains 4340 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39859 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10777 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109514 members Mstep: Class 20 contains 3698 members Mstep: Class 21 contains 68563 members Mstep: Class 22 contains 10902 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74764 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891440.000000 Penalty: 86358.609375 Iteration 82Q: 27 clusters Score -8.589144e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44382 members Mstep: Class 2 contains 49215 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8913 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52103 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4757 members Mstep: Class 12 contains 15558 members Mstep: Class 13 contains 4338 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39854 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10791 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109508 members Mstep: Class 20 contains 3700 members Mstep: Class 21 contains 68566 members Mstep: Class 22 contains 10899 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74766 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891440.000000 Penalty: 86358.609375 Iteration 83Q: 27 clusters Score -8.589144e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44383 members Mstep: Class 2 contains 49211 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 140173 members Mstep: Class 7 contains 52100 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4758 members Mstep: Class 12 contains 15561 members Mstep: Class 13 contains 4337 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39853 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10810 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 109505 members Mstep: Class 20 contains 3695 members Mstep: Class 21 contains 68568 members Mstep: Class 22 contains 10898 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 646 members Mstep: Class 25 contains 74761 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891336.000000 Penalty: 86358.609375 Iteration 84Q: 27 clusters Score -8.589134e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44384 members Mstep: Class 2 contains 49210 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8916 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52093 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4759 members Mstep: Class 12 contains 15569 members Mstep: Class 13 contains 4337 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39849 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10819 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109506 members Mstep: Class 20 contains 3688 members Mstep: Class 21 contains 68568 members Mstep: Class 22 contains 10896 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74758 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891344.000000 Penalty: 86358.609375 Iteration 85Q: 27 clusters Score -8.589134e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44388 members Mstep: Class 2 contains 49209 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8915 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52082 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4760 members Mstep: Class 12 contains 15576 members Mstep: Class 13 contains 4336 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39848 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10836 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 109502 members Mstep: Class 20 contains 3684 members Mstep: Class 21 contains 68568 members Mstep: Class 22 contains 10894 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74754 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891368.000000 Penalty: 86358.609375 Iteration 86Q: 27 clusters Score -8.589137e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44389 members Mstep: Class 2 contains 49210 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8917 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52078 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4761 members Mstep: Class 12 contains 15580 members Mstep: Class 13 contains 4333 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10848 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 109500 members Mstep: Class 20 contains 3673 members Mstep: Class 21 contains 68571 members Mstep: Class 22 contains 10894 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74753 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891432.000000 Penalty: 86358.609375 Iteration 87Q: 27 clusters Score -8.589143e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44390 members Mstep: Class 2 contains 49210 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8924 members Mstep: Class 6 contains 140176 members Mstep: Class 7 contains 52072 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4764 members Mstep: Class 12 contains 15582 members Mstep: Class 13 contains 4325 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39843 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10858 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109494 members Mstep: Class 20 contains 3669 members Mstep: Class 21 contains 68571 members Mstep: Class 22 contains 10894 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74753 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891352.000000 Penalty: 86358.609375 Iteration 88Q: 27 clusters Score -8.589135e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44391 members Mstep: Class 2 contains 49208 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8930 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52068 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4766 members Mstep: Class 12 contains 15584 members Mstep: Class 13 contains 4323 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39838 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10872 members Mstep: Class 18 contains 4345 members Mstep: Class 19 contains 109480 members Mstep: Class 20 contains 3670 members Mstep: Class 21 contains 68579 members Mstep: Class 22 contains 10893 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74748 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891288.000000 Penalty: 86358.609375 Iteration 89Q: 27 clusters Score -8.589129e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44394 members Mstep: Class 2 contains 49210 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8931 members Mstep: Class 6 contains 140176 members Mstep: Class 7 contains 52063 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4766 members Mstep: Class 12 contains 15587 members Mstep: Class 13 contains 4324 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39838 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10884 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109463 members Mstep: Class 20 contains 3673 members Mstep: Class 21 contains 68577 members Mstep: Class 22 contains 10893 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74747 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891240.000000 Penalty: 86358.609375 Iteration 90Q: 27 clusters Score -8.589124e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44399 members Mstep: Class 2 contains 49210 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8933 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52053 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4767 members Mstep: Class 12 contains 15587 members Mstep: Class 13 contains 4322 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39837 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10889 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109459 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 68578 members Mstep: Class 22 contains 10892 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74747 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891256.000000 Penalty: 86358.609375 Iteration 91Q: 27 clusters Score -8.589126e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44405 members Mstep: Class 2 contains 49209 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8931 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52051 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4769 members Mstep: Class 12 contains 15588 members Mstep: Class 13 contains 4321 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39837 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10898 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109453 members Mstep: Class 20 contains 3670 members Mstep: Class 21 contains 68579 members Mstep: Class 22 contains 10891 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74748 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891224.000000 Penalty: 86358.609375 Iteration 92Q: 27 clusters Score -8.589122e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44408 members Mstep: Class 2 contains 49210 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8930 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52053 members Mstep: Class 8 contains 2726 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4769 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4318 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39837 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10905 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109448 members Mstep: Class 20 contains 3665 members Mstep: Class 21 contains 68580 members Mstep: Class 22 contains 10891 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74747 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891248.000000 Penalty: 86358.609375 Iteration 93Q: 27 clusters Score -8.589125e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44412 members Mstep: Class 2 contains 49209 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8929 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52050 members Mstep: Class 8 contains 2725 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4769 members Mstep: Class 12 contains 15593 members Mstep: Class 13 contains 4317 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39842 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10915 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109437 members Mstep: Class 20 contains 3662 members Mstep: Class 21 contains 68580 members Mstep: Class 22 contains 10890 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74747 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891320.000000 Penalty: 86358.609375 Iteration 94Q: 27 clusters Score -8.589132e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44413 members Mstep: Class 2 contains 49209 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8925 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52048 members Mstep: Class 8 contains 2725 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4771 members Mstep: Class 12 contains 15596 members Mstep: Class 13 contains 4314 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39840 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10925 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109434 members Mstep: Class 20 contains 3660 members Mstep: Class 21 contains 68578 members Mstep: Class 22 contains 10890 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74748 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891344.000000 Penalty: 86358.609375 Iteration 95Q: 27 clusters Score -8.589134e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44412 members Mstep: Class 2 contains 49207 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140176 members Mstep: Class 7 contains 52045 members Mstep: Class 8 contains 2725 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4774 members Mstep: Class 12 contains 15596 members Mstep: Class 13 contains 4313 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39841 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10933 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109430 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 68581 members Mstep: Class 22 contains 10888 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74746 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891376.000000 Penalty: 86358.609375 Iteration 96Q: 27 clusters Score -8.589138e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44416 members Mstep: Class 2 contains 49205 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8922 members Mstep: Class 6 contains 140178 members Mstep: Class 7 contains 52043 members Mstep: Class 8 contains 2725 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 645 members Mstep: Class 11 contains 4776 members Mstep: Class 12 contains 15597 members Mstep: Class 13 contains 4310 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39839 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10938 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109426 members Mstep: Class 20 contains 3660 members Mstep: Class 21 contains 68583 members Mstep: Class 22 contains 10887 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74746 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891352.000000 Penalty: 86358.609375 Iteration 97Q: 27 clusters Score -8.589135e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44417 members Mstep: Class 2 contains 49204 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8921 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52043 members Mstep: Class 8 contains 2725 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4779 members Mstep: Class 12 contains 15596 members Mstep: Class 13 contains 4310 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39836 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10945 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109420 members Mstep: Class 20 contains 3660 members Mstep: Class 21 contains 68587 members Mstep: Class 22 contains 10886 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74746 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891392.000000 Penalty: 86358.609375 Iteration 98Q: 27 clusters Score -8.589139e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44420 members Mstep: Class 2 contains 49204 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8920 members Mstep: Class 6 contains 140171 members Mstep: Class 7 contains 52041 members Mstep: Class 8 contains 2725 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15593 members Mstep: Class 13 contains 4310 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39837 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10951 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109415 members Mstep: Class 20 contains 3660 members Mstep: Class 21 contains 68590 members Mstep: Class 22 contains 10886 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74746 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891384.000000 Penalty: 86358.609375 Iteration 99Q: 27 clusters Score -8.589138e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44420 members Mstep: Class 2 contains 49204 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8922 members Mstep: Class 6 contains 140171 members Mstep: Class 7 contains 52039 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15592 members Mstep: Class 13 contains 4309 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39837 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10955 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109411 members Mstep: Class 20 contains 3662 members Mstep: Class 21 contains 68593 members Mstep: Class 22 contains 10886 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74745 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891376.000000 Penalty: 86358.609375 Iteration 100F: 27 clusters Score -8.589138e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44420 members Mstep: Class 2 contains 49203 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140171 members Mstep: Class 7 contains 52038 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15591 members Mstep: Class 13 contains 4308 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39838 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10958 members Mstep: Class 18 contains 4345 members Mstep: Class 19 contains 109410 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 68595 members Mstep: Class 22 contains 10886 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74743 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891352.000000 Penalty: 86358.609375 Iteration 101Q: 27 clusters Score -8.589135e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44420 members Mstep: Class 2 contains 49201 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140172 members Mstep: Class 7 contains 52037 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15591 members Mstep: Class 13 contains 4308 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39838 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10961 members Mstep: Class 18 contains 4344 members Mstep: Class 19 contains 109409 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10886 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74743 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891352.000000 Penalty: 86358.609375 Iteration 102Q: 27 clusters Score -8.589135e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44420 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52036 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4307 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39838 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10965 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109410 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10886 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74743 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891368.000000 Penalty: 86358.609375 Iteration 103Q: 27 clusters Score -8.589137e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44419 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52033 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4305 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39838 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10967 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109410 members Mstep: Class 20 contains 3664 members Mstep: Class 21 contains 68597 members Mstep: Class 22 contains 10886 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74743 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891352.000000 Penalty: 86358.609375 Iteration 104Q: 27 clusters Score -8.589135e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44420 members Mstep: Class 2 contains 49201 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52027 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15591 members Mstep: Class 13 contains 4305 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39838 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10967 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109410 members Mstep: Class 20 contains 3668 members Mstep: Class 21 contains 68597 members Mstep: Class 22 contains 10885 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74743 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891344.000000 Penalty: 86358.609375 Iteration 105Q: 27 clusters Score -8.589134e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44420 members Mstep: Class 2 contains 49202 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52024 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15591 members Mstep: Class 13 contains 4305 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39839 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10968 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109410 members Mstep: Class 20 contains 3670 members Mstep: Class 21 contains 68597 members Mstep: Class 22 contains 10882 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891368.000000 Penalty: 86358.609375 Iteration 106Q: 27 clusters Score -8.589137e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44422 members Mstep: Class 2 contains 49202 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52021 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4302 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39837 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10969 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109414 members Mstep: Class 20 contains 3674 members Mstep: Class 21 contains 68597 members Mstep: Class 22 contains 10879 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891432.000000 Penalty: 86358.609375 Iteration 107Q: 27 clusters Score -8.589143e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44425 members Mstep: Class 2 contains 49202 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8924 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52015 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4300 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39838 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10970 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109413 members Mstep: Class 20 contains 3680 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10877 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891408.000000 Penalty: 86358.609375 Iteration 108Q: 27 clusters Score -8.589141e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44429 members Mstep: Class 2 contains 49202 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8926 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52010 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10970 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109413 members Mstep: Class 20 contains 3689 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10876 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891376.000000 Penalty: 86358.609375 Iteration 109Q: 27 clusters Score -8.589138e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44429 members Mstep: Class 2 contains 49202 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8928 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52011 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39834 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10970 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109411 members Mstep: Class 20 contains 3689 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10874 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891328.000000 Penalty: 86358.609375 Iteration 110Q: 27 clusters Score -8.589133e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44429 members Mstep: Class 2 contains 49202 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8928 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52008 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10971 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109412 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10872 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891360.000000 Penalty: 86358.609375 Iteration 111Q: 27 clusters Score -8.589136e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44429 members Mstep: Class 2 contains 49201 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8929 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52007 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39834 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10973 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109413 members Mstep: Class 20 contains 3691 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10871 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891296.000000 Penalty: 86358.609375 Iteration 112Q: 27 clusters Score -8.58913e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44427 members Mstep: Class 2 contains 49201 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8928 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52007 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39834 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10975 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109417 members Mstep: Class 20 contains 3691 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10869 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891288.000000 Penalty: 86358.609375 Iteration 113Q: 27 clusters Score -8.589129e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44428 members Mstep: Class 2 contains 49201 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52005 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39834 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10975 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109421 members Mstep: Class 20 contains 3691 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10866 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891288.000000 Penalty: 86358.609375 Iteration 114Q: 27 clusters Score -8.589129e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44429 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140174 members Mstep: Class 7 contains 52001 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4298 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10975 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109425 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10864 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891352.000000 Penalty: 86358.609375 Iteration 115Q: 27 clusters Score -8.589135e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44429 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52000 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10976 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109426 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 68596 members Mstep: Class 22 contains 10864 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891384.000000 Penalty: 86358.609375 Iteration 116Q: 27 clusters Score -8.589138e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44430 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52000 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4296 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10976 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109423 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 68597 members Mstep: Class 22 contains 10865 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891360.000000 Penalty: 86358.609375 Iteration 117Q: 27 clusters Score -8.589136e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44430 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52000 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10976 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109423 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 68597 members Mstep: Class 22 contains 10864 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85891368.000000 Penalty: 86358.609375 Iteration 118Q: 27 clusters Score -8.589137e+07 nChanged 1 Entering ConstructFrom: Score: -85891368.000000 Penalty: 86358.609375 Entering ConstructFrom: Trying to split cluster 1 (44430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44430 members Entering Unmasked Estep Score: -5997043.500000 Penalty: 2654.014404 Iteration 0F: 2 clusters Score -5997044 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22314 members Mstep: Class 2 contains 22116 members Entering Unmasked Estep Score: -5967023.500000 Penalty: 5308.028809 Iteration 0F: 3 clusters Score -5967024 nChanged 20355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23001 members Mstep: Class 2 contains 21429 members Entering Unmasked Estep Score: -5978098.000000 Penalty: 5308.028809 Iteration 1F: 3 clusters Score -5978098 nChanged 1802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23471 members Mstep: Class 2 contains 20959 members Entering Unmasked Estep Score: -5978571.500000 Penalty: 5308.028809 Iteration 2Q: 3 clusters Score -5978572 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24053 members Mstep: Class 2 contains 20377 members Entering Unmasked Estep Score: -5979018.000000 Penalty: 5308.028809 Iteration 3Q: 3 clusters Score -5979018 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24933 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -5979516.000000 Penalty: 5308.028809 Iteration 4Q: 3 clusters Score -5979516 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26139 members Mstep: Class 2 contains 18291 members Entering Unmasked Estep Score: -5980101.000000 Penalty: 5308.028809 Iteration 5Q: 3 clusters Score -5980101 nChanged 1977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27892 members Mstep: Class 2 contains 16538 members Entering Unmasked Estep Score: -5981034.000000 Penalty: 5308.028809 Iteration 6Q: 3 clusters Score -5981034 nChanged 2587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30343 members Mstep: Class 2 contains 14087 members Entering Unmasked Estep Score: -5982558.500000 Penalty: 5308.028809 Iteration 7F: 3 clusters Score -5982558 nChanged 3082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33347 members Mstep: Class 2 contains 11083 members Entering Unmasked Estep Score: -5984696.000000 Penalty: 5308.028809 Iteration 8F: 3 clusters Score -5984696 nChanged 3284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36615 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -5987493.500000 Penalty: 5308.028809 Iteration 9F: 3 clusters Score -5987494 nChanged 3138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39743 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -5990399.500000 Penalty: 5308.028809 Iteration 10F: 3 clusters Score -5990400 nChanged 2214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41941 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -5992541.500000 Penalty: 5308.028809 Iteration 11Q: 3 clusters Score -5992542 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43208 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -5993726.000000 Penalty: 5308.028809 Iteration 12Q: 3 clusters Score -5993726 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43758 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -5994243.000000 Penalty: 5308.028809 Iteration 13Q: 3 clusters Score -5994243 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43965 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -5994456.000000 Penalty: 5308.028809 Iteration 14Q: 3 clusters Score -5994456 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44044 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -5994533.500000 Penalty: 5308.028809 Iteration 15Q: 3 clusters Score -5994534 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44080 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -5994580.500000 Penalty: 5308.028809 Iteration 16Q: 3 clusters Score -5994580 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44096 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -5994602.000000 Penalty: 5308.028809 Iteration 17Q: 3 clusters Score -5994602 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44106 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -5994628.000000 Penalty: 5308.028809 Iteration 18Q: 3 clusters Score -5994628 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44113 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -5994639.000000 Penalty: 5308.028809 Iteration 19Q: 3 clusters Score -5994639 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44120 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -5994640.000000 Penalty: 5308.028809 Iteration 20F: 3 clusters Score -5994640 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44125 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -5994650.000000 Penalty: 5308.028809 Iteration 21Q: 3 clusters Score -5994650 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44130 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -5994656.000000 Penalty: 5308.028809 Iteration 22Q: 3 clusters Score -5994656 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44131 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -5994660.500000 Penalty: 5308.028809 Iteration 23Q: 3 clusters Score -5994660 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44131 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -5994660.500000 Penalty: 5308.028809 Iteration 24F: 3 clusters Score -5994660 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (49200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49200 members Entering Unmasked Estep Score: -6594918.500000 Penalty: 2679.304932 Iteration 0F: 2 clusters Score -6594918 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24461 members Mstep: Class 2 contains 24739 members Entering Unmasked Estep Score: -6561574.500000 Penalty: 5358.609863 Iteration 0F: 3 clusters Score -6561574 nChanged 22771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22964 members Mstep: Class 2 contains 26236 members Entering Unmasked Estep Score: -6574434.500000 Penalty: 5358.609863 Iteration 1F: 3 clusters Score -6574434 nChanged 2240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22030 members Mstep: Class 2 contains 27170 members Entering Unmasked Estep Score: -6575255.500000 Penalty: 5358.609863 Iteration 2Q: 3 clusters Score -6575256 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20624 members Mstep: Class 2 contains 28576 members Entering Unmasked Estep Score: -6576264.000000 Penalty: 5358.609863 Iteration 3Q: 3 clusters Score -6576264 nChanged 2734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18566 members Mstep: Class 2 contains 30634 members Entering Unmasked Estep Score: -6577624.500000 Penalty: 5358.609863 Iteration 4F: 3 clusters Score -6577624 nChanged 3241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15801 members Mstep: Class 2 contains 33399 members Entering Unmasked Estep Score: -6579631.500000 Penalty: 5358.609863 Iteration 5F: 3 clusters Score -6579632 nChanged 3526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12589 members Mstep: Class 2 contains 36611 members Entering Unmasked Estep Score: -6582142.000000 Penalty: 5358.609863 Iteration 6F: 3 clusters Score -6582142 nChanged 3570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 40033 members Entering Unmasked Estep Score: -6585016.500000 Penalty: 5358.609863 Iteration 7F: 3 clusters Score -6585016 nChanged 3140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6107 members Mstep: Class 2 contains 43093 members Entering Unmasked Estep Score: -6587694.500000 Penalty: 5358.609863 Iteration 8F: 3 clusters Score -6587694 nChanged 2398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 45453 members Entering Unmasked Estep Score: -6589819.000000 Penalty: 5358.609863 Iteration 9Q: 3 clusters Score -6589819 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 47025 members Entering Unmasked Estep Score: -6591188.500000 Penalty: 5358.609863 Iteration 10Q: 3 clusters Score -6591188 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 47849 members Entering Unmasked Estep Score: -6591833.500000 Penalty: 5358.609863 Iteration 11Q: 3 clusters Score -6591834 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 48272 members Entering Unmasked Estep Score: -6592158.000000 Penalty: 5358.609863 Iteration 12Q: 3 clusters Score -6592158 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 48477 members Entering Unmasked Estep Score: -6592321.000000 Penalty: 5358.609863 Iteration 13Q: 3 clusters Score -6592321 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 48596 members Entering Unmasked Estep Score: -6592426.000000 Penalty: 5358.609863 Iteration 14Q: 3 clusters Score -6592426 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 48659 members Entering Unmasked Estep Score: -6592470.500000 Penalty: 5358.609863 Iteration 15Q: 3 clusters Score -6592470 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 48700 members Entering Unmasked Estep Score: -6592519.500000 Penalty: 5358.609863 Iteration 16Q: 3 clusters Score -6592520 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 48739 members Entering Unmasked Estep Score: -6592559.500000 Penalty: 5358.609863 Iteration 17Q: 3 clusters Score -6592560 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 48752 members Entering Unmasked Estep Score: -6592574.000000 Penalty: 5358.609863 Iteration 18Q: 3 clusters Score -6592574 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 48767 members Entering Unmasked Estep Score: -6592598.000000 Penalty: 5358.609863 Iteration 19Q: 3 clusters Score -6592598 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 48777 members Entering Unmasked Estep Score: -6592603.000000 Penalty: 5358.609863 Iteration 20F: 3 clusters Score -6592603 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 48785 members Entering Unmasked Estep Score: -6592628.500000 Penalty: 5358.609863 Iteration 21Q: 3 clusters Score -6592628 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 48790 members Entering Unmasked Estep Score: -6592641.000000 Penalty: 5358.609863 Iteration 22Q: 3 clusters Score -6592641 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 48795 members Entering Unmasked Estep Score: -6592645.500000 Penalty: 5358.609863 Iteration 23Q: 3 clusters Score -6592646 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 48802 members Entering Unmasked Estep Score: -6592655.500000 Penalty: 5358.609863 Iteration 24Q: 3 clusters Score -6592656 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 48805 members Entering Unmasked Estep Score: -6592668.000000 Penalty: 5358.609863 Iteration 25Q: 3 clusters Score -6592668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 48809 members Entering Unmasked Estep Score: -6592668.500000 Penalty: 5358.609863 Iteration 26Q: 3 clusters Score -6592668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 48815 members Entering Unmasked Estep Score: -6592680.500000 Penalty: 5358.609863 Iteration 27Q: 3 clusters Score -6592680 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 48817 members Entering Unmasked Estep Score: -6592679.000000 Penalty: 5358.609863 Iteration 28Q: 3 clusters Score -6592679 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 48817 members Entering Unmasked Estep Score: -6592684.500000 Penalty: 5358.609863 Iteration 29Q: 3 clusters Score -6592684 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 48818 members Entering Unmasked Estep Score: -6592686.000000 Penalty: 5358.609863 Iteration 30Q: 3 clusters Score -6592686 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 48819 members Entering Unmasked Estep Score: -6592692.500000 Penalty: 5358.609863 Iteration 31Q: 3 clusters Score -6592692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 48820 members Entering Unmasked Estep Score: -6592687.000000 Penalty: 5358.609863 Iteration 32Q: 3 clusters Score -6592687 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 48820 members Entering Unmasked Estep Score: -6592687.000000 Penalty: 5358.609863 Iteration 33F: 3 clusters Score -6592687 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -22977.361328 Penalty: 1366.328369 Iteration 0F: 2 clusters Score -22977.36 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: -21938.328125 Penalty: 2732.656738 Iteration 0F: 3 clusters Score -21938.33 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -22161.013672 Penalty: 2732.656738 Iteration 1F: 3 clusters Score -22161.01 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -22330.937500 Penalty: 2732.656738 Iteration 2F: 3 clusters Score -22330.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -22395.199219 Penalty: 2732.656738 Iteration 3Q: 3 clusters Score -22395.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -22404.224609 Penalty: 2732.656738 Iteration 4Q: 3 clusters Score -22404.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -22441.644531 Penalty: 2732.656738 Iteration 5Q: 3 clusters Score -22441.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -22449.408203 Penalty: 2732.656738 Iteration 6Q: 3 clusters Score -22449.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -22449.408203 Penalty: 2732.656738 Iteration 7F: 3 clusters Score -22449.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Entering Unmasked Estep Score: -59924.894531 Penalty: 1541.718262 Iteration 0F: 2 clusters Score -59924.89 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 240 members Entering Unmasked Estep Score: -58422.269531 Penalty: 3083.436523 Iteration 0F: 3 clusters Score -58422.27 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -58671.472656 Penalty: 3083.436523 Iteration 1F: 3 clusters Score -58671.47 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -58774.562500 Penalty: 3083.436523 Iteration 2F: 3 clusters Score -58774.56 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -58825.597656 Penalty: 3083.436523 Iteration 3Q: 3 clusters Score -58825.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -58838.691406 Penalty: 3083.436523 Iteration 4Q: 3 clusters Score -58838.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -58847.324219 Penalty: 3083.436523 Iteration 5Q: 3 clusters Score -58847.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -58855.902344 Penalty: 3083.436523 Iteration 6Q: 3 clusters Score -58855.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -58857.402344 Penalty: 3083.436523 Iteration 7Q: 3 clusters Score -58857.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -58868.480469 Penalty: 3083.436523 Iteration 8Q: 3 clusters Score -58868.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -58878.031250 Penalty: 3083.436523 Iteration 9Q: 3 clusters Score -58878.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -58885.109375 Penalty: 3083.436523 Iteration 10Q: 3 clusters Score -58885.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -58888.863281 Penalty: 3083.436523 Iteration 11Q: 3 clusters Score -58888.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -58894.117188 Penalty: 3083.436523 Iteration 12Q: 3 clusters Score -58894.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -58894.117188 Penalty: 3083.436523 Iteration 13F: 3 clusters Score -58894.12 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8927 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8927 members Entering Unmasked Estep Score: -1193635.250000 Penalty: 2256.015381 Iteration 0F: 2 clusters Score -1193635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -1186704.125000 Penalty: 4512.030762 Iteration 0F: 3 clusters Score -1186704 nChanged 3642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1188626.000000 Penalty: 4512.030762 Iteration 1F: 3 clusters Score -1188626 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -1188888.875000 Penalty: 4512.030762 Iteration 2F: 3 clusters Score -1188889 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -1189075.750000 Penalty: 4512.030762 Iteration 3Q: 3 clusters Score -1189076 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -1189233.375000 Penalty: 4512.030762 Iteration 4Q: 3 clusters Score -1189233 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -1189378.750000 Penalty: 4512.030762 Iteration 5Q: 3 clusters Score -1189379 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -1189531.375000 Penalty: 4512.030762 Iteration 6Q: 3 clusters Score -1189531 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -1189699.250000 Penalty: 4512.030762 Iteration 7Q: 3 clusters Score -1189699 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6354 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -1189896.125000 Penalty: 4512.030762 Iteration 8Q: 3 clusters Score -1189896 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -1190080.000000 Penalty: 4512.030762 Iteration 9Q: 3 clusters Score -1190080 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -1190294.875000 Penalty: 4512.030762 Iteration 10Q: 3 clusters Score -1190295 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -1190534.250000 Penalty: 4512.030762 Iteration 11Q: 3 clusters Score -1190534 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -1190795.750000 Penalty: 4512.030762 Iteration 12Q: 3 clusters Score -1190796 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -1191022.500000 Penalty: 4512.030762 Iteration 13Q: 3 clusters Score -1191022 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8021 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -1191175.875000 Penalty: 4512.030762 Iteration 14Q: 3 clusters Score -1191176 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8144 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1191287.500000 Penalty: 4512.030762 Iteration 15Q: 3 clusters Score -1191288 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8232 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -1191371.750000 Penalty: 4512.030762 Iteration 16Q: 3 clusters Score -1191372 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1191440.000000 Penalty: 4512.030762 Iteration 17Q: 3 clusters Score -1191440 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1191493.375000 Penalty: 4512.030762 Iteration 18Q: 3 clusters Score -1191493 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1191541.375000 Penalty: 4512.030762 Iteration 19Q: 3 clusters Score -1191541 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8439 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1191580.500000 Penalty: 4512.030762 Iteration 20F: 3 clusters Score -1191580 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8470 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -1191610.250000 Penalty: 4512.030762 Iteration 21Q: 3 clusters Score -1191610 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8488 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -1191628.875000 Penalty: 4512.030762 Iteration 22Q: 3 clusters Score -1191629 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8501 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1191643.625000 Penalty: 4512.030762 Iteration 23Q: 3 clusters Score -1191644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1191650.625000 Penalty: 4512.030762 Iteration 24Q: 3 clusters Score -1191651 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8514 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1191658.375000 Penalty: 4512.030762 Iteration 25Q: 3 clusters Score -1191658 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8522 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -1191661.875000 Penalty: 4512.030762 Iteration 26Q: 3 clusters Score -1191662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -1191667.750000 Penalty: 4512.030762 Iteration 27Q: 3 clusters Score -1191668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -1191669.625000 Penalty: 4512.030762 Iteration 28Q: 3 clusters Score -1191670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8530 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -1191672.875000 Penalty: 4512.030762 Iteration 29Q: 3 clusters Score -1191673 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -1191676.375000 Penalty: 4512.030762 Iteration 30Q: 3 clusters Score -1191676 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -1191677.750000 Penalty: 4512.030762 Iteration 31Q: 3 clusters Score -1191678 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1191684.000000 Penalty: 4512.030762 Iteration 32Q: 3 clusters Score -1191684 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8549 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -1191693.000000 Penalty: 4512.030762 Iteration 33Q: 3 clusters Score -1191693 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -1191697.375000 Penalty: 4512.030762 Iteration 34Q: 3 clusters Score -1191697 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1191699.125000 Penalty: 4512.030762 Iteration 35Q: 3 clusters Score -1191699 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1191701.625000 Penalty: 4512.030762 Iteration 36Q: 3 clusters Score -1191702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8559 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -1191702.375000 Penalty: 4512.030762 Iteration 37Q: 3 clusters Score -1191702 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1191702.500000 Penalty: 4512.030762 Iteration 38Q: 3 clusters Score -1191702 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8560 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1191702.500000 Penalty: 4512.030762 Iteration 39F: 3 clusters Score -1191702 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (140175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140175 members Entering Unmasked Estep Score: -18872460.000000 Penalty: 2938.960449 Iteration 0F: 2 clusters Score -1.887246e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70198 members Mstep: Class 2 contains 69977 members Entering Unmasked Estep Score: -18781846.000000 Penalty: 5877.920898 Iteration 0F: 3 clusters Score -1.878185e+07 nChanged 66878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72158 members Mstep: Class 2 contains 68017 members Entering Unmasked Estep Score: -18820552.000000 Penalty: 5877.920898 Iteration 1F: 3 clusters Score -1.882055e+07 nChanged 4412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73606 members Mstep: Class 2 contains 66569 members Entering Unmasked Estep Score: -18821610.000000 Penalty: 5877.920898 Iteration 2Q: 3 clusters Score -1.882161e+07 nChanged 4852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75882 members Mstep: Class 2 contains 64293 members Entering Unmasked Estep Score: -18823026.000000 Penalty: 5877.920898 Iteration 3Q: 3 clusters Score -1.882303e+07 nChanged 5695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79465 members Mstep: Class 2 contains 60710 members Entering Unmasked Estep Score: -18825088.000000 Penalty: 5877.920898 Iteration 4Q: 3 clusters Score -1.882509e+07 nChanged 7058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84681 members Mstep: Class 2 contains 55494 members Entering Unmasked Estep Score: -18828484.000000 Penalty: 5877.920898 Iteration 5F: 3 clusters Score -1.882848e+07 nChanged 8496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91485 members Mstep: Class 2 contains 48690 members Entering Unmasked Estep Score: -18833278.000000 Penalty: 5877.920898 Iteration 6F: 3 clusters Score -1.883328e+07 nChanged 9469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99448 members Mstep: Class 2 contains 40727 members Entering Unmasked Estep Score: -18839288.000000 Penalty: 5877.920898 Iteration 7F: 3 clusters Score -1.883929e+07 nChanged 9441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107773 members Mstep: Class 2 contains 32402 members Entering Unmasked Estep Score: -18845574.000000 Penalty: 5877.920898 Iteration 8F: 3 clusters Score -1.884557e+07 nChanged 8366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115499 members Mstep: Class 2 contains 24676 members Entering Unmasked Estep Score: -18851556.000000 Penalty: 5877.920898 Iteration 9F: 3 clusters Score -1.885156e+07 nChanged 6932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122061 members Mstep: Class 2 contains 18114 members Entering Unmasked Estep Score: -18856354.000000 Penalty: 5877.920898 Iteration 10Q: 3 clusters Score -1.885635e+07 nChanged 5369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127334 members Mstep: Class 2 contains 12841 members Entering Unmasked Estep Score: -18860506.000000 Penalty: 5877.920898 Iteration 11Q: 3 clusters Score -1.886051e+07 nChanged 4107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131425 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -18863668.000000 Penalty: 5877.920898 Iteration 12Q: 3 clusters Score -1.886367e+07 nChanged 3008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134433 members Mstep: Class 2 contains 5742 members Entering Unmasked Estep Score: -18866044.000000 Penalty: 5877.920898 Iteration 13Q: 3 clusters Score -1.886604e+07 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136493 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -18867676.000000 Penalty: 5877.920898 Iteration 14Q: 3 clusters Score -1.886768e+07 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137869 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -18868660.000000 Penalty: 5877.920898 Iteration 15Q: 3 clusters Score -1.886866e+07 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138668 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -18869228.000000 Penalty: 5877.920898 Iteration 16Q: 3 clusters Score -1.886923e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139099 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -18869514.000000 Penalty: 5877.920898 Iteration 17Q: 3 clusters Score -1.886951e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139350 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -18869714.000000 Penalty: 5877.920898 Iteration 18Q: 3 clusters Score -1.886971e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139504 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -18869850.000000 Penalty: 5877.920898 Iteration 19Q: 3 clusters Score -1.886985e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139572 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -18869890.000000 Penalty: 5877.920898 Iteration 20F: 3 clusters Score -1.886989e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139614 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -18869940.000000 Penalty: 5877.920898 Iteration 21Q: 3 clusters Score -1.886994e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139639 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -18869982.000000 Penalty: 5877.920898 Iteration 22Q: 3 clusters Score -1.886998e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139645 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -18869978.000000 Penalty: 5877.920898 Iteration 23Q: 3 clusters Score -1.886998e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139656 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -18869996.000000 Penalty: 5877.920898 Iteration 24Q: 3 clusters Score -1.887e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139667 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -18869992.000000 Penalty: 5877.920898 Iteration 25Q: 3 clusters Score -1.886999e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139669 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -18870008.000000 Penalty: 5877.920898 Iteration 26Q: 3 clusters Score -1.887001e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139672 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -18870010.000000 Penalty: 5877.920898 Iteration 27Q: 3 clusters Score -1.887001e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139676 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -18869998.000000 Penalty: 5877.920898 Iteration 28Q: 3 clusters Score -1.887e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139682 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -18870004.000000 Penalty: 5877.920898 Iteration 29Q: 3 clusters Score -1.887e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139686 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -18870000.000000 Penalty: 5877.920898 Iteration 30Q: 3 clusters Score -1.887e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139690 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -18870004.000000 Penalty: 5877.920898 Iteration 31Q: 3 clusters Score -1.887e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139692 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -18870008.000000 Penalty: 5877.920898 Iteration 32Q: 3 clusters Score -1.887001e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139698 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -18870006.000000 Penalty: 5877.920898 Iteration 33Q: 3 clusters Score -1.887001e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139705 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -18870024.000000 Penalty: 5877.920898 Iteration 34Q: 3 clusters Score -1.887002e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139709 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -18870026.000000 Penalty: 5877.920898 Iteration 35Q: 3 clusters Score -1.887003e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139713 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -18870032.000000 Penalty: 5877.920898 Iteration 36Q: 3 clusters Score -1.887003e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139718 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -18870048.000000 Penalty: 5877.920898 Iteration 37Q: 3 clusters Score -1.887005e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139721 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -18870038.000000 Penalty: 5877.920898 Iteration 38Q: 3 clusters Score -1.887004e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139723 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -18870054.000000 Penalty: 5877.920898 Iteration 39Q: 3 clusters Score -1.887005e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139727 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -18870066.000000 Penalty: 5877.920898 Iteration 40F: 3 clusters Score -1.887007e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139731 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -18870070.000000 Penalty: 5877.920898 Iteration 41Q: 3 clusters Score -1.887007e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139731 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -18870070.000000 Penalty: 5877.920898 Iteration 42F: 3 clusters Score -1.887007e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (52000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52000 members Entering Unmasked Estep Score: -6956883.000000 Penalty: 2693.031738 Iteration 0F: 2 clusters Score -6956883 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25977 members Mstep: Class 2 contains 26023 members Entering Unmasked Estep Score: -6921868.000000 Penalty: 5386.063477 Iteration 0F: 3 clusters Score -6921868 nChanged 24034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26131 members Mstep: Class 2 contains 25869 members Entering Unmasked Estep Score: -6934954.000000 Penalty: 5386.063477 Iteration 1F: 3 clusters Score -6934954 nChanged 2151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26416 members Mstep: Class 2 contains 25584 members Entering Unmasked Estep Score: -6935573.500000 Penalty: 5386.063477 Iteration 2Q: 3 clusters Score -6935574 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26884 members Mstep: Class 2 contains 25116 members Entering Unmasked Estep Score: -6936384.500000 Penalty: 5386.063477 Iteration 3Q: 3 clusters Score -6936384 nChanged 2300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27546 members Mstep: Class 2 contains 24454 members Entering Unmasked Estep Score: -6937291.000000 Penalty: 5386.063477 Iteration 4Q: 3 clusters Score -6937291 nChanged 2471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28435 members Mstep: Class 2 contains 23565 members Entering Unmasked Estep Score: -6938253.000000 Penalty: 5386.063477 Iteration 5Q: 3 clusters Score -6938253 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29593 members Mstep: Class 2 contains 22407 members Entering Unmasked Estep Score: -6939423.000000 Penalty: 5386.063477 Iteration 6F: 3 clusters Score -6939423 nChanged 2755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31090 members Mstep: Class 2 contains 20910 members Entering Unmasked Estep Score: -6940668.500000 Penalty: 5386.063477 Iteration 7F: 3 clusters Score -6940668 nChanged 2752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32964 members Mstep: Class 2 contains 19036 members Entering Unmasked Estep Score: -6941936.500000 Penalty: 5386.063477 Iteration 8F: 3 clusters Score -6941936 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35114 members Mstep: Class 2 contains 16886 members Entering Unmasked Estep Score: -6943330.500000 Penalty: 5386.063477 Iteration 9F: 3 clusters Score -6943330 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37552 members Mstep: Class 2 contains 14448 members Entering Unmasked Estep Score: -6944786.000000 Penalty: 5386.063477 Iteration 10F: 3 clusters Score -6944786 nChanged 2669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40125 members Mstep: Class 2 contains 11875 members Entering Unmasked Estep Score: -6946423.500000 Penalty: 5386.063477 Iteration 11F: 3 clusters Score -6946424 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42765 members Mstep: Class 2 contains 9235 members Entering Unmasked Estep Score: -6948123.000000 Penalty: 5386.063477 Iteration 12F: 3 clusters Score -6948123 nChanged 2463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45210 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -6949893.500000 Penalty: 5386.063477 Iteration 13Q: 3 clusters Score -6949894 nChanged 2081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47285 members Mstep: Class 2 contains 4715 members Entering Unmasked Estep Score: -6951341.000000 Penalty: 5386.063477 Iteration 14Q: 3 clusters Score -6951341 nChanged 1563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48844 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -6952486.500000 Penalty: 5386.063477 Iteration 15Q: 3 clusters Score -6952486 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49916 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -6953266.500000 Penalty: 5386.063477 Iteration 16Q: 3 clusters Score -6953266 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50628 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -6953772.500000 Penalty: 5386.063477 Iteration 17Q: 3 clusters Score -6953772 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51058 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -6954097.500000 Penalty: 5386.063477 Iteration 18Q: 3 clusters Score -6954098 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51294 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -6954280.000000 Penalty: 5386.063477 Iteration 19Q: 3 clusters Score -6954280 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51399 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -6954408.000000 Penalty: 5386.063477 Iteration 20F: 3 clusters Score -6954408 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51463 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -6954451.000000 Penalty: 5386.063477 Iteration 21Q: 3 clusters Score -6954451 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51508 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -6954483.500000 Penalty: 5386.063477 Iteration 22Q: 3 clusters Score -6954484 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51535 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -6954510.500000 Penalty: 5386.063477 Iteration 23Q: 3 clusters Score -6954510 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51559 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -6954546.000000 Penalty: 5386.063477 Iteration 24Q: 3 clusters Score -6954546 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51577 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -6954565.000000 Penalty: 5386.063477 Iteration 25Q: 3 clusters Score -6954565 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51585 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -6954571.500000 Penalty: 5386.063477 Iteration 26Q: 3 clusters Score -6954572 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51588 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -6954585.500000 Penalty: 5386.063477 Iteration 27Q: 3 clusters Score -6954586 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51590 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -6954581.000000 Penalty: 5386.063477 Iteration 28Q: 3 clusters Score -6954581 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51590 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -6954587.500000 Penalty: 5386.063477 Iteration 29Q: 3 clusters Score -6954588 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51591 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -6954590.000000 Penalty: 5386.063477 Iteration 30Q: 3 clusters Score -6954590 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51590 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -6954592.500000 Penalty: 5386.063477 Iteration 31Q: 3 clusters Score -6954592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51592 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -6954595.500000 Penalty: 5386.063477 Iteration 32Q: 3 clusters Score -6954596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51597 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -6954605.000000 Penalty: 5386.063477 Iteration 33Q: 3 clusters Score -6954605 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51604 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -6954606.500000 Penalty: 5386.063477 Iteration 34Q: 3 clusters Score -6954606 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51608 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -6954613.500000 Penalty: 5386.063477 Iteration 35Q: 3 clusters Score -6954614 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51610 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -6954628.500000 Penalty: 5386.063477 Iteration 36Q: 3 clusters Score -6954628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51612 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -6954631.500000 Penalty: 5386.063477 Iteration 37Q: 3 clusters Score -6954632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51613 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -6954627.000000 Penalty: 5386.063477 Iteration 38Q: 3 clusters Score -6954627 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51613 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -6954635.000000 Penalty: 5386.063477 Iteration 39Q: 3 clusters Score -6954635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51613 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -6954635.000000 Penalty: 5386.063477 Iteration 40F: 3 clusters Score -6954635 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Entering Unmasked Estep Score: -356695.406250 Penalty: 1961.644531 Iteration 0F: 2 clusters Score -356695.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -353656.843750 Penalty: 3923.289062 Iteration 0F: 3 clusters Score -353656.8 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -354281.312500 Penalty: 3923.289062 Iteration 1F: 3 clusters Score -354281.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -354536.812500 Penalty: 3923.289062 Iteration 2F: 3 clusters Score -354536.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -354773.625000 Penalty: 3923.289062 Iteration 3F: 3 clusters Score -354773.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -354981.968750 Penalty: 3923.289062 Iteration 4F: 3 clusters Score -354982 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -355185.062500 Penalty: 3923.289062 Iteration 5F: 3 clusters Score -355185.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -355462.125000 Penalty: 3923.289062 Iteration 6F: 3 clusters Score -355462.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -355743.218750 Penalty: 3923.289062 Iteration 7F: 3 clusters Score -355743.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -355959.031250 Penalty: 3923.289062 Iteration 8Q: 3 clusters Score -355959 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -356111.406250 Penalty: 3923.289062 Iteration 9Q: 3 clusters Score -356111.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -356195.812500 Penalty: 3923.289062 Iteration 10Q: 3 clusters Score -356195.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -356238.562500 Penalty: 3923.289062 Iteration 11Q: 3 clusters Score -356238.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -356260.593750 Penalty: 3923.289062 Iteration 12Q: 3 clusters Score -356260.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -356283.093750 Penalty: 3923.289062 Iteration 13Q: 3 clusters Score -356283.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -356300.875000 Penalty: 3923.289062 Iteration 14Q: 3 clusters Score -356300.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -356317.031250 Penalty: 3923.289062 Iteration 15Q: 3 clusters Score -356317 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -356333.187500 Penalty: 3923.289062 Iteration 16Q: 3 clusters Score -356333.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -356360.625000 Penalty: 3923.289062 Iteration 17Q: 3 clusters Score -356360.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -356387.875000 Penalty: 3923.289062 Iteration 18Q: 3 clusters Score -356387.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -356407.500000 Penalty: 3923.289062 Iteration 19Q: 3 clusters Score -356407.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -356423.093750 Penalty: 3923.289062 Iteration 20F: 3 clusters Score -356423.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -356433.312500 Penalty: 3923.289062 Iteration 21Q: 3 clusters Score -356433.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -356444.031250 Penalty: 3923.289062 Iteration 22Q: 3 clusters Score -356444 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -356452.937500 Penalty: 3923.289062 Iteration 23Q: 3 clusters Score -356452.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -356462.343750 Penalty: 3923.289062 Iteration 24Q: 3 clusters Score -356462.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -356471.031250 Penalty: 3923.289062 Iteration 25Q: 3 clusters Score -356471 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -356476.500000 Penalty: 3923.289062 Iteration 26Q: 3 clusters Score -356476.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -356482.218750 Penalty: 3923.289062 Iteration 27Q: 3 clusters Score -356482.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -356492.156250 Penalty: 3923.289062 Iteration 28Q: 3 clusters Score -356492.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -356502.468750 Penalty: 3923.289062 Iteration 29Q: 3 clusters Score -356502.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -356509.687500 Penalty: 3923.289062 Iteration 30Q: 3 clusters Score -356509.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -356520.062500 Penalty: 3923.289062 Iteration 31Q: 3 clusters Score -356520.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -356534.468750 Penalty: 3923.289062 Iteration 32Q: 3 clusters Score -356534.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -356549.375000 Penalty: 3923.289062 Iteration 33Q: 3 clusters Score -356549.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -356577.281250 Penalty: 3923.289062 Iteration 34Q: 3 clusters Score -356577.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -356597.937500 Penalty: 3923.289062 Iteration 35Q: 3 clusters Score -356597.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -356612.343750 Penalty: 3923.289062 Iteration 36Q: 3 clusters Score -356612.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -356621.031250 Penalty: 3923.289062 Iteration 37Q: 3 clusters Score -356621 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -356627.875000 Penalty: 3923.289062 Iteration 38Q: 3 clusters Score -356627.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -356631.343750 Penalty: 3923.289062 Iteration 39Q: 3 clusters Score -356631.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -356635.062500 Penalty: 3923.289062 Iteration 40F: 3 clusters Score -356635.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -356639.125000 Penalty: 3923.289062 Iteration 41Q: 3 clusters Score -356639.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -356640.812500 Penalty: 3923.289062 Iteration 42Q: 3 clusters Score -356640.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -356641.781250 Penalty: 3923.289062 Iteration 43Q: 3 clusters Score -356641.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -356641.781250 Penalty: 3923.289062 Iteration 44F: 3 clusters Score -356641.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Entering Unmasked Estep Score: -81145.476562 Penalty: 1615.648804 Iteration 0F: 2 clusters Score -81145.48 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 330 members Entering Unmasked Estep Score: -79574.132812 Penalty: 3231.297607 Iteration 0F: 3 clusters Score -79574.13 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -79894.859375 Penalty: 3231.297607 Iteration 1F: 3 clusters Score -79894.86 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -80003.203125 Penalty: 3231.297607 Iteration 2F: 3 clusters Score -80003.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -80079.968750 Penalty: 3231.297607 Iteration 3Q: 3 clusters Score -80079.97 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -80151.625000 Penalty: 3231.297607 Iteration 4Q: 3 clusters Score -80151.62 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -80269.085938 Penalty: 3231.297607 Iteration 5Q: 3 clusters Score -80269.09 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -80474.250000 Penalty: 3231.297607 Iteration 6Q: 3 clusters Score -80474.25 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -80616.882812 Penalty: 3231.297607 Iteration 7Q: 3 clusters Score -80616.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -80692.015625 Penalty: 3231.297607 Iteration 8Q: 3 clusters Score -80692.02 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -80772.820312 Penalty: 3231.297607 Iteration 9Q: 3 clusters Score -80772.82 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -80978.289062 Penalty: 3231.297607 Iteration 10Q: 3 clusters Score -80978.29 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -81228.562500 Penalty: 3231.297607 Iteration 11Q: 3 clusters Score -81228.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -81423.765625 Penalty: 3231.297607 Iteration 12Q: 3 clusters Score -81423.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -81456.523438 Penalty: 3231.297607 Iteration 13Q: 3 clusters Score -81456.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -81472.890625 Penalty: 3231.297607 Iteration 14Q: 3 clusters Score -81472.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -81497.320312 Penalty: 3231.297607 Iteration 15Q: 3 clusters Score -81497.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -81524.726562 Penalty: 3231.297607 Iteration 16Q: 3 clusters Score -81524.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -81534.492188 Penalty: 3231.297607 Iteration 17Q: 3 clusters Score -81534.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -81534.492188 Penalty: 3231.297607 Iteration 18F: 3 clusters Score -81534.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44430 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52000 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 503 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10976 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109424 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 68597 members Mstep: Class 22 contains 10863 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 172 members Entering Unmasked Estep Score: -85890056.000000 Penalty: 89680.093750 Splitting cluster 9 changes total score from -85891368.000000 to -85890056.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (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: -73006.539062 Penalty: 1604.758301 Iteration 0F: 2 clusters Score -73006.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -71443.289062 Penalty: 3209.516602 Iteration 0F: 3 clusters Score -71443.29 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -71743.578125 Penalty: 3209.516602 Iteration 1F: 3 clusters Score -71743.58 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -71894.000000 Penalty: 3209.516602 Iteration 2F: 3 clusters Score -71894 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -71998.984375 Penalty: 3209.516602 Iteration 3Q: 3 clusters Score -71998.98 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -72107.000000 Penalty: 3209.516602 Iteration 4Q: 3 clusters Score -72107 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -72238.093750 Penalty: 3209.516602 Iteration 5Q: 3 clusters Score -72238.09 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -72327.984375 Penalty: 3209.516602 Iteration 6Q: 3 clusters Score -72327.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -72397.820312 Penalty: 3209.516602 Iteration 7Q: 3 clusters Score -72397.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -72416.843750 Penalty: 3209.516602 Iteration 8Q: 3 clusters Score -72416.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -72427.132812 Penalty: 3209.516602 Iteration 9Q: 3 clusters Score -72427.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -72431.437500 Penalty: 3209.516602 Iteration 10Q: 3 clusters Score -72431.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -72436.742188 Penalty: 3209.516602 Iteration 11Q: 3 clusters Score -72436.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -72438.921875 Penalty: 3209.516602 Iteration 12Q: 3 clusters Score -72438.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -72440.054688 Penalty: 3209.516602 Iteration 13Q: 3 clusters Score -72440.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -72440.765625 Penalty: 3209.516602 Iteration 14F: 3 clusters Score -72440.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -72450.023438 Penalty: 3209.516602 Iteration 15Q: 3 clusters Score -72450.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -72450.023438 Penalty: 3209.516602 Iteration 16F: 3 clusters Score -72450.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Entering Unmasked Estep Score: -634670.187500 Penalty: 2101.156494 Iteration 0F: 2 clusters Score -634670.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -630336.125000 Penalty: 4202.312988 Iteration 0F: 3 clusters Score -630336.1 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -631367.500000 Penalty: 4202.312988 Iteration 1F: 3 clusters Score -631367.5 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -631594.750000 Penalty: 4202.312988 Iteration 2F: 3 clusters Score -631594.8 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -631739.875000 Penalty: 4202.312988 Iteration 3F: 3 clusters Score -631739.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -631844.187500 Penalty: 4202.312988 Iteration 4Q: 3 clusters Score -631844.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -631923.750000 Penalty: 4202.312988 Iteration 5Q: 3 clusters Score -631923.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -631996.000000 Penalty: 4202.312988 Iteration 6Q: 3 clusters Score -631996 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -632053.125000 Penalty: 4202.312988 Iteration 7Q: 3 clusters Score -632053.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -632097.750000 Penalty: 4202.312988 Iteration 8Q: 3 clusters Score -632097.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -632142.562500 Penalty: 4202.312988 Iteration 9Q: 3 clusters Score -632142.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -632197.937500 Penalty: 4202.312988 Iteration 10Q: 3 clusters Score -632197.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -632247.062500 Penalty: 4202.312988 Iteration 11Q: 3 clusters Score -632247.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -632289.125000 Penalty: 4202.312988 Iteration 12Q: 3 clusters Score -632289.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -632333.312500 Penalty: 4202.312988 Iteration 13Q: 3 clusters Score -632333.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -632395.375000 Penalty: 4202.312988 Iteration 14Q: 3 clusters Score -632395.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -632453.812500 Penalty: 4202.312988 Iteration 15Q: 3 clusters Score -632453.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -632518.375000 Penalty: 4202.312988 Iteration 16Q: 3 clusters Score -632518.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -632589.937500 Penalty: 4202.312988 Iteration 17Q: 3 clusters Score -632589.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -632697.062500 Penalty: 4202.312988 Iteration 18Q: 3 clusters Score -632697.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -632788.187500 Penalty: 4202.312988 Iteration 19Q: 3 clusters Score -632788.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -632863.437500 Penalty: 4202.312988 Iteration 20F: 3 clusters Score -632863.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -632922.250000 Penalty: 4202.312988 Iteration 21Q: 3 clusters Score -632922.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -632974.875000 Penalty: 4202.312988 Iteration 22Q: 3 clusters Score -632974.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -633018.562500 Penalty: 4202.312988 Iteration 23Q: 3 clusters Score -633018.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -633069.687500 Penalty: 4202.312988 Iteration 24Q: 3 clusters Score -633069.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -633118.812500 Penalty: 4202.312988 Iteration 25Q: 3 clusters Score -633118.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -633178.500000 Penalty: 4202.312988 Iteration 26Q: 3 clusters Score -633178.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -633245.250000 Penalty: 4202.312988 Iteration 27Q: 3 clusters Score -633245.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -633300.187500 Penalty: 4202.312988 Iteration 28Q: 3 clusters Score -633300.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -633333.812500 Penalty: 4202.312988 Iteration 29Q: 3 clusters Score -633333.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -633366.625000 Penalty: 4202.312988 Iteration 30Q: 3 clusters Score -633366.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -633397.812500 Penalty: 4202.312988 Iteration 31Q: 3 clusters Score -633397.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -633416.062500 Penalty: 4202.312988 Iteration 32Q: 3 clusters Score -633416.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -633430.812500 Penalty: 4202.312988 Iteration 33Q: 3 clusters Score -633430.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -633446.250000 Penalty: 4202.312988 Iteration 34Q: 3 clusters Score -633446.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -633453.562500 Penalty: 4202.312988 Iteration 35Q: 3 clusters Score -633453.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4211 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -633458.437500 Penalty: 4202.312988 Iteration 36Q: 3 clusters Score -633458.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -633461.937500 Penalty: 4202.312988 Iteration 37Q: 3 clusters Score -633461.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -633465.937500 Penalty: 4202.312988 Iteration 38Q: 3 clusters Score -633465.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4229 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -633469.500000 Penalty: 4202.312988 Iteration 39Q: 3 clusters Score -633469.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -633473.375000 Penalty: 4202.312988 Iteration 40F: 3 clusters Score -633473.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -633477.750000 Penalty: 4202.312988 Iteration 41Q: 3 clusters Score -633477.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4245 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -633480.312500 Penalty: 4202.312988 Iteration 42Q: 3 clusters Score -633480.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -633482.875000 Penalty: 4202.312988 Iteration 43Q: 3 clusters Score -633482.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4250 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -633483.187500 Penalty: 4202.312988 Iteration 44Q: 3 clusters Score -633483.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -633482.937500 Penalty: 4202.312988 Iteration 45Q: 3 clusters Score -633482.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -633484.312500 Penalty: 4202.312988 Iteration 46Q: 3 clusters Score -633484.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -633486.937500 Penalty: 4202.312988 Iteration 47Q: 3 clusters Score -633486.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -633487.250000 Penalty: 4202.312988 Iteration 48Q: 3 clusters Score -633487.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4254 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -633487.250000 Penalty: 4202.312988 Iteration 49F: 3 clusters Score -633487.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (15590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15590 members Entering Unmasked Estep Score: -2069739.250000 Penalty: 2394.287354 Iteration 0F: 2 clusters Score -2069739 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -2058474.500000 Penalty: 4788.574707 Iteration 0F: 3 clusters Score -2058474 nChanged 6754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7799 members Mstep: Class 2 contains 7791 members Entering Unmasked Estep Score: -2062104.125000 Penalty: 4788.574707 Iteration 1F: 3 clusters Score -2062104 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7868 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -2062469.750000 Penalty: 4788.574707 Iteration 2F: 3 clusters Score -2062470 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -2062753.000000 Penalty: 4788.574707 Iteration 3Q: 3 clusters Score -2062753 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8143 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -2063057.875000 Penalty: 4788.574707 Iteration 4Q: 3 clusters Score -2063058 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8354 members Mstep: Class 2 contains 7236 members Entering Unmasked Estep Score: -2063434.375000 Penalty: 4788.574707 Iteration 5Q: 3 clusters Score -2063434 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -2063862.625000 Penalty: 4788.574707 Iteration 6Q: 3 clusters Score -2063863 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8918 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -2064338.875000 Penalty: 4788.574707 Iteration 7F: 3 clusters Score -2064339 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9307 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -2064834.750000 Penalty: 4788.574707 Iteration 8F: 3 clusters Score -2064835 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -2065359.375000 Penalty: 4788.574707 Iteration 9F: 3 clusters Score -2065359 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10088 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -2065858.250000 Penalty: 4788.574707 Iteration 10Q: 3 clusters Score -2065858 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -2066335.000000 Penalty: 4788.574707 Iteration 11Q: 3 clusters Score -2066335 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10731 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -2066726.250000 Penalty: 4788.574707 Iteration 12Q: 3 clusters Score -2066726 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10925 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -2066987.500000 Penalty: 4788.574707 Iteration 13Q: 3 clusters Score -2066988 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11112 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -2067180.125000 Penalty: 4788.574707 Iteration 14Q: 3 clusters Score -2067180 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11276 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -2067310.000000 Penalty: 4788.574707 Iteration 15Q: 3 clusters Score -2067310 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11430 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -2067401.750000 Penalty: 4788.574707 Iteration 16Q: 3 clusters Score -2067402 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -2067458.125000 Penalty: 4788.574707 Iteration 17Q: 3 clusters Score -2067458 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11669 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -2067491.500000 Penalty: 4788.574707 Iteration 18Q: 3 clusters Score -2067492 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11750 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -2067522.000000 Penalty: 4788.574707 Iteration 19Q: 3 clusters Score -2067522 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11835 members Mstep: Class 2 contains 3755 members Entering Unmasked Estep Score: -2067549.750000 Penalty: 4788.574707 Iteration 20F: 3 clusters Score -2067550 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11919 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -2067572.125000 Penalty: 4788.574707 Iteration 21Q: 3 clusters Score -2067572 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11992 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -2067604.000000 Penalty: 4788.574707 Iteration 22Q: 3 clusters Score -2067604 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -2067613.125000 Penalty: 4788.574707 Iteration 23Q: 3 clusters Score -2067613 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -2067620.500000 Penalty: 4788.574707 Iteration 24Q: 3 clusters Score -2067620 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12112 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -2067632.875000 Penalty: 4788.574707 Iteration 25Q: 3 clusters Score -2067633 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12144 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -2067639.250000 Penalty: 4788.574707 Iteration 26Q: 3 clusters Score -2067639 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -2067650.000000 Penalty: 4788.574707 Iteration 27Q: 3 clusters Score -2067650 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12232 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -2067667.250000 Penalty: 4788.574707 Iteration 28Q: 3 clusters Score -2067667 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -2067683.750000 Penalty: 4788.574707 Iteration 29Q: 3 clusters Score -2067684 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12345 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -2067696.625000 Penalty: 4788.574707 Iteration 30Q: 3 clusters Score -2067697 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12388 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -2067713.000000 Penalty: 4788.574707 Iteration 31Q: 3 clusters Score -2067713 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12428 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -2067723.000000 Penalty: 4788.574707 Iteration 32Q: 3 clusters Score -2067723 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -2067731.125000 Penalty: 4788.574707 Iteration 33Q: 3 clusters Score -2067731 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12514 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -2067742.625000 Penalty: 4788.574707 Iteration 34Q: 3 clusters Score -2067743 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12556 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -2067751.875000 Penalty: 4788.574707 Iteration 35Q: 3 clusters Score -2067752 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12593 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -2067762.375000 Penalty: 4788.574707 Iteration 36Q: 3 clusters Score -2067762 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12620 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -2067770.000000 Penalty: 4788.574707 Iteration 37Q: 3 clusters Score -2067770 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -2067780.875000 Penalty: 4788.574707 Iteration 38Q: 3 clusters Score -2067781 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12692 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -2067789.000000 Penalty: 4788.574707 Iteration 39Q: 3 clusters Score -2067789 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12733 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -2067804.125000 Penalty: 4788.574707 Iteration 40F: 3 clusters Score -2067804 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12780 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -2067825.875000 Penalty: 4788.574707 Iteration 41Q: 3 clusters Score -2067826 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12826 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -2067848.875000 Penalty: 4788.574707 Iteration 42Q: 3 clusters Score -2067849 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12870 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -2067857.250000 Penalty: 4788.574707 Iteration 43Q: 3 clusters Score -2067857 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12900 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -2067866.125000 Penalty: 4788.574707 Iteration 44Q: 3 clusters Score -2067866 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12927 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -2067871.125000 Penalty: 4788.574707 Iteration 45Q: 3 clusters Score -2067871 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12952 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -2067875.875000 Penalty: 4788.574707 Iteration 46Q: 3 clusters Score -2067876 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12977 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -2067884.625000 Penalty: 4788.574707 Iteration 47Q: 3 clusters Score -2067885 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12996 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -2067887.500000 Penalty: 4788.574707 Iteration 48Q: 3 clusters Score -2067888 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13016 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -2067888.125000 Penalty: 4788.574707 Iteration 49Q: 3 clusters Score -2067888 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13036 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -2067900.125000 Penalty: 4788.574707 Iteration 50Q: 3 clusters Score -2067900 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -2067903.250000 Penalty: 4788.574707 Iteration 51Q: 3 clusters Score -2067903 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13059 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -2067907.625000 Penalty: 4788.574707 Iteration 52Q: 3 clusters Score -2067908 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13072 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -2067911.125000 Penalty: 4788.574707 Iteration 53Q: 3 clusters Score -2067911 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13075 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -2067913.625000 Penalty: 4788.574707 Iteration 54Q: 3 clusters Score -2067914 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -2067917.875000 Penalty: 4788.574707 Iteration 55Q: 3 clusters Score -2067918 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13079 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -2067919.000000 Penalty: 4788.574707 Iteration 56Q: 3 clusters Score -2067919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13083 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -2067919.250000 Penalty: 4788.574707 Iteration 57Q: 3 clusters Score -2067919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13087 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -2067922.750000 Penalty: 4788.574707 Iteration 58Q: 3 clusters Score -2067923 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13088 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -2067921.625000 Penalty: 4788.574707 Iteration 59Q: 3 clusters Score -2067922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13090 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -2067922.875000 Penalty: 4788.574707 Iteration 60F: 3 clusters Score -2067923 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Entering Unmasked Estep Score: -539043.562500 Penalty: 2074.686768 Iteration 0F: 2 clusters Score -539043.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -534985.875000 Penalty: 4149.373535 Iteration 0F: 3 clusters Score -534985.9 nChanged 1598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -535917.437500 Penalty: 4149.373535 Iteration 1F: 3 clusters Score -535917.4 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -536132.750000 Penalty: 4149.373535 Iteration 2F: 3 clusters Score -536132.8 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -536276.437500 Penalty: 4149.373535 Iteration 3Q: 3 clusters Score -536276.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -536379.625000 Penalty: 4149.373535 Iteration 4Q: 3 clusters Score -536379.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -536474.687500 Penalty: 4149.373535 Iteration 5Q: 3 clusters Score -536474.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -536586.937500 Penalty: 4149.373535 Iteration 6Q: 3 clusters Score -536586.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -536686.437500 Penalty: 4149.373535 Iteration 7Q: 3 clusters Score -536686.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -536791.625000 Penalty: 4149.373535 Iteration 8Q: 3 clusters Score -536791.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -536915.750000 Penalty: 4149.373535 Iteration 9Q: 3 clusters Score -536915.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -537016.187500 Penalty: 4149.373535 Iteration 10Q: 3 clusters Score -537016.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -537095.312500 Penalty: 4149.373535 Iteration 11Q: 3 clusters Score -537095.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -537149.687500 Penalty: 4149.373535 Iteration 12Q: 3 clusters Score -537149.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -537206.500000 Penalty: 4149.373535 Iteration 13Q: 3 clusters Score -537206.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -537250.812500 Penalty: 4149.373535 Iteration 14Q: 3 clusters Score -537250.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -537288.562500 Penalty: 4149.373535 Iteration 15Q: 3 clusters Score -537288.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -537329.875000 Penalty: 4149.373535 Iteration 16Q: 3 clusters Score -537329.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -537371.562500 Penalty: 4149.373535 Iteration 17Q: 3 clusters Score -537371.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -537409.437500 Penalty: 4149.373535 Iteration 18Q: 3 clusters Score -537409.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -537440.625000 Penalty: 4149.373535 Iteration 19Q: 3 clusters Score -537440.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -537472.187500 Penalty: 4149.373535 Iteration 20F: 3 clusters Score -537472.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -537497.500000 Penalty: 4149.373535 Iteration 21Q: 3 clusters Score -537497.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -537524.875000 Penalty: 4149.373535 Iteration 22Q: 3 clusters Score -537524.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -537551.437500 Penalty: 4149.373535 Iteration 23Q: 3 clusters Score -537551.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2244 members Entering Unmasked Estep Score: -537580.625000 Penalty: 4149.373535 Iteration 24Q: 3 clusters Score -537580.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -537607.062500 Penalty: 4149.373535 Iteration 25Q: 3 clusters Score -537607.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -537622.437500 Penalty: 4149.373535 Iteration 26Q: 3 clusters Score -537622.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -537636.250000 Penalty: 4149.373535 Iteration 27Q: 3 clusters Score -537636.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -537648.750000 Penalty: 4149.373535 Iteration 28Q: 3 clusters Score -537648.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -537664.875000 Penalty: 4149.373535 Iteration 29Q: 3 clusters Score -537664.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -537686.000000 Penalty: 4149.373535 Iteration 30Q: 3 clusters Score -537686 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -537703.062500 Penalty: 4149.373535 Iteration 31Q: 3 clusters Score -537703.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -537720.437500 Penalty: 4149.373535 Iteration 32Q: 3 clusters Score -537720.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -537734.687500 Penalty: 4149.373535 Iteration 33Q: 3 clusters Score -537734.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -537748.812500 Penalty: 4149.373535 Iteration 34Q: 3 clusters Score -537748.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -537764.687500 Penalty: 4149.373535 Iteration 35Q: 3 clusters Score -537764.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -537777.187500 Penalty: 4149.373535 Iteration 36Q: 3 clusters Score -537777.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -537789.187500 Penalty: 4149.373535 Iteration 37Q: 3 clusters Score -537789.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -537806.500000 Penalty: 4149.373535 Iteration 38Q: 3 clusters Score -537806.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -537824.250000 Penalty: 4149.373535 Iteration 39Q: 3 clusters Score -537824.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -537838.375000 Penalty: 4149.373535 Iteration 40F: 3 clusters Score -537838.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -537846.937500 Penalty: 4149.373535 Iteration 41Q: 3 clusters Score -537846.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -537851.437500 Penalty: 4149.373535 Iteration 42Q: 3 clusters Score -537851.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -537858.000000 Penalty: 4149.373535 Iteration 43Q: 3 clusters Score -537858 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -537864.875000 Penalty: 4149.373535 Iteration 44Q: 3 clusters Score -537864.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -537869.375000 Penalty: 4149.373535 Iteration 45Q: 3 clusters Score -537869.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -537870.750000 Penalty: 4149.373535 Iteration 46Q: 3 clusters Score -537870.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -537871.125000 Penalty: 4149.373535 Iteration 47Q: 3 clusters Score -537871.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -537871.062500 Penalty: 4149.373535 Iteration 48Q: 3 clusters Score -537871.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -537873.812500 Penalty: 4149.373535 Iteration 49Q: 3 clusters Score -537873.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -537875.625000 Penalty: 4149.373535 Iteration 50Q: 3 clusters Score -537875.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -537876.812500 Penalty: 4149.373535 Iteration 51Q: 3 clusters Score -537876.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -537877.562500 Penalty: 4149.373535 Iteration 52Q: 3 clusters Score -537877.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -537878.187500 Penalty: 4149.373535 Iteration 53Q: 3 clusters Score -537878.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -537879.000000 Penalty: 4149.373535 Iteration 54Q: 3 clusters Score -537879 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -537877.437500 Penalty: 4149.373535 Iteration 55Q: 3 clusters Score -537877.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -537877.437500 Penalty: 4149.373535 Iteration 56F: 3 clusters Score -537877.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Entering Unmasked Estep Score: -677733.625000 Penalty: 2129.413818 Iteration 0F: 2 clusters Score -677733.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -672928.125000 Penalty: 4258.827637 Iteration 0F: 3 clusters Score -672928.1 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -674045.562500 Penalty: 4258.827637 Iteration 1F: 3 clusters Score -674045.6 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -674306.687500 Penalty: 4258.827637 Iteration 2F: 3 clusters Score -674306.7 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -674535.125000 Penalty: 4258.827637 Iteration 3F: 3 clusters Score -674535.1 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2904 members Entering Unmasked Estep Score: -674737.062500 Penalty: 4258.827637 Iteration 4F: 3 clusters Score -674737.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -674918.625000 Penalty: 4258.827637 Iteration 5Q: 3 clusters Score -674918.6 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -675082.562500 Penalty: 4258.827637 Iteration 6Q: 3 clusters Score -675082.6 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -675228.812500 Penalty: 4258.827637 Iteration 7Q: 3 clusters Score -675228.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -675345.312500 Penalty: 4258.827637 Iteration 8Q: 3 clusters Score -675345.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -675452.187500 Penalty: 4258.827637 Iteration 9Q: 3 clusters Score -675452.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -675550.875000 Penalty: 4258.827637 Iteration 10Q: 3 clusters Score -675550.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -675633.125000 Penalty: 4258.827637 Iteration 11Q: 3 clusters Score -675633.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -675705.312500 Penalty: 4258.827637 Iteration 12Q: 3 clusters Score -675705.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -675776.187500 Penalty: 4258.827637 Iteration 13Q: 3 clusters Score -675776.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -675833.562500 Penalty: 4258.827637 Iteration 14Q: 3 clusters Score -675833.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -675875.187500 Penalty: 4258.827637 Iteration 15Q: 3 clusters Score -675875.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -675903.562500 Penalty: 4258.827637 Iteration 16Q: 3 clusters Score -675903.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -675929.750000 Penalty: 4258.827637 Iteration 17Q: 3 clusters Score -675929.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -675948.937500 Penalty: 4258.827637 Iteration 18Q: 3 clusters Score -675948.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -675974.875000 Penalty: 4258.827637 Iteration 19Q: 3 clusters Score -675974.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -676000.750000 Penalty: 4258.827637 Iteration 20F: 3 clusters Score -676000.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -676021.375000 Penalty: 4258.827637 Iteration 21Q: 3 clusters Score -676021.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -676033.687500 Penalty: 4258.827637 Iteration 22Q: 3 clusters Score -676033.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -676042.500000 Penalty: 4258.827637 Iteration 23Q: 3 clusters Score -676042.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -676054.187500 Penalty: 4258.827637 Iteration 24Q: 3 clusters Score -676054.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -676064.500000 Penalty: 4258.827637 Iteration 25Q: 3 clusters Score -676064.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -676073.437500 Penalty: 4258.827637 Iteration 26Q: 3 clusters Score -676073.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -676084.125000 Penalty: 4258.827637 Iteration 27Q: 3 clusters Score -676084.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -676092.750000 Penalty: 4258.827637 Iteration 28Q: 3 clusters Score -676092.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 4186 members Entering Unmasked Estep Score: -676106.562500 Penalty: 4258.827637 Iteration 29Q: 3 clusters Score -676106.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -676121.562500 Penalty: 4258.827637 Iteration 30Q: 3 clusters Score -676121.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -676134.812500 Penalty: 4258.827637 Iteration 31Q: 3 clusters Score -676134.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -676147.625000 Penalty: 4258.827637 Iteration 32Q: 3 clusters Score -676147.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -676157.437500 Penalty: 4258.827637 Iteration 33Q: 3 clusters Score -676157.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -676167.187500 Penalty: 4258.827637 Iteration 34Q: 3 clusters Score -676167.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -676176.562500 Penalty: 4258.827637 Iteration 35Q: 3 clusters Score -676176.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -676186.250000 Penalty: 4258.827637 Iteration 36Q: 3 clusters Score -676186.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -676191.437500 Penalty: 4258.827637 Iteration 37Q: 3 clusters Score -676191.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -676194.562500 Penalty: 4258.827637 Iteration 38Q: 3 clusters Score -676194.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -676197.812500 Penalty: 4258.827637 Iteration 39Q: 3 clusters Score -676197.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -676205.187500 Penalty: 4258.827637 Iteration 40F: 3 clusters Score -676205.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -676207.312500 Penalty: 4258.827637 Iteration 41Q: 3 clusters Score -676207.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -676208.062500 Penalty: 4258.827637 Iteration 42Q: 3 clusters Score -676208.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -676209.937500 Penalty: 4258.827637 Iteration 43Q: 3 clusters Score -676209.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -676209.875000 Penalty: 4258.827637 Iteration 44Q: 3 clusters Score -676209.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -676211.187500 Penalty: 4258.827637 Iteration 45Q: 3 clusters Score -676211.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -676210.500000 Penalty: 4258.827637 Iteration 46Q: 3 clusters Score -676210.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -676210.500000 Penalty: 4258.827637 Iteration 47F: 3 clusters Score -676210.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (39833 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39833 members Entering Unmasked Estep Score: -5354511.000000 Penalty: 2626.927979 Iteration 0F: 2 clusters Score -5354511 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 20127 members Entering Unmasked Estep Score: -5327540.500000 Penalty: 5253.855957 Iteration 0F: 3 clusters Score -5327540 nChanged 18110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18294 members Mstep: Class 2 contains 21539 members Entering Unmasked Estep Score: -5337560.500000 Penalty: 5253.855957 Iteration 1F: 3 clusters Score -5337560 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17304 members Mstep: Class 2 contains 22529 members Entering Unmasked Estep Score: -5338213.000000 Penalty: 5253.855957 Iteration 2Q: 3 clusters Score -5338213 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15859 members Mstep: Class 2 contains 23974 members Entering Unmasked Estep Score: -5339053.500000 Penalty: 5253.855957 Iteration 3Q: 3 clusters Score -5339054 nChanged 2299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13856 members Mstep: Class 2 contains 25977 members Entering Unmasked Estep Score: -5340317.500000 Penalty: 5253.855957 Iteration 4F: 3 clusters Score -5340318 nChanged 2734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11280 members Mstep: Class 2 contains 28553 members Entering Unmasked Estep Score: -5342201.000000 Penalty: 5253.855957 Iteration 5F: 3 clusters Score -5342201 nChanged 3119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 31574 members Entering Unmasked Estep Score: -5344711.000000 Penalty: 5253.855957 Iteration 6F: 3 clusters Score -5344711 nChanged 2963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 34501 members Entering Unmasked Estep Score: -5347400.000000 Penalty: 5253.855957 Iteration 7F: 3 clusters Score -5347400 nChanged 2348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 36813 members Entering Unmasked Estep Score: -5349612.500000 Penalty: 5253.855957 Iteration 8F: 3 clusters Score -5349612 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 38294 members Entering Unmasked Estep Score: -5350998.500000 Penalty: 5253.855957 Iteration 9Q: 3 clusters Score -5350998 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 38998 members Entering Unmasked Estep Score: -5351667.500000 Penalty: 5253.855957 Iteration 10Q: 3 clusters Score -5351668 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 39276 members Entering Unmasked Estep Score: -5351940.000000 Penalty: 5253.855957 Iteration 11Q: 3 clusters Score -5351940 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 39388 members Entering Unmasked Estep Score: -5352074.000000 Penalty: 5253.855957 Iteration 12Q: 3 clusters Score -5352074 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 39438 members Entering Unmasked Estep Score: -5352151.500000 Penalty: 5253.855957 Iteration 13Q: 3 clusters Score -5352152 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 39466 members Entering Unmasked Estep Score: -5352187.500000 Penalty: 5253.855957 Iteration 14Q: 3 clusters Score -5352188 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 39484 members Entering Unmasked Estep Score: -5352207.500000 Penalty: 5253.855957 Iteration 15Q: 3 clusters Score -5352208 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 39493 members Entering Unmasked Estep Score: -5352221.000000 Penalty: 5253.855957 Iteration 16Q: 3 clusters Score -5352221 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 39500 members Entering Unmasked Estep Score: -5352234.000000 Penalty: 5253.855957 Iteration 17Q: 3 clusters Score -5352234 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 39505 members Entering Unmasked Estep Score: -5352241.000000 Penalty: 5253.855957 Iteration 18Q: 3 clusters Score -5352241 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 39511 members Entering Unmasked Estep Score: -5352247.500000 Penalty: 5253.855957 Iteration 19Q: 3 clusters Score -5352248 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 39518 members Entering Unmasked Estep Score: -5352262.000000 Penalty: 5253.855957 Iteration 20F: 3 clusters Score -5352262 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 39520 members Entering Unmasked Estep Score: -5352265.500000 Penalty: 5253.855957 Iteration 21Q: 3 clusters Score -5352266 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 39519 members Entering Unmasked Estep Score: -5352261.500000 Penalty: 5253.855957 Iteration 22Q: 3 clusters Score -5352262 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 39519 members Entering Unmasked Estep Score: -5352261.500000 Penalty: 5253.855957 Iteration 23F: 3 clusters Score -5352262 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Entering Unmasked Estep Score: -169540.578125 Penalty: 1777.998779 Iteration 0F: 2 clusters Score -169540.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -167414.203125 Penalty: 3555.997559 Iteration 0F: 3 clusters Score -167414.2 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -167729.093750 Penalty: 3555.997559 Iteration 1F: 3 clusters Score -167729.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -167811.890625 Penalty: 3555.997559 Iteration 2F: 3 clusters Score -167811.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -167852.687500 Penalty: 3555.997559 Iteration 3Q: 3 clusters Score -167852.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -167894.296875 Penalty: 3555.997559 Iteration 4Q: 3 clusters Score -167894.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -167924.343750 Penalty: 3555.997559 Iteration 5Q: 3 clusters Score -167924.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -167940.281250 Penalty: 3555.997559 Iteration 6Q: 3 clusters Score -167940.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -167952.156250 Penalty: 3555.997559 Iteration 7Q: 3 clusters Score -167952.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -167958.640625 Penalty: 3555.997559 Iteration 8Q: 3 clusters Score -167958.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -167963.421875 Penalty: 3555.997559 Iteration 9Q: 3 clusters Score -167963.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -167972.718750 Penalty: 3555.997559 Iteration 10Q: 3 clusters Score -167972.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -167984.484375 Penalty: 3555.997559 Iteration 11Q: 3 clusters Score -167984.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -167994.296875 Penalty: 3555.997559 Iteration 12Q: 3 clusters Score -167994.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -167998.328125 Penalty: 3555.997559 Iteration 13Q: 3 clusters Score -167998.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -168001.921875 Penalty: 3555.997559 Iteration 14Q: 3 clusters Score -168001.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -168003.421875 Penalty: 3555.997559 Iteration 15Q: 3 clusters Score -168003.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -168006.078125 Penalty: 3555.997559 Iteration 16Q: 3 clusters Score -168006.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -168010.140625 Penalty: 3555.997559 Iteration 17Q: 3 clusters Score -168010.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -168015.593750 Penalty: 3555.997559 Iteration 18Q: 3 clusters Score -168015.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -168019.390625 Penalty: 3555.997559 Iteration 19Q: 3 clusters Score -168019.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -168025.593750 Penalty: 3555.997559 Iteration 20F: 3 clusters Score -168025.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -168028.515625 Penalty: 3555.997559 Iteration 21Q: 3 clusters Score -168028.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -168032.078125 Penalty: 3555.997559 Iteration 22Q: 3 clusters Score -168032.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -168032.031250 Penalty: 3555.997559 Iteration 23Q: 3 clusters Score -168032 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -168032.031250 Penalty: 3555.997559 Iteration 24F: 3 clusters Score -168032 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10976 members Entering Unmasked Estep Score: -1367347.500000 Penalty: 2307.259766 Iteration 0F: 2 clusters Score -1367348 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -1359025.750000 Penalty: 4614.519531 Iteration 0F: 3 clusters Score -1359026 nChanged 4563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5546 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -1361493.375000 Penalty: 4614.519531 Iteration 1F: 3 clusters Score -1361493 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -1361865.625000 Penalty: 4614.519531 Iteration 2F: 3 clusters Score -1361866 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -1362206.500000 Penalty: 4614.519531 Iteration 3F: 3 clusters Score -1362206 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 5223 members Entering Unmasked Estep Score: -1362510.750000 Penalty: 4614.519531 Iteration 4F: 3 clusters Score -1362511 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -1362738.875000 Penalty: 4614.519531 Iteration 5Q: 3 clusters Score -1362739 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 5099 members Entering Unmasked Estep Score: -1362926.250000 Penalty: 4614.519531 Iteration 6Q: 3 clusters Score -1362926 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1363069.500000 Penalty: 4614.519531 Iteration 7Q: 3 clusters Score -1363070 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -1363196.000000 Penalty: 4614.519531 Iteration 8Q: 3 clusters Score -1363196 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5976 members Mstep: Class 2 contains 5000 members Entering Unmasked Estep Score: -1363323.000000 Penalty: 4614.519531 Iteration 9Q: 3 clusters Score -1363323 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6026 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -1363456.500000 Penalty: 4614.519531 Iteration 10Q: 3 clusters Score -1363456 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6085 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -1363620.375000 Penalty: 4614.519531 Iteration 11Q: 3 clusters Score -1363620 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -1363798.375000 Penalty: 4614.519531 Iteration 12Q: 3 clusters Score -1363798 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -1363966.500000 Penalty: 4614.519531 Iteration 13Q: 3 clusters Score -1363966 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 4613 members Entering Unmasked Estep Score: -1364174.375000 Penalty: 4614.519531 Iteration 14Q: 3 clusters Score -1364174 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -1364393.750000 Penalty: 4614.519531 Iteration 15Q: 3 clusters Score -1364394 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -1364570.125000 Penalty: 4614.519531 Iteration 16Q: 3 clusters Score -1364570 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -1364694.875000 Penalty: 4614.519531 Iteration 17Q: 3 clusters Score -1364695 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1364790.375000 Penalty: 4614.519531 Iteration 18Q: 3 clusters Score -1364790 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1364850.375000 Penalty: 4614.519531 Iteration 19Q: 3 clusters Score -1364850 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -1364915.125000 Penalty: 4614.519531 Iteration 20F: 3 clusters Score -1364915 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1364954.875000 Penalty: 4614.519531 Iteration 21Q: 3 clusters Score -1364955 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -1364988.750000 Penalty: 4614.519531 Iteration 22Q: 3 clusters Score -1364989 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1365012.000000 Penalty: 4614.519531 Iteration 23Q: 3 clusters Score -1365012 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1365029.875000 Penalty: 4614.519531 Iteration 24Q: 3 clusters Score -1365030 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7173 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1365046.125000 Penalty: 4614.519531 Iteration 25Q: 3 clusters Score -1365046 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7223 members Mstep: Class 2 contains 3753 members Entering Unmasked Estep Score: -1365058.500000 Penalty: 4614.519531 Iteration 26Q: 3 clusters Score -1365058 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7269 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1365065.875000 Penalty: 4614.519531 Iteration 27Q: 3 clusters Score -1365066 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7309 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1365079.750000 Penalty: 4614.519531 Iteration 28Q: 3 clusters Score -1365080 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7335 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -1365092.375000 Penalty: 4614.519531 Iteration 29Q: 3 clusters Score -1365092 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -1365100.000000 Penalty: 4614.519531 Iteration 30Q: 3 clusters Score -1365100 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7396 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -1365108.250000 Penalty: 4614.519531 Iteration 31Q: 3 clusters Score -1365108 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7419 members Mstep: Class 2 contains 3557 members Entering Unmasked Estep Score: -1365112.750000 Penalty: 4614.519531 Iteration 32Q: 3 clusters Score -1365113 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -1365120.500000 Penalty: 4614.519531 Iteration 33Q: 3 clusters Score -1365120 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 3509 members Entering Unmasked Estep Score: -1365122.500000 Penalty: 4614.519531 Iteration 34Q: 3 clusters Score -1365122 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7499 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1365133.625000 Penalty: 4614.519531 Iteration 35Q: 3 clusters Score -1365134 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -1365137.375000 Penalty: 4614.519531 Iteration 36Q: 3 clusters Score -1365137 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -1365140.000000 Penalty: 4614.519531 Iteration 37Q: 3 clusters Score -1365140 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -1365143.375000 Penalty: 4614.519531 Iteration 38Q: 3 clusters Score -1365143 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1365146.500000 Penalty: 4614.519531 Iteration 39Q: 3 clusters Score -1365146 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7603 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1365151.375000 Penalty: 4614.519531 Iteration 40F: 3 clusters Score -1365151 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -1365158.375000 Penalty: 4614.519531 Iteration 41Q: 3 clusters Score -1365158 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -1365161.125000 Penalty: 4614.519531 Iteration 42Q: 3 clusters Score -1365161 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -1365169.125000 Penalty: 4614.519531 Iteration 43Q: 3 clusters Score -1365169 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7684 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1365180.500000 Penalty: 4614.519531 Iteration 44Q: 3 clusters Score -1365180 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -1365191.750000 Penalty: 4614.519531 Iteration 45Q: 3 clusters Score -1365192 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7736 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1365199.375000 Penalty: 4614.519531 Iteration 46Q: 3 clusters Score -1365199 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7766 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -1365204.875000 Penalty: 4614.519531 Iteration 47Q: 3 clusters Score -1365205 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1365211.625000 Penalty: 4614.519531 Iteration 48Q: 3 clusters Score -1365212 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7813 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -1365221.625000 Penalty: 4614.519531 Iteration 49Q: 3 clusters Score -1365222 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -1365224.000000 Penalty: 4614.519531 Iteration 50Q: 3 clusters Score -1365224 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -1365224.875000 Penalty: 4614.519531 Iteration 51Q: 3 clusters Score -1365225 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7856 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -1365224.500000 Penalty: 4614.519531 Iteration 52Q: 3 clusters Score -1365224 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7867 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -1365223.500000 Penalty: 4614.519531 Iteration 53Q: 3 clusters Score -1365224 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -1365227.000000 Penalty: 4614.519531 Iteration 54Q: 3 clusters Score -1365227 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7882 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -1365227.375000 Penalty: 4614.519531 Iteration 55Q: 3 clusters Score -1365227 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -1365228.000000 Penalty: 4614.519531 Iteration 56Q: 3 clusters Score -1365228 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -1365233.000000 Penalty: 4614.519531 Iteration 57Q: 3 clusters Score -1365233 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7912 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -1365238.000000 Penalty: 4614.519531 Iteration 58Q: 3 clusters Score -1365238 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -1365239.000000 Penalty: 4614.519531 Iteration 59Q: 3 clusters Score -1365239 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -1365239.000000 Penalty: 4614.519531 Iteration 60F: 3 clusters Score -1365239 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1365240.375000 Penalty: 4614.519531 Iteration 61Q: 3 clusters Score -1365240 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7944 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -1365241.125000 Penalty: 4614.519531 Iteration 62Q: 3 clusters Score -1365241 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7950 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -1365240.125000 Penalty: 4614.519531 Iteration 63Q: 3 clusters Score -1365240 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -1365244.125000 Penalty: 4614.519531 Iteration 64Q: 3 clusters Score -1365244 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7963 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -1365242.875000 Penalty: 4614.519531 Iteration 65Q: 3 clusters Score -1365243 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7973 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -1365246.875000 Penalty: 4614.519531 Iteration 66Q: 3 clusters Score -1365247 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7981 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -1365245.000000 Penalty: 4614.519531 Iteration 67Q: 3 clusters Score -1365245 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -1365247.250000 Penalty: 4614.519531 Iteration 68Q: 3 clusters Score -1365247 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8002 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -1365252.750000 Penalty: 4614.519531 Iteration 69Q: 3 clusters Score -1365253 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -1365255.375000 Penalty: 4614.519531 Iteration 70Q: 3 clusters Score -1365255 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -1365257.375000 Penalty: 4614.519531 Iteration 71Q: 3 clusters Score -1365257 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -1365259.875000 Penalty: 4614.519531 Iteration 72Q: 3 clusters Score -1365260 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -1365261.625000 Penalty: 4614.519531 Iteration 73Q: 3 clusters Score -1365262 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -1365265.875000 Penalty: 4614.519531 Iteration 74Q: 3 clusters Score -1365266 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -1365266.875000 Penalty: 4614.519531 Iteration 75Q: 3 clusters Score -1365267 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -1365269.250000 Penalty: 4614.519531 Iteration 76Q: 3 clusters Score -1365269 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -1365270.000000 Penalty: 4614.519531 Iteration 77Q: 3 clusters Score -1365270 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8091 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -1365268.625000 Penalty: 4614.519531 Iteration 78Q: 3 clusters Score -1365269 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -1365269.500000 Penalty: 4614.519531 Iteration 79Q: 3 clusters Score -1365270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8097 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -1365270.000000 Penalty: 4614.519531 Iteration 80F: 3 clusters Score -1365270 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Entering Unmasked Estep Score: -580422.875000 Penalty: 2077.270264 Iteration 0F: 2 clusters Score -580422.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -576328.000000 Penalty: 4154.540527 Iteration 0F: 3 clusters Score -576328 nChanged 1624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -577246.250000 Penalty: 4154.540527 Iteration 1F: 3 clusters Score -577246.2 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -577467.937500 Penalty: 4154.540527 Iteration 2F: 3 clusters Score -577467.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -577587.562500 Penalty: 4154.540527 Iteration 3Q: 3 clusters Score -577587.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -577671.437500 Penalty: 4154.540527 Iteration 4Q: 3 clusters Score -577671.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -577729.937500 Penalty: 4154.540527 Iteration 5Q: 3 clusters Score -577729.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -577795.875000 Penalty: 4154.540527 Iteration 6Q: 3 clusters Score -577795.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -577868.187500 Penalty: 4154.540527 Iteration 7Q: 3 clusters Score -577868.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -577948.375000 Penalty: 4154.540527 Iteration 8Q: 3 clusters Score -577948.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -578019.125000 Penalty: 4154.540527 Iteration 9Q: 3 clusters Score -578019.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -578083.187500 Penalty: 4154.540527 Iteration 10Q: 3 clusters Score -578083.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -578145.125000 Penalty: 4154.540527 Iteration 11Q: 3 clusters Score -578145.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -578208.125000 Penalty: 4154.540527 Iteration 12Q: 3 clusters Score -578208.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -578262.875000 Penalty: 4154.540527 Iteration 13Q: 3 clusters Score -578262.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -578306.062500 Penalty: 4154.540527 Iteration 14Q: 3 clusters Score -578306.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -578353.312500 Penalty: 4154.540527 Iteration 15Q: 3 clusters Score -578353.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -578399.875000 Penalty: 4154.540527 Iteration 16Q: 3 clusters Score -578399.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -578439.812500 Penalty: 4154.540527 Iteration 17Q: 3 clusters Score -578439.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -578470.000000 Penalty: 4154.540527 Iteration 18Q: 3 clusters Score -578470 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -578495.250000 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-578570.437500 Penalty: 4154.540527 Iteration 23Q: 3 clusters Score -578570.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -578583.000000 Penalty: 4154.540527 Iteration 24Q: 3 clusters Score -578583 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -578597.187500 Penalty: 4154.540527 Iteration 25Q: 3 clusters Score -578597.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -578612.375000 Penalty: 4154.540527 Iteration 26Q: 3 clusters Score -578612.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 3257 members Entering Unmasked 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Entering Unmasked Estep Score: -578659.812500 Penalty: 4154.540527 Iteration 31Q: 3 clusters Score -578659.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -578669.312500 Penalty: 4154.540527 Iteration 32Q: 3 clusters Score -578669.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -578677.562500 Penalty: 4154.540527 Iteration 33Q: 3 clusters Score -578677.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -578682.437500 Penalty: 4154.540527 Iteration 34Q: 3 clusters Score -578682.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -578687.125000 Penalty: 4154.540527 Iteration 35Q: 3 clusters Score -578687.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -578691.312500 Penalty: 4154.540527 Iteration 36Q: 3 clusters Score -578691.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -578694.937500 Penalty: 4154.540527 Iteration 37Q: 3 clusters Score -578694.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -578696.875000 Penalty: 4154.540527 Iteration 38Q: 3 clusters Score -578696.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -578697.562500 Penalty: 4154.540527 Iteration 39Q: 3 clusters Score -578697.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -578700.500000 Penalty: 4154.540527 Iteration 40F: 3 clusters Score -578700.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -578701.625000 Penalty: 4154.540527 Iteration 41Q: 3 clusters Score -578701.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -578703.687500 Penalty: 4154.540527 Iteration 42Q: 3 clusters Score -578703.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -578707.375000 Penalty: 4154.540527 Iteration 43Q: 3 clusters Score -578707.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -578710.250000 Penalty: 4154.540527 Iteration 44Q: 3 clusters Score -578710.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -578710.687500 Penalty: 4154.540527 Iteration 45Q: 3 clusters Score -578710.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -578712.375000 Penalty: 4154.540527 Iteration 46Q: 3 clusters Score -578712.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -578713.625000 Penalty: 4154.540527 Iteration 47Q: 3 clusters Score -578713.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -578715.875000 Penalty: 4154.540527 Iteration 48Q: 3 clusters Score -578715.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -578721.250000 Penalty: 4154.540527 Iteration 49Q: 3 clusters Score -578721.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -578722.750000 Penalty: 4154.540527 Iteration 50Q: 3 clusters Score -578722.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -578724.500000 Penalty: 4154.540527 Iteration 51Q: 3 clusters Score -578724.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -578726.187500 Penalty: 4154.540527 Iteration 52Q: 3 clusters Score -578726.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -578727.125000 Penalty: 4154.540527 Iteration 53Q: 3 clusters Score -578727.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -578728.000000 Penalty: 4154.540527 Iteration 54Q: 3 clusters Score -578728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -578727.812500 Penalty: 4154.540527 Iteration 55Q: 3 clusters Score -578727.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -578728.062500 Penalty: 4154.540527 Iteration 56Q: 3 clusters Score -578728.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -578728.062500 Penalty: 4154.540527 Iteration 57F: 3 clusters Score -578728.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (109424 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109424 members Entering Unmasked Estep Score: -14452229.000000 Penalty: 2877.540283 Iteration 0F: 2 clusters Score -1.445223e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54672 members Mstep: Class 2 contains 54752 members Entering Unmasked Estep Score: -14378955.000000 Penalty: 5755.080566 Iteration 0F: 3 clusters Score -1.437896e+07 nChanged 51998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53812 members Mstep: Class 2 contains 55612 members Entering Unmasked Estep Score: -14408511.000000 Penalty: 5755.080566 Iteration 1F: 3 clusters Score -1.440851e+07 nChanged 3294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53268 members Mstep: Class 2 contains 56156 members Entering Unmasked Estep Score: -14409161.000000 Penalty: 5755.080566 Iteration 2Q: 3 clusters Score -1.440916e+07 nChanged 3093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52453 members Mstep: Class 2 contains 56971 members Entering Unmasked Estep Score: -14409799.000000 Penalty: 5755.080566 Iteration 3Q: 3 clusters Score -1.44098e+07 nChanged 3131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51234 members Mstep: Class 2 contains 58190 members Entering Unmasked Estep Score: -14410498.000000 Penalty: 5755.080566 Iteration 4Q: 3 clusters Score -1.44105e+07 nChanged 3502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49360 members Mstep: Class 2 contains 60064 members Entering Unmasked Estep Score: -14411388.000000 Penalty: 5755.080566 Iteration 5Q: 3 clusters Score -1.441139e+07 nChanged 3960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46656 members Mstep: Class 2 contains 62768 members Entering Unmasked Estep Score: -14412818.000000 Penalty: 5755.080566 Iteration 6Q: 3 clusters Score -1.441282e+07 nChanged 4864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42596 members Mstep: Class 2 contains 66828 members Entering Unmasked Estep Score: -14415170.000000 Penalty: 5755.080566 Iteration 7Q: 3 clusters Score -1.441517e+07 nChanged 6115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37017 members Mstep: Class 2 contains 72407 members Entering Unmasked Estep Score: -14418815.000000 Penalty: 5755.080566 Iteration 8F: 3 clusters Score -1.441882e+07 nChanged 7030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30275 members Mstep: Class 2 contains 79149 members Entering Unmasked Estep Score: -14424061.000000 Penalty: 5755.080566 Iteration 9F: 3 clusters Score -1.442406e+07 nChanged 7336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23139 members Mstep: Class 2 contains 86285 members Entering Unmasked Estep Score: -14430276.000000 Penalty: 5755.080566 Iteration 10F: 3 clusters Score -1.443028e+07 nChanged 6658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16629 members Mstep: Class 2 contains 92795 members Entering Unmasked Estep Score: -14436015.000000 Penalty: 5755.080566 Iteration 11F: 3 clusters Score -1.443602e+07 nChanged 5069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11650 members Mstep: Class 2 contains 97774 members Entering Unmasked Estep Score: -14440149.000000 Penalty: 5755.080566 Iteration 12Q: 3 clusters Score -1.444015e+07 nChanged 3671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8013 members Mstep: Class 2 contains 101411 members Entering Unmasked Estep Score: -14443207.000000 Penalty: 5755.080566 Iteration 13Q: 3 clusters Score -1.444321e+07 nChanged 2733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 104134 members Entering Unmasked Estep Score: -14445460.000000 Penalty: 5755.080566 Iteration 14Q: 3 clusters Score -1.444546e+07 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 106121 members Entering Unmasked Estep Score: -14447115.000000 Penalty: 5755.080566 Iteration 15Q: 3 clusters Score -1.444712e+07 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 107425 members Entering Unmasked Estep Score: -14448182.000000 Penalty: 5755.080566 Iteration 16Q: 3 clusters Score -1.444818e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 108175 members Entering Unmasked Estep Score: -14448812.000000 Penalty: 5755.080566 Iteration 17Q: 3 clusters Score -1.444881e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 108608 members Entering Unmasked Estep Score: -14449234.000000 Penalty: 5755.080566 Iteration 18Q: 3 clusters Score -1.444923e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 108818 members Entering Unmasked Estep Score: -14449451.000000 Penalty: 5755.080566 Iteration 19Q: 3 clusters Score -1.444945e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 108924 members Entering Unmasked Estep Score: -14449552.000000 Penalty: 5755.080566 Iteration 20F: 3 clusters Score -1.444955e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 108969 members Entering Unmasked Estep Score: -14449574.000000 Penalty: 5755.080566 Iteration 21Q: 3 clusters Score -1.444957e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 108987 members Entering Unmasked Estep Score: -14449615.000000 Penalty: 5755.080566 Iteration 22Q: 3 clusters Score -1.444962e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 109007 members Entering Unmasked Estep Score: -14449609.000000 Penalty: 5755.080566 Iteration 23Q: 3 clusters Score -1.444961e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 109022 members Entering Unmasked Estep Score: -14449631.000000 Penalty: 5755.080566 Iteration 24Q: 3 clusters Score -1.444963e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 109031 members Entering Unmasked Estep Score: -14449632.000000 Penalty: 5755.080566 Iteration 25Q: 3 clusters Score -1.444963e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 109038 members Entering Unmasked Estep Score: -14449633.000000 Penalty: 5755.080566 Iteration 26Q: 3 clusters Score -1.444963e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 109045 members Entering Unmasked Estep Score: -14449636.000000 Penalty: 5755.080566 Iteration 27Q: 3 clusters Score -1.444964e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 109046 members Entering Unmasked Estep Score: -14449644.000000 Penalty: 5755.080566 Iteration 28Q: 3 clusters Score -1.444964e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 109046 members Entering Unmasked Estep Score: -14449653.000000 Penalty: 5755.080566 Iteration 29Q: 3 clusters Score -1.444965e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 109045 members Entering Unmasked Estep Score: -14449647.000000 Penalty: 5755.080566 Iteration 30Q: 3 clusters Score -1.444965e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 109044 members Entering Unmasked Estep Score: -14449637.000000 Penalty: 5755.080566 Iteration 31Q: 3 clusters Score -1.444964e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 109044 members Entering Unmasked Estep Score: -14449637.000000 Penalty: 5755.080566 Iteration 32F: 3 clusters Score -1.444964e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Entering Unmasked Estep Score: -457734.218750 Penalty: 2037.120239 Iteration 0F: 2 clusters Score -457734.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -454031.500000 Penalty: 4074.240479 Iteration 0F: 3 clusters Score -454031.5 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -454835.906250 Penalty: 4074.240479 Iteration 1F: 3 clusters Score -454835.9 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -455044.656250 Penalty: 4074.240479 Iteration 2F: 3 clusters Score -455044.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -455192.437500 Penalty: 4074.240479 Iteration 3F: 3 clusters Score -455192.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -455324.125000 Penalty: 4074.240479 Iteration 4Q: 3 clusters Score -455324.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -455437.593750 Penalty: 4074.240479 Iteration 5Q: 3 clusters Score -455437.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -455539.843750 Penalty: 4074.240479 Iteration 6Q: 3 clusters Score -455539.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -455623.093750 Penalty: 4074.240479 Iteration 7Q: 3 clusters Score -455623.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -455710.062500 Penalty: 4074.240479 Iteration 8Q: 3 clusters Score -455710.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -455766.750000 Penalty: 4074.240479 Iteration 9Q: 3 clusters Score -455766.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -455814.812500 Penalty: 4074.240479 Iteration 10Q: 3 clusters Score -455814.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -455847.812500 Penalty: 4074.240479 Iteration 11Q: 3 clusters Score -455847.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -455872.312500 Penalty: 4074.240479 Iteration 12Q: 3 clusters Score -455872.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -455895.468750 Penalty: 4074.240479 Iteration 13Q: 3 clusters Score -455895.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -455916.625000 Penalty: 4074.240479 Iteration 14Q: 3 clusters Score -455916.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -455932.281250 Penalty: 4074.240479 Iteration 15Q: 3 clusters Score -455932.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -455940.718750 Penalty: 4074.240479 Iteration 16Q: 3 clusters Score -455940.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -455952.000000 Penalty: 4074.240479 Iteration 17Q: 3 clusters Score -455952 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -455955.812500 Penalty: 4074.240479 Iteration 18Q: 3 clusters Score -455955.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -455958.125000 Penalty: 4074.240479 Iteration 19Q: 3 clusters Score -455958.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -455960.718750 Penalty: 4074.240479 Iteration 20F: 3 clusters Score -455960.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -455962.875000 Penalty: 4074.240479 Iteration 21Q: 3 clusters Score -455962.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -455964.281250 Penalty: 4074.240479 Iteration 22Q: 3 clusters Score -455964.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -455964.906250 Penalty: 4074.240479 Iteration 23Q: 3 clusters Score -455964.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -455966.343750 Penalty: 4074.240479 Iteration 24Q: 3 clusters Score -455966.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -455969.093750 Penalty: 4074.240479 Iteration 25Q: 3 clusters Score -455969.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -455969.218750 Penalty: 4074.240479 Iteration 26Q: 3 clusters Score -455969.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -455969.312500 Penalty: 4074.240479 Iteration 27Q: 3 clusters Score -455969.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -455969.906250 Penalty: 4074.240479 Iteration 28Q: 3 clusters Score -455969.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -455971.500000 Penalty: 4074.240479 Iteration 29Q: 3 clusters Score -455971.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -455973.156250 Penalty: 4074.240479 Iteration 30Q: 3 clusters Score -455973.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -455973.781250 Penalty: 4074.240479 Iteration 31Q: 3 clusters Score -455973.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -455973.437500 Penalty: 4074.240479 Iteration 32Q: 3 clusters Score -455973.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -455975.781250 Penalty: 4074.240479 Iteration 33Q: 3 clusters Score -455975.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -455978.437500 Penalty: 4074.240479 Iteration 34Q: 3 clusters Score -455978.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -455978.750000 Penalty: 4074.240479 Iteration 35Q: 3 clusters Score -455978.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -455979.562500 Penalty: 4074.240479 Iteration 36Q: 3 clusters Score -455979.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -455980.906250 Penalty: 4074.240479 Iteration 37Q: 3 clusters Score -455980.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -455981.375000 Penalty: 4074.240479 Iteration 38Q: 3 clusters Score -455981.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -455982.062500 Penalty: 4074.240479 Iteration 39Q: 3 clusters Score -455982.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -455982.718750 Penalty: 4074.240479 Iteration 40F: 3 clusters Score -455982.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -455982.593750 Penalty: 4074.240479 Iteration 41Q: 3 clusters Score -455982.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -455982.593750 Penalty: 4074.240479 Iteration 42F: 3 clusters Score -455982.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (68597 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68597 members Entering Unmasked Estep Score: -9275417.000000 Penalty: 2761.729004 Iteration 0F: 2 clusters Score -9275417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34221 members Mstep: Class 2 contains 34376 members Entering Unmasked Estep Score: -9229645.000000 Penalty: 5523.458008 Iteration 0F: 3 clusters Score -9229645 nChanged 32053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33572 members Mstep: Class 2 contains 35025 members Entering Unmasked Estep Score: -9247488.000000 Penalty: 5523.458008 Iteration 1F: 3 clusters Score -9247488 nChanged 2691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32855 members Mstep: Class 2 contains 35742 members Entering Unmasked Estep Score: -9248323.000000 Penalty: 5523.458008 Iteration 2Q: 3 clusters Score -9248323 nChanged 3130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31545 members Mstep: Class 2 contains 37052 members Entering Unmasked Estep Score: -9249874.000000 Penalty: 5523.458008 Iteration 3Q: 3 clusters Score -9249874 nChanged 4246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29485 members Mstep: Class 2 contains 39112 members Entering Unmasked Estep Score: -9252917.000000 Penalty: 5523.458008 Iteration 4F: 3 clusters Score -9252917 nChanged 5509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26502 members Mstep: Class 2 contains 42095 members Entering Unmasked Estep Score: -9257493.000000 Penalty: 5523.458008 Iteration 5F: 3 clusters Score -9257493 nChanged 5795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23267 members Mstep: Class 2 contains 45330 members Entering Unmasked Estep Score: -9261845.000000 Penalty: 5523.458008 Iteration 6F: 3 clusters Score -9261845 nChanged 4761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20760 members Mstep: Class 2 contains 47837 members Entering Unmasked Estep Score: -9264664.000000 Penalty: 5523.458008 Iteration 7F: 3 clusters Score -9264664 nChanged 3412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18964 members Mstep: Class 2 contains 49633 members Entering Unmasked Estep Score: -9266180.000000 Penalty: 5523.458008 Iteration 8Q: 3 clusters Score -9266180 nChanged 2361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17491 members Mstep: Class 2 contains 51106 members Entering Unmasked Estep Score: -9267033.000000 Penalty: 5523.458008 Iteration 9Q: 3 clusters Score -9267033 nChanged 1660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16257 members Mstep: Class 2 contains 52340 members Entering Unmasked Estep Score: -9267564.000000 Penalty: 5523.458008 Iteration 10Q: 3 clusters Score -9267564 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15024 members Mstep: Class 2 contains 53573 members Entering Unmasked Estep Score: -9267969.000000 Penalty: 5523.458008 Iteration 11Q: 3 clusters Score -9267969 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 54818 members Entering Unmasked Estep Score: -9268437.000000 Penalty: 5523.458008 Iteration 12Q: 3 clusters Score -9268437 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12473 members Mstep: Class 2 contains 56124 members Entering Unmasked Estep Score: -9268984.000000 Penalty: 5523.458008 Iteration 13Q: 3 clusters Score -9268984 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11082 members Mstep: Class 2 contains 57515 members Entering Unmasked Estep Score: -9269683.000000 Penalty: 5523.458008 Iteration 14Q: 3 clusters Score -9269683 nChanged 1449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9649 members Mstep: Class 2 contains 58948 members Entering Unmasked Estep Score: -9270562.000000 Penalty: 5523.458008 Iteration 15Q: 3 clusters Score -9270562 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8260 members Mstep: Class 2 contains 60337 members Entering Unmasked Estep Score: -9271464.000000 Penalty: 5523.458008 Iteration 16Q: 3 clusters Score -9271464 nChanged 1289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 61594 members Entering Unmasked Estep Score: -9272563.000000 Penalty: 5523.458008 Iteration 17Q: 3 clusters Score -9272563 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 62604 members Entering Unmasked Estep Score: -9273500.000000 Penalty: 5523.458008 Iteration 18Q: 3 clusters Score -9273500 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 63354 members Entering Unmasked Estep Score: -9274247.000000 Penalty: 5523.458008 Iteration 19Q: 3 clusters Score -9274247 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 63897 members Entering Unmasked Estep Score: -9274631.000000 Penalty: 5523.458008 Iteration 20F: 3 clusters Score -9274631 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 64314 members Entering Unmasked Estep Score: -9274929.000000 Penalty: 5523.458008 Iteration 21Q: 3 clusters Score -9274929 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 64651 members Entering Unmasked Estep Score: -9275190.000000 Penalty: 5523.458008 Iteration 22Q: 3 clusters Score -9275190 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 64954 members Entering Unmasked Estep Score: -9275512.000000 Penalty: 5523.458008 Iteration 23Q: 3 clusters Score -9275512 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 65207 members Entering Unmasked Estep Score: -9275914.000000 Penalty: 5523.458008 Iteration 24Q: 3 clusters Score -9275914 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 65385 members Entering Unmasked Estep Score: -9276088.000000 Penalty: 5523.458008 Iteration 25Q: 3 clusters Score -9276088 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 65476 members Entering Unmasked Estep Score: -9276145.000000 Penalty: 5523.458008 Iteration 26Q: 3 clusters Score -9276145 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 65555 members Entering Unmasked Estep Score: -9276174.000000 Penalty: 5523.458008 Iteration 27Q: 3 clusters Score -9276174 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 65626 members Entering Unmasked Estep Score: -9276203.000000 Penalty: 5523.458008 Iteration 28Q: 3 clusters Score -9276203 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 65673 members Entering Unmasked Estep Score: -9276200.000000 Penalty: 5523.458008 Iteration 29Q: 3 clusters Score -9276200 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 65715 members Entering Unmasked Estep Score: -9276196.000000 Penalty: 5523.458008 Iteration 30Q: 3 clusters Score -9276196 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 65748 members Entering Unmasked Estep Score: -9276209.000000 Penalty: 5523.458008 Iteration 31Q: 3 clusters Score -9276209 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 65770 members Entering Unmasked Estep Score: -9276221.000000 Penalty: 5523.458008 Iteration 32Q: 3 clusters Score -9276221 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 65782 members Entering Unmasked Estep Score: -9276237.000000 Penalty: 5523.458008 Iteration 33Q: 3 clusters Score -9276237 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 65790 members Entering Unmasked Estep Score: -9276238.000000 Penalty: 5523.458008 Iteration 34Q: 3 clusters Score -9276238 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 65796 members Entering Unmasked Estep Score: -9276243.000000 Penalty: 5523.458008 Iteration 35Q: 3 clusters Score -9276243 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2795 members Mstep: Class 2 contains 65802 members Entering Unmasked Estep Score: -9276250.000000 Penalty: 5523.458008 Iteration 36Q: 3 clusters Score -9276250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 65803 members Entering Unmasked Estep Score: -9276254.000000 Penalty: 5523.458008 Iteration 37Q: 3 clusters Score -9276254 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 65804 members Entering Unmasked Estep Score: -9276250.000000 Penalty: 5523.458008 Iteration 38Q: 3 clusters Score -9276250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 65803 members Entering Unmasked Estep Score: -9276246.000000 Penalty: 5523.458008 Iteration 39Q: 3 clusters Score -9276246 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 65803 members Entering Unmasked Estep Score: -9276246.000000 Penalty: 5523.458008 Iteration 40F: 3 clusters Score -9276246 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44430 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52000 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10976 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109424 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 2794 members Mstep: Class 22 contains 10863 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 65803 members Entering Unmasked Estep Score: -85891648.000000 Penalty: 89680.093750 Splitting cluster 21 changes total score from -85891368.000000 to -85891648.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 22 (10863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10863 members Entering Unmasked Estep Score: -1414394.625000 Penalty: 2304.693115 Iteration 0F: 2 clusters Score -1414395 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 5473 members Entering Unmasked Estep Score: -1406153.625000 Penalty: 4609.386230 Iteration 0F: 3 clusters Score -1406154 nChanged 4592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 5629 members Entering Unmasked Estep Score: -1408644.625000 Penalty: 4609.386230 Iteration 1F: 3 clusters Score -1408645 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -1408917.375000 Penalty: 4609.386230 Iteration 2F: 3 clusters Score -1408917 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 5763 members Entering Unmasked Estep Score: -1409139.750000 Penalty: 4609.386230 Iteration 3Q: 3 clusters Score -1409140 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 5855 members Entering Unmasked Estep Score: -1409357.250000 Penalty: 4609.386230 Iteration 4Q: 3 clusters Score -1409357 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -1409563.500000 Penalty: 4609.386230 Iteration 5Q: 3 clusters Score -1409564 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4888 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -1409758.625000 Penalty: 4609.386230 Iteration 6Q: 3 clusters Score -1409759 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 6007 members Entering Unmasked Estep Score: -1409945.625000 Penalty: 4609.386230 Iteration 7Q: 3 clusters Score -1409946 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -1410128.125000 Penalty: 4609.386230 Iteration 8Q: 3 clusters Score -1410128 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4868 members Mstep: Class 2 contains 5995 members Entering Unmasked Estep Score: -1410298.750000 Penalty: 4609.386230 Iteration 9Q: 3 clusters Score -1410299 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -1410452.125000 Penalty: 4609.386230 Iteration 10Q: 3 clusters Score -1410452 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -1410588.875000 Penalty: 4609.386230 Iteration 11Q: 3 clusters Score -1410589 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -1410726.125000 Penalty: 4609.386230 Iteration 12Q: 3 clusters Score -1410726 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5013 members Mstep: Class 2 contains 5850 members Entering Unmasked Estep Score: -1410850.250000 Penalty: 4609.386230 Iteration 13Q: 3 clusters Score -1410850 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5046 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -1410965.375000 Penalty: 4609.386230 Iteration 14Q: 3 clusters Score -1410965 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -1411054.000000 Penalty: 4609.386230 Iteration 15Q: 3 clusters Score -1411054 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -1411131.750000 Penalty: 4609.386230 Iteration 16Q: 3 clusters Score -1411132 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 5747 members Entering Unmasked Estep Score: -1411191.125000 Penalty: 4609.386230 Iteration 17Q: 3 clusters Score -1411191 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1411228.625000 Penalty: 4609.386230 Iteration 18Q: 3 clusters Score -1411229 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -1411261.875000 Penalty: 4609.386230 Iteration 19Q: 3 clusters Score -1411262 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 5723 members Entering Unmasked Estep Score: -1411290.375000 Penalty: 4609.386230 Iteration 20F: 3 clusters Score -1411290 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 5734 members Entering Unmasked Estep Score: -1411308.500000 Penalty: 4609.386230 Iteration 21Q: 3 clusters Score -1411308 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5090 members Mstep: Class 2 contains 5773 members Entering Unmasked Estep Score: -1411333.250000 Penalty: 4609.386230 Iteration 22Q: 3 clusters Score -1411333 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -1411354.750000 Penalty: 4609.386230 Iteration 23Q: 3 clusters Score -1411355 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5051 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -1411379.000000 Penalty: 4609.386230 Iteration 24Q: 3 clusters Score -1411379 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -1411393.875000 Penalty: 4609.386230 Iteration 25Q: 3 clusters Score -1411394 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -1411411.500000 Penalty: 4609.386230 Iteration 26Q: 3 clusters Score -1411412 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4951 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1411425.125000 Penalty: 4609.386230 Iteration 27Q: 3 clusters Score -1411425 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1411440.875000 Penalty: 4609.386230 Iteration 28Q: 3 clusters Score -1411441 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4865 members Mstep: Class 2 contains 5998 members Entering Unmasked Estep Score: -1411457.750000 Penalty: 4609.386230 Iteration 29Q: 3 clusters Score -1411458 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 6037 members Entering Unmasked Estep Score: -1411468.625000 Penalty: 4609.386230 Iteration 30Q: 3 clusters Score -1411469 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 6072 members Entering Unmasked Estep Score: -1411474.125000 Penalty: 4609.386230 Iteration 31Q: 3 clusters Score -1411474 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1411485.875000 Penalty: 4609.386230 Iteration 32Q: 3 clusters Score -1411486 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -1411486.125000 Penalty: 4609.386230 Iteration 33Q: 3 clusters Score -1411486 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -1411494.375000 Penalty: 4609.386230 Iteration 34Q: 3 clusters Score -1411494 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 6196 members Entering Unmasked Estep Score: -1411500.875000 Penalty: 4609.386230 Iteration 35Q: 3 clusters Score -1411501 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 6229 members Entering Unmasked Estep Score: -1411508.625000 Penalty: 4609.386230 Iteration 36Q: 3 clusters Score -1411509 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -1411515.125000 Penalty: 4609.386230 Iteration 37Q: 3 clusters Score -1411515 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 6292 members Entering Unmasked Estep Score: -1411520.625000 Penalty: 4609.386230 Iteration 38Q: 3 clusters Score -1411521 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -1411531.875000 Penalty: 4609.386230 Iteration 39Q: 3 clusters Score -1411532 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -1411541.000000 Penalty: 4609.386230 Iteration 40F: 3 clusters Score -1411541 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1411553.375000 Penalty: 4609.386230 Iteration 41Q: 3 clusters Score -1411553 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 6463 members Entering Unmasked Estep Score: -1411560.875000 Penalty: 4609.386230 Iteration 42Q: 3 clusters Score -1411561 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -1411568.750000 Penalty: 4609.386230 Iteration 43Q: 3 clusters Score -1411569 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -1411582.875000 Penalty: 4609.386230 Iteration 44Q: 3 clusters Score -1411583 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -1411593.375000 Penalty: 4609.386230 Iteration 45Q: 3 clusters Score -1411593 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -1411599.375000 Penalty: 4609.386230 Iteration 46Q: 3 clusters Score -1411599 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -1411605.375000 Penalty: 4609.386230 Iteration 47Q: 3 clusters Score -1411605 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1411616.250000 Penalty: 4609.386230 Iteration 48Q: 3 clusters Score -1411616 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -1411619.750000 Penalty: 4609.386230 Iteration 49Q: 3 clusters Score -1411620 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -1411626.250000 Penalty: 4609.386230 Iteration 50Q: 3 clusters Score -1411626 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 6804 members Entering Unmasked Estep Score: -1411622.625000 Penalty: 4609.386230 Iteration 51Q: 3 clusters Score -1411623 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -1411632.000000 Penalty: 4609.386230 Iteration 52Q: 3 clusters Score -1411632 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1411642.375000 Penalty: 4609.386230 Iteration 53Q: 3 clusters Score -1411642 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 6910 members Entering Unmasked Estep Score: -1411648.625000 Penalty: 4609.386230 Iteration 54Q: 3 clusters Score -1411649 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -1411662.125000 Penalty: 4609.386230 Iteration 55Q: 3 clusters Score -1411662 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -1411671.625000 Penalty: 4609.386230 Iteration 56Q: 3 clusters Score -1411672 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -1411678.500000 Penalty: 4609.386230 Iteration 57Q: 3 clusters Score -1411678 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1411687.750000 Penalty: 4609.386230 Iteration 58Q: 3 clusters Score -1411688 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -1411703.750000 Penalty: 4609.386230 Iteration 59Q: 3 clusters Score -1411704 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 7206 members Entering Unmasked Estep Score: -1411720.125000 Penalty: 4609.386230 Iteration 60F: 3 clusters Score -1411720 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -1411734.625000 Penalty: 4609.386230 Iteration 61Q: 3 clusters Score -1411735 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1411749.750000 Penalty: 4609.386230 Iteration 62Q: 3 clusters Score -1411750 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -1411766.750000 Penalty: 4609.386230 Iteration 63Q: 3 clusters Score -1411767 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -1411791.875000 Penalty: 4609.386230 Iteration 64Q: 3 clusters Score -1411792 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -1411825.250000 Penalty: 4609.386230 Iteration 65Q: 3 clusters Score -1411825 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 7672 members Entering Unmasked Estep Score: -1411850.500000 Penalty: 4609.386230 Iteration 66Q: 3 clusters Score -1411850 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 7759 members Entering Unmasked Estep Score: -1411877.125000 Penalty: 4609.386230 Iteration 67Q: 3 clusters Score -1411877 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 7853 members Entering Unmasked Estep Score: -1411906.375000 Penalty: 4609.386230 Iteration 68Q: 3 clusters Score -1411906 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 7942 members Entering Unmasked Estep Score: -1411934.875000 Penalty: 4609.386230 Iteration 69Q: 3 clusters Score -1411935 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -1411968.375000 Penalty: 4609.386230 Iteration 70Q: 3 clusters Score -1411968 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -1411984.375000 Penalty: 4609.386230 Iteration 71Q: 3 clusters Score -1411984 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 8164 members Entering Unmasked Estep Score: -1412003.500000 Penalty: 4609.386230 Iteration 72Q: 3 clusters Score -1412004 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 8216 members Entering Unmasked Estep Score: -1412016.750000 Penalty: 4609.386230 Iteration 73Q: 3 clusters Score -1412017 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 8272 members Entering Unmasked Estep Score: -1412031.500000 Penalty: 4609.386230 Iteration 74Q: 3 clusters Score -1412032 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -1412041.125000 Penalty: 4609.386230 Iteration 75Q: 3 clusters Score -1412041 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 8357 members Entering Unmasked Estep Score: -1412053.375000 Penalty: 4609.386230 Iteration 76Q: 3 clusters Score -1412053 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 8407 members Entering Unmasked Estep Score: -1412073.250000 Penalty: 4609.386230 Iteration 77Q: 3 clusters Score -1412073 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 8462 members Entering Unmasked Estep Score: -1412085.250000 Penalty: 4609.386230 Iteration 78Q: 3 clusters Score -1412085 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -1412101.250000 Penalty: 4609.386230 Iteration 79Q: 3 clusters Score -1412101 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 8561 members Entering Unmasked Estep Score: -1412113.750000 Penalty: 4609.386230 Iteration 80F: 3 clusters Score -1412114 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 8606 members Entering Unmasked Estep Score: -1412128.250000 Penalty: 4609.386230 Iteration 81Q: 3 clusters Score -1412128 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -1412141.375000 Penalty: 4609.386230 Iteration 82Q: 3 clusters Score -1412141 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 8686 members Entering Unmasked Estep Score: -1412148.750000 Penalty: 4609.386230 Iteration 83Q: 3 clusters Score -1412149 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 8725 members Entering Unmasked Estep Score: -1412159.625000 Penalty: 4609.386230 Iteration 84Q: 3 clusters Score -1412160 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 8753 members Entering Unmasked Estep Score: -1412170.375000 Penalty: 4609.386230 Iteration 85Q: 3 clusters Score -1412170 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 8779 members Entering Unmasked Estep Score: -1412177.500000 Penalty: 4609.386230 Iteration 86Q: 3 clusters Score -1412178 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2060 members Mstep: Class 2 contains 8803 members Entering Unmasked Estep Score: -1412189.750000 Penalty: 4609.386230 Iteration 87Q: 3 clusters Score -1412190 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 8836 members Entering Unmasked Estep Score: -1412201.250000 Penalty: 4609.386230 Iteration 88Q: 3 clusters Score -1412201 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 8884 members Entering Unmasked Estep Score: -1412212.000000 Penalty: 4609.386230 Iteration 89Q: 3 clusters Score -1412212 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -1412227.875000 Penalty: 4609.386230 Iteration 90Q: 3 clusters Score -1412228 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1412244.125000 Penalty: 4609.386230 Iteration 91Q: 3 clusters Score -1412244 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 9000 members Entering Unmasked Estep Score: -1412254.500000 Penalty: 4609.386230 Iteration 92Q: 3 clusters Score -1412254 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 9027 members Entering Unmasked Estep Score: -1412264.375000 Penalty: 4609.386230 Iteration 93Q: 3 clusters Score -1412264 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -1412270.000000 Penalty: 4609.386230 Iteration 94Q: 3 clusters Score -1412270 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 9063 members Entering Unmasked Estep Score: -1412271.750000 Penalty: 4609.386230 Iteration 95Q: 3 clusters Score -1412272 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 9086 members Entering Unmasked Estep Score: -1412275.750000 Penalty: 4609.386230 Iteration 96Q: 3 clusters Score -1412276 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1412285.375000 Penalty: 4609.386230 Iteration 97Q: 3 clusters Score -1412285 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 9121 members Entering Unmasked Estep Score: -1412289.750000 Penalty: 4609.386230 Iteration 98Q: 3 clusters Score -1412290 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 9135 members Entering Unmasked Estep Score: -1412294.125000 Penalty: 4609.386230 Iteration 99Q: 3 clusters Score -1412294 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 9149 members Entering Unmasked Estep Score: -1412298.500000 Penalty: 4609.386230 Iteration 100F: 3 clusters Score -1412298 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -1412301.250000 Penalty: 4609.386230 Iteration 101Q: 3 clusters Score -1412301 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -1412305.000000 Penalty: 4609.386230 Iteration 102Q: 3 clusters Score -1412305 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 9183 members Entering Unmasked Estep Score: -1412308.375000 Penalty: 4609.386230 Iteration 103Q: 3 clusters Score -1412308 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -1412305.500000 Penalty: 4609.386230 Iteration 104Q: 3 clusters Score -1412306 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 9197 members Entering Unmasked Estep Score: -1412310.125000 Penalty: 4609.386230 Iteration 105Q: 3 clusters Score -1412310 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 9204 members Entering Unmasked Estep Score: -1412309.750000 Penalty: 4609.386230 Iteration 106Q: 3 clusters Score -1412310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 9210 members Entering Unmasked Estep Score: -1412311.125000 Penalty: 4609.386230 Iteration 107Q: 3 clusters Score -1412311 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -1412314.125000 Penalty: 4609.386230 Iteration 108Q: 3 clusters Score -1412314 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 9231 members Entering Unmasked Estep Score: -1412321.000000 Penalty: 4609.386230 Iteration 109Q: 3 clusters Score -1412321 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 9242 members Entering Unmasked Estep Score: -1412326.500000 Penalty: 4609.386230 Iteration 110Q: 3 clusters Score -1412326 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 9255 members Entering Unmasked Estep Score: -1412324.875000 Penalty: 4609.386230 Iteration 111Q: 3 clusters Score -1412325 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -1412337.250000 Penalty: 4609.386230 Iteration 112Q: 3 clusters Score -1412337 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 9284 members Entering Unmasked Estep Score: -1412337.750000 Penalty: 4609.386230 Iteration 113Q: 3 clusters Score -1412338 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -1412343.375000 Penalty: 4609.386230 Iteration 114Q: 3 clusters Score -1412343 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -1412346.750000 Penalty: 4609.386230 Iteration 115Q: 3 clusters Score -1412347 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 9327 members Entering Unmasked Estep Score: -1412350.250000 Penalty: 4609.386230 Iteration 116Q: 3 clusters Score -1412350 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 9339 members Entering Unmasked Estep Score: -1412354.375000 Penalty: 4609.386230 Iteration 117Q: 3 clusters Score -1412354 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 9349 members Entering Unmasked Estep Score: -1412361.625000 Penalty: 4609.386230 Iteration 118Q: 3 clusters Score -1412362 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 9356 members Entering Unmasked Estep Score: -1412364.625000 Penalty: 4609.386230 Iteration 119Q: 3 clusters Score -1412365 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -1412368.375000 Penalty: 4609.386230 Iteration 120F: 3 clusters Score -1412368 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -1412368.750000 Penalty: 4609.386230 Iteration 121Q: 3 clusters Score -1412369 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 9375 members Entering Unmasked Estep Score: -1412371.625000 Penalty: 4609.386230 Iteration 122Q: 3 clusters Score -1412372 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 9377 members Entering Unmasked Estep Score: -1412373.500000 Penalty: 4609.386230 Iteration 123Q: 3 clusters Score -1412374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 9380 members Entering Unmasked Estep Score: -1412373.375000 Penalty: 4609.386230 Iteration 124Q: 3 clusters Score -1412373 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -1412374.500000 Penalty: 4609.386230 Iteration 125Q: 3 clusters Score -1412374 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 9389 members Entering Unmasked Estep Score: -1412375.875000 Penalty: 4609.386230 Iteration 126Q: 3 clusters Score -1412376 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 9393 members Entering Unmasked Estep Score: -1412375.375000 Penalty: 4609.386230 Iteration 127Q: 3 clusters Score -1412375 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 9397 members Entering Unmasked Estep Score: -1412377.375000 Penalty: 4609.386230 Iteration 128Q: 3 clusters Score -1412377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 9400 members Entering Unmasked Estep Score: -1412379.000000 Penalty: 4609.386230 Iteration 129Q: 3 clusters Score -1412379 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 9402 members Entering Unmasked Estep Score: -1412380.375000 Penalty: 4609.386230 Iteration 130Q: 3 clusters Score -1412380 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 9409 members Entering Unmasked Estep Score: -1412380.500000 Penalty: 4609.386230 Iteration 131Q: 3 clusters Score -1412380 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -1412379.875000 Penalty: 4609.386230 Iteration 132Q: 3 clusters Score -1412380 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 9421 members Entering Unmasked Estep Score: -1412381.250000 Penalty: 4609.386230 Iteration 133Q: 3 clusters Score -1412381 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 9420 members Entering Unmasked Estep Score: -1412383.375000 Penalty: 4609.386230 Iteration 134Q: 3 clusters Score -1412383 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -1412384.125000 Penalty: 4609.386230 Iteration 135Q: 3 clusters Score -1412384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 9419 members Entering Unmasked Estep Score: -1412384.125000 Penalty: 4609.386230 Iteration 136F: 3 clusters Score -1412384 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Entering Unmasked Estep Score: -80878.031250 Penalty: 1615.648804 Iteration 0F: 2 clusters Score -80878.03 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 346 members Entering Unmasked Estep Score: -79335.203125 Penalty: 3231.297607 Iteration 0F: 3 clusters Score -79335.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -80121.000000 Penalty: 3231.297607 Iteration 1F: 3 clusters Score -80121 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -80440.757812 Penalty: 3231.297607 Iteration 2F: 3 clusters Score -80440.76 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -80612.195312 Penalty: 3231.297607 Iteration 3F: 3 clusters Score -80612.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -80662.750000 Penalty: 3231.297607 Iteration 4Q: 3 clusters Score -80662.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -80695.476562 Penalty: 3231.297607 Iteration 5Q: 3 clusters Score -80695.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -80703.101562 Penalty: 3231.297607 Iteration 6Q: 3 clusters Score -80703.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -80714.093750 Penalty: 3231.297607 Iteration 7Q: 3 clusters Score -80714.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -80715.765625 Penalty: 3231.297607 Iteration 8Q: 3 clusters Score -80715.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -80719.242188 Penalty: 3231.297607 Iteration 9Q: 3 clusters Score -80719.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -80722.484375 Penalty: 3231.297607 Iteration 10Q: 3 clusters Score -80722.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -80725.015625 Penalty: 3231.297607 Iteration 11Q: 3 clusters Score -80725.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -80725.015625 Penalty: 3231.297607 Iteration 12F: 3 clusters Score -80725.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -75780.757812 Penalty: 1605.141846 Iteration 0F: 2 clusters Score -75780.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -74174.507812 Penalty: 3210.283691 Iteration 0F: 3 clusters Score -74174.51 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -74435.156250 Penalty: 3210.283691 Iteration 1F: 3 clusters Score -74435.16 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -74526.140625 Penalty: 3210.283691 Iteration 2F: 3 clusters Score -74526.14 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -74605.320312 Penalty: 3210.283691 Iteration 3Q: 3 clusters Score -74605.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -74641.609375 Penalty: 3210.283691 Iteration 4Q: 3 clusters Score -74641.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -74646.679688 Penalty: 3210.283691 Iteration 5Q: 3 clusters Score -74646.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -74648.398438 Penalty: 3210.283691 Iteration 6Q: 3 clusters Score -74648.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -74650.453125 Penalty: 3210.283691 Iteration 7Q: 3 clusters Score -74650.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -74651.242188 Penalty: 3210.283691 Iteration 8Q: 3 clusters Score -74651.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -74651.242188 Penalty: 3210.283691 Iteration 9F: 3 clusters Score -74651.24 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (74744 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74744 members Entering Unmasked Estep Score: -10035295.000000 Penalty: 2783.012451 Iteration 0F: 2 clusters Score -1.00353e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37286 members Mstep: Class 2 contains 37458 members Entering Unmasked Estep Score: -9985144.000000 Penalty: 5566.024902 Iteration 0F: 3 clusters Score -9985144 nChanged 35075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37943 members Mstep: Class 2 contains 36801 members Entering Unmasked Estep Score: -10004753.000000 Penalty: 5566.024902 Iteration 1F: 3 clusters Score -1.000475e+07 nChanged 2861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38578 members Mstep: Class 2 contains 36166 members Entering Unmasked Estep Score: -10005537.000000 Penalty: 5566.024902 Iteration 2Q: 3 clusters Score -1.000554e+07 nChanged 2982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39448 members Mstep: Class 2 contains 35296 members Entering Unmasked Estep Score: -10006479.000000 Penalty: 5566.024902 Iteration 3Q: 3 clusters Score -1.000648e+07 nChanged 3212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40622 members Mstep: Class 2 contains 34122 members Entering Unmasked Estep Score: -10007533.000000 Penalty: 5566.024902 Iteration 4Q: 3 clusters Score -1.000753e+07 nChanged 3371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42109 members Mstep: Class 2 contains 32635 members Entering Unmasked Estep Score: -10008718.000000 Penalty: 5566.024902 Iteration 5Q: 3 clusters Score -1.000872e+07 nChanged 3556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43941 members Mstep: Class 2 contains 30803 members Entering Unmasked Estep Score: -10010180.000000 Penalty: 5566.024902 Iteration 6Q: 3 clusters Score -1.001018e+07 nChanged 3752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46233 members Mstep: Class 2 contains 28511 members Entering Unmasked Estep Score: -10011777.000000 Penalty: 5566.024902 Iteration 7F: 3 clusters Score -1.001178e+07 nChanged 3902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49007 members Mstep: Class 2 contains 25737 members Entering Unmasked Estep Score: -10013691.000000 Penalty: 5566.024902 Iteration 8F: 3 clusters Score -1.001369e+07 nChanged 4004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52293 members Mstep: Class 2 contains 22451 members Entering Unmasked Estep Score: -10015850.000000 Penalty: 5566.024902 Iteration 9F: 3 clusters Score -1.001585e+07 nChanged 4110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55975 members Mstep: Class 2 contains 18769 members Entering Unmasked Estep Score: -10018302.000000 Penalty: 5566.024902 Iteration 10F: 3 clusters Score -1.00183e+07 nChanged 4179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59976 members Mstep: Class 2 contains 14768 members Entering Unmasked Estep Score: -10021125.000000 Penalty: 5566.024902 Iteration 11F: 3 clusters Score -1.002112e+07 nChanged 4045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63927 members Mstep: Class 2 contains 10817 members Entering Unmasked Estep Score: -10024089.000000 Penalty: 5566.024902 Iteration 12F: 3 clusters Score -1.002409e+07 nChanged 3627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67514 members Mstep: Class 2 contains 7230 members Entering Unmasked Estep Score: -10027043.000000 Penalty: 5566.024902 Iteration 13Q: 3 clusters Score -1.002704e+07 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70294 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -10029395.000000 Penalty: 5566.024902 Iteration 14Q: 3 clusters Score -1.00294e+07 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72167 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -10031014.000000 Penalty: 5566.024902 Iteration 15Q: 3 clusters Score -1.003101e+07 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73182 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -10031910.000000 Penalty: 5566.024902 Iteration 16Q: 3 clusters Score -1.003191e+07 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73698 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -10032411.000000 Penalty: 5566.024902 Iteration 17Q: 3 clusters Score -1.003241e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73936 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -10032678.000000 Penalty: 5566.024902 Iteration 18Q: 3 clusters Score -1.003268e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74038 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -10032840.000000 Penalty: 5566.024902 Iteration 19Q: 3 clusters Score -1.003284e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74073 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -10032959.000000 Penalty: 5566.024902 Iteration 20F: 3 clusters Score -1.003296e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74087 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -10033013.000000 Penalty: 5566.024902 Iteration 21Q: 3 clusters Score -1.003301e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74096 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -10033084.000000 Penalty: 5566.024902 Iteration 22Q: 3 clusters Score -1.003308e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74095 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -10033141.000000 Penalty: 5566.024902 Iteration 23Q: 3 clusters Score -1.003314e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74099 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -10033247.000000 Penalty: 5566.024902 Iteration 24Q: 3 clusters Score -1.003325e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74094 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -10033273.000000 Penalty: 5566.024902 Iteration 25Q: 3 clusters Score -1.003327e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74094 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -10033303.000000 Penalty: 5566.024902 Iteration 26Q: 3 clusters Score -1.00333e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74092 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -10033330.000000 Penalty: 5566.024902 Iteration 27Q: 3 clusters Score -1.003333e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74092 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -10033332.000000 Penalty: 5566.024902 Iteration 28Q: 3 clusters Score -1.003333e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74088 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -10033341.000000 Penalty: 5566.024902 Iteration 29Q: 3 clusters Score -1.003334e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74086 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -10033358.000000 Penalty: 5566.024902 Iteration 30Q: 3 clusters Score -1.003336e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74089 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -10033373.000000 Penalty: 5566.024902 Iteration 31Q: 3 clusters Score -1.003337e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74085 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -10033374.000000 Penalty: 5566.024902 Iteration 32Q: 3 clusters Score -1.003337e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74086 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -10033366.000000 Penalty: 5566.024902 Iteration 33Q: 3 clusters Score -1.003337e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74084 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -10033376.000000 Penalty: 5566.024902 Iteration 34Q: 3 clusters Score -1.003338e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74084 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -10033372.000000 Penalty: 5566.024902 Iteration 35Q: 3 clusters Score -1.003337e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74085 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -10033370.000000 Penalty: 5566.024902 Iteration 36Q: 3 clusters Score -1.003337e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74085 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -10033370.000000 Penalty: 5566.024902 Iteration 37F: 3 clusters Score -1.003337e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (783 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Entering Unmasked Estep Score: -94205.304688 Penalty: 1652.456909 Iteration 0F: 2 clusters Score -94205.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -92561.835938 Penalty: 3304.913818 Iteration 0F: 3 clusters Score -92561.84 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -93208.546875 Penalty: 3304.913818 Iteration 1F: 3 clusters Score -93208.55 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -93818.914062 Penalty: 3304.913818 Iteration 2F: 3 clusters Score -93818.91 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -93990.156250 Penalty: 3304.913818 Iteration 3F: 3 clusters Score -93990.16 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -94140.023438 Penalty: 3304.913818 Iteration 4Q: 3 clusters Score -94140.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -94220.265625 Penalty: 3304.913818 Iteration 5Q: 3 clusters Score -94220.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94273.406250 Penalty: 3304.913818 Iteration 6Q: 3 clusters Score -94273.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94314.406250 Penalty: 3304.913818 Iteration 7Q: 3 clusters Score -94314.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -94332.750000 Penalty: 3304.913818 Iteration 8Q: 3 clusters Score -94332.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94338.031250 Penalty: 3304.913818 Iteration 9Q: 3 clusters Score -94338.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94340.718750 Penalty: 3304.913818 Iteration 10Q: 3 clusters Score -94340.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -94340.718750 Penalty: 3304.913818 Iteration 11F: 3 clusters Score -94340.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44430 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52000 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10976 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109424 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 2794 members Mstep: Class 22 contains 10863 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 185 members Mstep: Class 27 contains 65803 members Mstep: Class 28 contains 598 members Entering Unmasked Estep Score: -85890176.000000 Penalty: 93001.578125 Splitting cluster 26 changes total score from -85891368.000000 to -85890176.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44430 members Mstep: Class 2 contains 49200 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140175 members Mstep: Class 7 contains 52000 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4781 members Mstep: Class 12 contains 15590 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10976 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109424 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 2794 members Mstep: Class 22 contains 10863 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Entering Unmasked Estep ConsiderDeletion Score: -85892712.000000 Penalty: 89680.093750 Iteration 119Q: 28 clusters Score -8.589271e+07 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44419 members Mstep: Class 2 contains 49238 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8944 members Mstep: Class 6 contains 140165 members Mstep: Class 7 contains 52000 members Mstep: Class 8 contains 2724 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4782 members Mstep: Class 12 contains 15642 members Mstep: Class 13 contains 4297 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39834 members Mstep: Class 16 contains 1297 members Mstep: Class 17 contains 10919 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109615 members Mstep: Class 20 contains 3693 members Mstep: Class 21 contains 3276 members Mstep: Class 22 contains 10863 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74814 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 65031 members Entering Unmasked Estep ConsiderDeletion Score: -85893288.000000 Penalty: 89680.093750 Iteration 120F: 28 clusters Score -8.589329e+07 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44396 members Mstep: Class 2 contains 49234 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8951 members Mstep: Class 6 contains 140148 members Mstep: Class 7 contains 51994 members Mstep: Class 8 contains 2723 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4783 members Mstep: Class 12 contains 15622 members Mstep: Class 13 contains 4299 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39833 members Mstep: Class 16 contains 1295 members Mstep: Class 17 contains 10846 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109629 members Mstep: Class 20 contains 3692 members Mstep: Class 21 contains 3565 members Mstep: Class 22 contains 10863 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74789 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64892 members Entering Unmasked Estep ConsiderDeletion Score: -85893672.000000 Penalty: 89680.093750 Iteration 121Q: 28 clusters Score -8.589367e+07 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44380 members Mstep: Class 2 contains 49235 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8948 members Mstep: Class 6 contains 140134 members Mstep: Class 7 contains 51987 members Mstep: Class 8 contains 2723 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4785 members Mstep: Class 12 contains 15617 members Mstep: Class 13 contains 4289 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39837 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 10809 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 109619 members Mstep: Class 20 contains 3688 members Mstep: Class 21 contains 3806 members Mstep: Class 22 contains 10864 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74782 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64757 members Entering Unmasked Estep ConsiderDeletion Score: -85893736.000000 Penalty: 89680.093750 Iteration 122Q: 28 clusters Score -8.589374e+07 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44363 members Mstep: Class 2 contains 49236 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8943 members Mstep: Class 6 contains 140131 members Mstep: Class 7 contains 51983 members Mstep: Class 8 contains 2721 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4786 members Mstep: Class 12 contains 15619 members Mstep: Class 13 contains 4285 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39837 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 10782 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109615 members Mstep: Class 20 contains 3687 members Mstep: Class 21 contains 3980 members Mstep: Class 22 contains 10863 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74776 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64652 members Entering Unmasked Estep ConsiderDeletion Score: -85893872.000000 Penalty: 89680.093750 Iteration 123Q: 28 clusters Score -8.589387e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44355 members Mstep: Class 2 contains 49238 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8933 members Mstep: Class 6 contains 140118 members Mstep: Class 7 contains 51986 members Mstep: Class 8 contains 2721 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4788 members Mstep: Class 12 contains 15611 members Mstep: Class 13 contains 4269 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1295 members Mstep: Class 17 contains 10776 members Mstep: Class 18 contains 4340 members Mstep: Class 19 contains 109597 members Mstep: Class 20 contains 3682 members Mstep: Class 21 contains 4138 members Mstep: Class 22 contains 10860 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74770 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64573 members Entering Unmasked Estep ConsiderDeletion Score: -85893896.000000 Penalty: 89680.093750 Iteration 124Q: 28 clusters Score -8.58939e+07 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44348 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8933 members Mstep: Class 6 contains 140118 members Mstep: Class 7 contains 51983 members Mstep: Class 8 contains 2721 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4787 members Mstep: Class 12 contains 15613 members Mstep: Class 13 contains 4258 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39843 members Mstep: Class 16 contains 1296 members Mstep: Class 17 contains 10770 members Mstep: Class 18 contains 4338 members Mstep: Class 19 contains 109558 members Mstep: Class 20 contains 3681 members Mstep: Class 21 contains 4244 members Mstep: Class 22 contains 10861 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74765 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64534 members Entering Unmasked Estep ConsiderDeletion Score: -85893840.000000 Penalty: 89680.093750 Iteration 125Q: 28 clusters Score -8.589384e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44343 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8934 members Mstep: Class 6 contains 140114 members Mstep: Class 7 contains 51987 members Mstep: Class 8 contains 2720 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4788 members Mstep: Class 12 contains 15611 members Mstep: Class 13 contains 4248 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1299 members Mstep: Class 17 contains 10776 members Mstep: Class 18 contains 4337 members Mstep: Class 19 contains 109522 members Mstep: Class 20 contains 3678 members Mstep: Class 21 contains 4327 members Mstep: Class 22 contains 10862 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74754 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64508 members Entering Unmasked Estep ConsiderDeletion Score: -85893784.000000 Penalty: 89680.093750 Iteration 126Q: 28 clusters Score -8.589378e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44347 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8930 members Mstep: Class 6 contains 140112 members Mstep: Class 7 contains 51990 members Mstep: Class 8 contains 2719 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4791 members Mstep: Class 12 contains 15609 members Mstep: Class 13 contains 4237 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1302 members Mstep: Class 17 contains 10779 members Mstep: Class 18 contains 4338 members Mstep: Class 19 contains 109470 members Mstep: Class 20 contains 3683 members Mstep: Class 21 contains 4404 members Mstep: Class 22 contains 10862 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74744 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64491 members Entering Unmasked Estep ConsiderDeletion Score: -85893848.000000 Penalty: 89680.093750 Iteration 127Q: 28 clusters Score -8.589385e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44348 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8929 members Mstep: Class 6 contains 140115 members Mstep: Class 7 contains 51985 members Mstep: Class 8 contains 2719 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 646 members Mstep: Class 11 contains 4791 members Mstep: Class 12 contains 15606 members Mstep: Class 13 contains 4224 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1307 members Mstep: Class 17 contains 10792 members Mstep: Class 18 contains 4338 members Mstep: Class 19 contains 109423 members Mstep: Class 20 contains 3682 members Mstep: Class 21 contains 4469 members Mstep: Class 22 contains 10863 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74743 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64474 members Entering Unmasked Estep ConsiderDeletion Score: -85893856.000000 Penalty: 89680.093750 Iteration 128Q: 28 clusters Score -8.589386e+07 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44351 members Mstep: Class 2 contains 49245 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8930 members Mstep: Class 6 contains 140129 members Mstep: Class 7 contains 51982 members Mstep: Class 8 contains 2718 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4793 members Mstep: Class 12 contains 15606 members Mstep: Class 13 contains 4210 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39850 members Mstep: Class 16 contains 1312 members Mstep: Class 17 contains 10788 members Mstep: Class 18 contains 4338 members Mstep: Class 19 contains 109397 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 4508 members Mstep: Class 22 contains 10862 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74741 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64457 members Entering Unmasked Estep ConsiderDeletion Score: -85893984.000000 Penalty: 89680.093750 Iteration 129Q: 28 clusters Score -8.589398e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44350 members Mstep: Class 2 contains 49246 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8931 members Mstep: Class 6 contains 140130 members Mstep: Class 7 contains 51983 members Mstep: Class 8 contains 2718 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4793 members Mstep: Class 12 contains 15603 members Mstep: Class 13 contains 4199 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39851 members Mstep: Class 16 contains 1314 members Mstep: Class 17 contains 10792 members Mstep: Class 18 contains 4338 members Mstep: Class 19 contains 109376 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 4551 members Mstep: Class 22 contains 10861 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74738 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64443 members Entering Unmasked Estep ConsiderDeletion Score: -85894072.000000 Penalty: 89680.093750 Iteration 130Q: 28 clusters Score -8.589407e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44355 members Mstep: Class 2 contains 49242 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8926 members Mstep: Class 6 contains 140132 members Mstep: Class 7 contains 51982 members Mstep: Class 8 contains 2715 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4796 members Mstep: Class 12 contains 15600 members Mstep: Class 13 contains 4193 members Mstep: Class 14 contains 5356 members Mstep: Class 15 contains 39852 members Mstep: Class 16 contains 1317 members Mstep: Class 17 contains 10797 members Mstep: Class 18 contains 4337 members Mstep: Class 19 contains 109361 members Mstep: Class 20 contains 3675 members Mstep: Class 21 contains 4596 members Mstep: Class 22 contains 10859 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74733 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64428 members Entering Unmasked Estep ConsiderDeletion Score: -85893976.000000 Penalty: 89680.093750 Iteration 131Q: 28 clusters Score -8.589398e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44360 members Mstep: Class 2 contains 49242 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8929 members Mstep: Class 6 contains 140132 members Mstep: Class 7 contains 51983 members Mstep: Class 8 contains 2714 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4795 members Mstep: Class 12 contains 15597 members Mstep: Class 13 contains 4188 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39852 members Mstep: Class 16 contains 1318 members Mstep: Class 17 contains 10808 members Mstep: Class 18 contains 4339 members Mstep: Class 19 contains 109341 members Mstep: Class 20 contains 3676 members Mstep: Class 21 contains 4632 members Mstep: Class 22 contains 10856 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74724 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64409 members Entering Unmasked Estep ConsiderDeletion Score: -85894040.000000 Penalty: 89680.093750 Iteration 132Q: 28 clusters Score -8.589404e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44366 members Mstep: Class 2 contains 49240 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8927 members Mstep: Class 6 contains 140130 members Mstep: Class 7 contains 51982 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4795 members Mstep: Class 12 contains 15592 members Mstep: Class 13 contains 4182 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39853 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10813 members Mstep: Class 18 contains 4340 members Mstep: Class 19 contains 109318 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 4671 members Mstep: Class 22 contains 10852 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74720 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64403 members Entering Unmasked Estep ConsiderDeletion Score: -85894080.000000 Penalty: 89680.093750 Iteration 133Q: 28 clusters Score -8.589408e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44371 members Mstep: Class 2 contains 49240 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8926 members Mstep: Class 6 contains 140128 members Mstep: Class 7 contains 51982 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4796 members Mstep: Class 12 contains 15589 members Mstep: Class 13 contains 4182 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39855 members Mstep: Class 16 contains 1322 members Mstep: Class 17 contains 10816 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109297 members Mstep: Class 20 contains 3676 members Mstep: Class 21 contains 4704 members Mstep: Class 22 contains 10848 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74713 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64396 members Entering Unmasked Estep ConsiderDeletion Score: -85894048.000000 Penalty: 89680.093750 Iteration 134Q: 28 clusters Score -8.589405e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44379 members Mstep: Class 2 contains 49242 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8925 members Mstep: Class 6 contains 140127 members Mstep: Class 7 contains 51981 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4796 members Mstep: Class 12 contains 15585 members Mstep: Class 13 contains 4183 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39853 members Mstep: Class 16 contains 1324 members Mstep: Class 17 contains 10826 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109265 members Mstep: Class 20 contains 3676 members Mstep: Class 21 contains 4748 members Mstep: Class 22 contains 10843 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74702 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64386 members Entering Unmasked Estep ConsiderDeletion Score: -85894128.000000 Penalty: 89680.093750 Iteration 135Q: 28 clusters Score -8.589413e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44383 members Mstep: Class 2 contains 49241 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8924 members Mstep: Class 6 contains 140131 members Mstep: Class 7 contains 51979 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4796 members Mstep: Class 12 contains 15581 members Mstep: Class 13 contains 4180 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39850 members Mstep: Class 16 contains 1325 members Mstep: Class 17 contains 10832 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109246 members Mstep: Class 20 contains 3674 members Mstep: Class 21 contains 4795 members Mstep: Class 22 contains 10839 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74687 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64378 members Entering Unmasked Estep ConsiderDeletion Score: -85894048.000000 Penalty: 89680.093750 Iteration 136Q: 28 clusters Score -8.589405e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44386 members Mstep: Class 2 contains 49241 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8922 members Mstep: Class 6 contains 140131 members Mstep: Class 7 contains 51977 members Mstep: Class 8 contains 2711 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4796 members Mstep: Class 12 contains 15579 members Mstep: Class 13 contains 4177 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39848 members Mstep: Class 16 contains 1328 members Mstep: Class 17 contains 10834 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109222 members Mstep: Class 20 contains 3675 members Mstep: Class 21 contains 4841 members Mstep: Class 22 contains 10838 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74676 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64369 members Entering Unmasked Estep ConsiderDeletion Score: -85894096.000000 Penalty: 89680.093750 Iteration 137Q: 28 clusters Score -8.58941e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44393 members Mstep: Class 2 contains 49241 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140137 members Mstep: Class 7 contains 51976 members Mstep: Class 8 contains 2711 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4795 members Mstep: Class 12 contains 15576 members Mstep: Class 13 contains 4176 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39847 members Mstep: Class 16 contains 1329 members Mstep: Class 17 contains 10839 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109205 members Mstep: Class 20 contains 3676 members Mstep: Class 21 contains 4872 members Mstep: Class 22 contains 10839 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74662 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64355 members Entering Unmasked Estep ConsiderDeletion Score: -85894120.000000 Penalty: 89680.093750 Iteration 138Q: 28 clusters Score -8.589412e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44392 members Mstep: Class 2 contains 49242 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8922 members Mstep: Class 6 contains 140134 members Mstep: Class 7 contains 51976 members Mstep: Class 8 contains 2711 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4795 members Mstep: Class 12 contains 15575 members Mstep: Class 13 contains 4172 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39846 members Mstep: Class 16 contains 1328 members Mstep: Class 17 contains 10842 members Mstep: Class 18 contains 4342 members Mstep: Class 19 contains 109202 members Mstep: Class 20 contains 3678 members Mstep: Class 21 contains 4904 members Mstep: Class 22 contains 10838 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74650 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64342 members Entering Unmasked Estep ConsiderDeletion Score: -85894064.000000 Penalty: 89680.093750 Iteration 139Q: 28 clusters Score -8.589406e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44395 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8923 members Mstep: Class 6 contains 140137 members Mstep: Class 7 contains 51973 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4795 members Mstep: Class 12 contains 15574 members Mstep: Class 13 contains 4165 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1327 members Mstep: Class 17 contains 10845 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109189 members Mstep: Class 20 contains 3680 members Mstep: Class 21 contains 4926 members Mstep: Class 22 contains 10838 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74651 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64334 members Entering Unmasked Estep ConsiderDeletion Score: -85894088.000000 Penalty: 89680.093750 Iteration 140F: 28 clusters Score -8.589409e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44396 members Mstep: Class 2 contains 49242 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8924 members Mstep: Class 6 contains 140140 members Mstep: Class 7 contains 51975 members Mstep: Class 8 contains 2709 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4796 members Mstep: Class 12 contains 15574 members Mstep: Class 13 contains 4162 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1326 members Mstep: Class 17 contains 10847 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109163 members Mstep: Class 20 contains 3680 members Mstep: Class 21 contains 4954 members Mstep: Class 22 contains 10840 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74645 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64333 members Entering Unmasked Estep ConsiderDeletion Score: -85894000.000000 Penalty: 89680.093750 Iteration 141Q: 28 clusters Score -8.5894e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44395 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8921 members Mstep: Class 6 contains 140141 members Mstep: Class 7 contains 51972 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4797 members Mstep: Class 12 contains 15576 members Mstep: Class 13 contains 4154 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39846 members Mstep: Class 16 contains 1326 members Mstep: Class 17 contains 10850 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109132 members Mstep: Class 20 contains 3679 members Mstep: Class 21 contains 5010 members Mstep: Class 22 contains 10842 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74632 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64325 members Entering Unmasked Estep ConsiderDeletion Score: -85894072.000000 Penalty: 89680.093750 Iteration 142Q: 28 clusters Score -8.589407e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44390 members Mstep: Class 2 contains 49246 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8919 members Mstep: Class 6 contains 140138 members Mstep: Class 7 contains 51974 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4798 members Mstep: Class 12 contains 15572 members Mstep: Class 13 contains 4151 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39849 members Mstep: Class 16 contains 1326 members Mstep: Class 17 contains 10856 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109121 members Mstep: Class 20 contains 3678 members Mstep: Class 21 contains 5046 members Mstep: Class 22 contains 10836 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74619 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64323 members Entering Unmasked Estep ConsiderDeletion Score: -85894048.000000 Penalty: 89680.093750 Iteration 143Q: 28 clusters Score -8.589405e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44389 members Mstep: Class 2 contains 49242 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8917 members Mstep: Class 6 contains 140138 members Mstep: Class 7 contains 51977 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4798 members Mstep: Class 12 contains 15570 members Mstep: Class 13 contains 4154 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39851 members Mstep: Class 16 contains 1326 members Mstep: Class 17 contains 10860 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109109 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 5088 members Mstep: Class 22 contains 10832 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74595 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64320 members Entering Unmasked Estep ConsiderDeletion Score: -85894152.000000 Penalty: 89680.093750 Iteration 144Q: 28 clusters Score -8.589415e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44391 members Mstep: Class 2 contains 49239 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8912 members Mstep: Class 6 contains 140139 members Mstep: Class 7 contains 51977 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4798 members Mstep: Class 12 contains 15566 members Mstep: Class 13 contains 4155 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39853 members Mstep: Class 16 contains 1326 members Mstep: Class 17 contains 10860 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109099 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 5125 members Mstep: Class 22 contains 10827 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74580 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64319 members Entering Unmasked Estep ConsiderDeletion Score: -85894208.000000 Penalty: 89680.093750 Iteration 145Q: 28 clusters Score -8.589421e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44397 members Mstep: Class 2 contains 49239 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8912 members Mstep: Class 6 contains 140138 members Mstep: Class 7 contains 51974 members Mstep: Class 8 contains 2709 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15565 members Mstep: Class 13 contains 4151 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39855 members Mstep: Class 16 contains 1326 members Mstep: Class 17 contains 10864 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109083 members Mstep: Class 20 contains 3675 members Mstep: Class 21 contains 5162 members Mstep: Class 22 contains 10822 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74559 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64323 members Entering Unmasked Estep ConsiderDeletion Score: -85894096.000000 Penalty: 89680.093750 Iteration 146Q: 28 clusters Score -8.58941e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44401 members Mstep: Class 2 contains 49239 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8910 members Mstep: Class 6 contains 140141 members Mstep: Class 7 contains 51974 members Mstep: Class 8 contains 2709 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15565 members Mstep: Class 13 contains 4148 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39854 members Mstep: Class 16 contains 1326 members Mstep: Class 17 contains 10868 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109064 members Mstep: Class 20 contains 3675 members Mstep: Class 21 contains 5205 members Mstep: Class 22 contains 10822 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74534 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64319 members Entering Unmasked Estep ConsiderDeletion Score: -85894072.000000 Penalty: 89680.093750 Iteration 147Q: 28 clusters Score -8.589407e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44403 members Mstep: Class 2 contains 49240 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8910 members Mstep: Class 6 contains 140143 members Mstep: Class 7 contains 51971 members Mstep: Class 8 contains 2709 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15564 members Mstep: Class 13 contains 4147 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39854 members Mstep: Class 16 contains 1325 members Mstep: Class 17 contains 10872 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109046 members Mstep: Class 20 contains 3675 members Mstep: Class 21 contains 5251 members Mstep: Class 22 contains 10821 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74507 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64316 members Entering Unmasked Estep ConsiderDeletion Score: -85894200.000000 Penalty: 89680.093750 Iteration 148Q: 28 clusters Score -8.58942e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44399 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8910 members Mstep: Class 6 contains 140145 members Mstep: Class 7 contains 51970 members Mstep: Class 8 contains 2709 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15563 members Mstep: Class 13 contains 4148 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39853 members Mstep: Class 16 contains 1324 members Mstep: Class 17 contains 10874 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109029 members Mstep: Class 20 contains 3675 members Mstep: Class 21 contains 5298 members Mstep: Class 22 contains 10819 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74485 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64310 members Entering Unmasked Estep ConsiderDeletion Score: -85894280.000000 Penalty: 89680.093750 Iteration 149Q: 28 clusters Score -8.589428e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44404 members Mstep: Class 2 contains 49245 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8910 members Mstep: Class 6 contains 140143 members Mstep: Class 7 contains 51966 members Mstep: Class 8 contains 2709 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4798 members Mstep: Class 12 contains 15563 members Mstep: Class 13 contains 4148 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39852 members Mstep: Class 16 contains 1323 members Mstep: Class 17 contains 10876 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 109009 members Mstep: Class 20 contains 3674 members Mstep: Class 21 contains 5352 members Mstep: Class 22 contains 10819 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74456 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64307 members Entering Unmasked Estep ConsiderDeletion Score: -85894296.000000 Penalty: 89680.093750 Iteration 150Q: 28 clusters Score -8.58943e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44410 members Mstep: Class 2 contains 49249 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8912 members Mstep: Class 6 contains 140145 members Mstep: Class 7 contains 51961 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4798 members Mstep: Class 12 contains 15564 members Mstep: Class 13 contains 4148 members Mstep: Class 14 contains 5355 members Mstep: Class 15 contains 39852 members Mstep: Class 16 contains 1324 members Mstep: Class 17 contains 10874 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108976 members Mstep: Class 20 contains 3674 members Mstep: Class 21 contains 5407 members Mstep: Class 22 contains 10820 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74431 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64301 members Entering Unmasked Estep ConsiderDeletion Score: -85894376.000000 Penalty: 89680.093750 Iteration 151Q: 28 clusters Score -8.589438e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44406 members Mstep: Class 2 contains 49250 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8913 members Mstep: Class 6 contains 140143 members Mstep: Class 7 contains 51960 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15560 members Mstep: Class 13 contains 4148 members Mstep: Class 14 contains 5356 members Mstep: Class 15 contains 39849 members Mstep: Class 16 contains 1325 members Mstep: Class 17 contains 10871 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108960 members Mstep: Class 20 contains 3674 members Mstep: Class 21 contains 5476 members Mstep: Class 22 contains 10819 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74398 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64294 members Entering Unmasked Estep ConsiderDeletion Score: -85894384.000000 Penalty: 89680.093750 Iteration 152Q: 28 clusters Score -8.589438e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44400 members Mstep: Class 2 contains 49250 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8914 members Mstep: Class 6 contains 140141 members Mstep: Class 7 contains 51959 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15560 members Mstep: Class 13 contains 4147 members Mstep: Class 14 contains 5355 members Mstep: Class 15 contains 39847 members Mstep: Class 16 contains 1324 members Mstep: Class 17 contains 10874 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108946 members Mstep: Class 20 contains 3674 members Mstep: Class 21 contains 5535 members Mstep: Class 22 contains 10819 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74365 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64292 members Entering Unmasked Estep ConsiderDeletion Score: -85894328.000000 Penalty: 89680.093750 Iteration 153Q: 28 clusters Score -8.589433e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44399 members Mstep: Class 2 contains 49250 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8915 members Mstep: Class 6 contains 140137 members Mstep: Class 7 contains 51961 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15558 members Mstep: Class 13 contains 4145 members Mstep: Class 14 contains 5355 members Mstep: Class 15 contains 39848 members Mstep: Class 16 contains 1323 members Mstep: Class 17 contains 10878 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108928 members Mstep: Class 20 contains 3674 members Mstep: Class 21 contains 5588 members Mstep: Class 22 contains 10820 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74329 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64294 members Entering Unmasked Estep ConsiderDeletion Score: -85894272.000000 Penalty: 89680.093750 Iteration 154Q: 28 clusters Score -8.589427e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44393 members Mstep: Class 2 contains 49252 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8913 members Mstep: Class 6 contains 140140 members Mstep: Class 7 contains 51956 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15557 members Mstep: Class 13 contains 4144 members Mstep: Class 14 contains 5355 members Mstep: Class 15 contains 39850 members Mstep: Class 16 contains 1322 members Mstep: Class 17 contains 10871 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108916 members Mstep: Class 20 contains 3676 members Mstep: Class 21 contains 5645 members Mstep: Class 22 contains 10819 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74294 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64299 members Entering Unmasked Estep ConsiderDeletion Score: -85894344.000000 Penalty: 89680.093750 Iteration 155Q: 28 clusters Score -8.589434e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44391 members Mstep: Class 2 contains 49255 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8908 members Mstep: Class 6 contains 140146 members Mstep: Class 7 contains 51955 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15553 members Mstep: Class 13 contains 4136 members Mstep: Class 14 contains 5356 members Mstep: Class 15 contains 39850 members Mstep: Class 16 contains 1320 members Mstep: Class 17 contains 10875 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108909 members Mstep: Class 20 contains 3679 members Mstep: Class 21 contains 5696 members Mstep: Class 22 contains 10818 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74249 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64306 members Entering Unmasked Estep ConsiderDeletion Score: -85894368.000000 Penalty: 89680.093750 Iteration 156Q: 28 clusters Score -8.589437e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44390 members Mstep: Class 2 contains 49252 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8905 members Mstep: Class 6 contains 140146 members Mstep: Class 7 contains 51950 members Mstep: Class 8 contains 2710 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15553 members Mstep: Class 13 contains 4132 members Mstep: Class 14 contains 5356 members Mstep: Class 15 contains 39850 members Mstep: Class 16 contains 1320 members Mstep: Class 17 contains 10892 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108902 members Mstep: Class 20 contains 3680 members Mstep: Class 21 contains 5737 members Mstep: Class 22 contains 10817 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74205 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64315 members Entering Unmasked Estep ConsiderDeletion Score: -85894312.000000 Penalty: 89680.093750 Iteration 157Q: 28 clusters Score -8.589431e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44388 members Mstep: Class 2 contains 49253 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8905 members Mstep: Class 6 contains 140146 members Mstep: Class 7 contains 51945 members Mstep: Class 8 contains 2711 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15556 members Mstep: Class 13 contains 4131 members Mstep: Class 14 contains 5356 members Mstep: Class 15 contains 39852 members Mstep: Class 16 contains 1320 members Mstep: Class 17 contains 10902 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108906 members Mstep: Class 20 contains 3675 members Mstep: Class 21 contains 5777 members Mstep: Class 22 contains 10811 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74161 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64317 members Entering Unmasked Estep ConsiderDeletion Score: -85894408.000000 Penalty: 89680.093750 Iteration 158Q: 28 clusters Score -8.589441e+07 nChanged 124 Entering ConstructFrom: Score: -85894408.000000 Penalty: 89680.093750 Entering ConstructFrom: Trying to split cluster 1 (44388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44388 members Entering Unmasked Estep Score: -5991992.000000 Penalty: 2653.779785 Iteration 0F: 2 clusters Score -5991992 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22431 members Mstep: Class 2 contains 21957 members Entering Unmasked Estep Score: -5962040.500000 Penalty: 5307.559570 Iteration 0F: 3 clusters Score -5962040 nChanged 20208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24319 members Mstep: Class 2 contains 20069 members Entering Unmasked Estep Score: -5973138.000000 Penalty: 5307.559570 Iteration 1F: 3 clusters Score -5973138 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25416 members Mstep: Class 2 contains 18972 members Entering Unmasked Estep Score: -5973833.000000 Penalty: 5307.559570 Iteration 2Q: 3 clusters Score -5973833 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26983 members Mstep: Class 2 contains 17405 members Entering Unmasked Estep Score: -5974720.500000 Penalty: 5307.559570 Iteration 3Q: 3 clusters Score -5974720 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29189 members Mstep: Class 2 contains 15199 members Entering Unmasked Estep Score: -5976019.500000 Penalty: 5307.559570 Iteration 4F: 3 clusters Score -5976020 nChanged 3111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32196 members Mstep: Class 2 contains 12192 members Entering Unmasked Estep Score: -5978206.500000 Penalty: 5307.559570 Iteration 5F: 3 clusters Score -5978206 nChanged 3633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35783 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -5981389.000000 Penalty: 5307.559570 Iteration 6F: 3 clusters Score -5981389 nChanged 3546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39301 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -5984890.500000 Penalty: 5307.559570 Iteration 7F: 3 clusters Score -5984890 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41885 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -5987491.000000 Penalty: 5307.559570 Iteration 8F: 3 clusters Score -5987491 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43209 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -5988765.000000 Penalty: 5307.559570 Iteration 9Q: 3 clusters Score -5988765 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43729 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -5989260.000000 Penalty: 5307.559570 Iteration 10Q: 3 clusters Score -5989260 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43940 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -5989464.000000 Penalty: 5307.559570 Iteration 11Q: 3 clusters Score -5989464 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44026 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -5989563.500000 Penalty: 5307.559570 Iteration 12Q: 3 clusters Score -5989564 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44060 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -5989609.500000 Penalty: 5307.559570 Iteration 13Q: 3 clusters Score -5989610 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44069 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -5989636.000000 Penalty: 5307.559570 Iteration 14Q: 3 clusters Score -5989636 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44084 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -5989666.500000 Penalty: 5307.559570 Iteration 15Q: 3 clusters Score -5989666 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44096 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -5989689.000000 Penalty: 5307.559570 Iteration 16Q: 3 clusters Score -5989689 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44103 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -5989706.500000 Penalty: 5307.559570 Iteration 17Q: 3 clusters Score -5989706 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44107 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -5989716.500000 Penalty: 5307.559570 Iteration 18Q: 3 clusters Score -5989716 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44111 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -5989720.000000 Penalty: 5307.559570 Iteration 19Q: 3 clusters Score -5989720 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44113 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -5989728.000000 Penalty: 5307.559570 Iteration 20F: 3 clusters Score -5989728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44118 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -5989737.500000 Penalty: 5307.559570 Iteration 21Q: 3 clusters Score -5989738 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44118 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -5989737.000000 Penalty: 5307.559570 Iteration 22Q: 3 clusters Score -5989737 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44119 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -5989744.000000 Penalty: 5307.559570 Iteration 23Q: 3 clusters Score -5989744 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44120 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -5989743.000000 Penalty: 5307.559570 Iteration 24Q: 3 clusters Score -5989743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44120 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -5989743.000000 Penalty: 5307.559570 Iteration 25F: 3 clusters Score -5989743 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (49252 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49252 members Entering Unmasked Estep Score: -6601567.500000 Penalty: 2679.566895 Iteration 0F: 2 clusters Score -6601568 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24761 members Mstep: Class 2 contains 24491 members Entering Unmasked Estep Score: -6568458.000000 Penalty: 5359.133789 Iteration 0F: 3 clusters Score -6568458 nChanged 22708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25389 members Mstep: Class 2 contains 23863 members Entering Unmasked Estep Score: -6581126.000000 Penalty: 5359.133789 Iteration 1F: 3 clusters Score -6581126 nChanged 2067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25634 members Mstep: Class 2 contains 23618 members Entering Unmasked Estep Score: -6581794.500000 Penalty: 5359.133789 Iteration 2Q: 3 clusters Score -6581794 nChanged 1991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25831 members Mstep: Class 2 contains 23421 members Entering Unmasked Estep Score: -6582465.000000 Penalty: 5359.133789 Iteration 3Q: 3 clusters Score -6582465 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26035 members Mstep: Class 2 contains 23217 members Entering Unmasked Estep Score: -6583274.500000 Penalty: 5359.133789 Iteration 4Q: 3 clusters Score -6583274 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26263 members Mstep: Class 2 contains 22989 members Entering Unmasked Estep Score: -6584160.500000 Penalty: 5359.133789 Iteration 5Q: 3 clusters Score -6584160 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26493 members Mstep: Class 2 contains 22759 members Entering Unmasked Estep Score: -6585203.500000 Penalty: 5359.133789 Iteration 6Q: 3 clusters Score -6585204 nChanged 2307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26834 members Mstep: Class 2 contains 22418 members Entering Unmasked Estep Score: -6586313.000000 Penalty: 5359.133789 Iteration 7Q: 3 clusters Score -6586313 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27346 members Mstep: Class 2 contains 21906 members Entering Unmasked Estep Score: -6587499.000000 Penalty: 5359.133789 Iteration 8Q: 3 clusters Score -6587499 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27998 members Mstep: Class 2 contains 21254 members Entering Unmasked Estep Score: -6588634.500000 Penalty: 5359.133789 Iteration 9Q: 3 clusters Score -6588634 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28888 members Mstep: Class 2 contains 20364 members Entering Unmasked Estep Score: -6589584.000000 Penalty: 5359.133789 Iteration 10Q: 3 clusters Score -6589584 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29937 members Mstep: Class 2 contains 19315 members Entering Unmasked Estep Score: -6590355.000000 Penalty: 5359.133789 Iteration 11Q: 3 clusters Score -6590355 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31167 members Mstep: Class 2 contains 18085 members Entering Unmasked Estep Score: -6590996.500000 Penalty: 5359.133789 Iteration 12Q: 3 clusters Score -6590996 nChanged 1579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32552 members Mstep: Class 2 contains 16700 members Entering Unmasked Estep Score: -6591644.000000 Penalty: 5359.133789 Iteration 13Q: 3 clusters Score -6591644 nChanged 1587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34087 members Mstep: Class 2 contains 15165 members Entering Unmasked Estep Score: -6592302.000000 Penalty: 5359.133789 Iteration 14Q: 3 clusters Score -6592302 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35794 members Mstep: Class 2 contains 13458 members Entering Unmasked Estep Score: -6593039.000000 Penalty: 5359.133789 Iteration 15Q: 3 clusters Score -6593039 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37567 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -6593815.000000 Penalty: 5359.133789 Iteration 16Q: 3 clusters Score -6593815 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39341 members Mstep: Class 2 contains 9911 members Entering Unmasked Estep Score: -6594627.500000 Penalty: 5359.133789 Iteration 17Q: 3 clusters Score -6594628 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41039 members Mstep: Class 2 contains 8213 members Entering Unmasked Estep Score: -6595391.500000 Penalty: 5359.133789 Iteration 18Q: 3 clusters Score -6595392 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42612 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -6596243.000000 Penalty: 5359.133789 Iteration 19Q: 3 clusters Score -6596243 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43999 members Mstep: Class 2 contains 5253 members Entering Unmasked Estep Score: -6596945.000000 Penalty: 5359.133789 Iteration 20F: 3 clusters Score -6596945 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45124 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -6597509.500000 Penalty: 5359.133789 Iteration 21Q: 3 clusters Score -6597510 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45975 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -6597938.000000 Penalty: 5359.133789 Iteration 22Q: 3 clusters Score -6597938 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46626 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -6598300.000000 Penalty: 5359.133789 Iteration 23Q: 3 clusters Score -6598300 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47079 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -6598525.000000 Penalty: 5359.133789 Iteration 24Q: 3 clusters Score -6598525 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47427 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -6598709.000000 Penalty: 5359.133789 Iteration 25Q: 3 clusters Score -6598709 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47675 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -6598868.000000 Penalty: 5359.133789 Iteration 26Q: 3 clusters Score -6598868 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47838 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -6598956.500000 Penalty: 5359.133789 Iteration 27Q: 3 clusters Score -6598956 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47963 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -6599043.500000 Penalty: 5359.133789 Iteration 28Q: 3 clusters Score -6599044 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48050 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -6599082.000000 Penalty: 5359.133789 Iteration 29Q: 3 clusters Score -6599082 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48114 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -6599123.500000 Penalty: 5359.133789 Iteration 30Q: 3 clusters Score -6599124 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48166 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -6599163.500000 Penalty: 5359.133789 Iteration 31Q: 3 clusters Score -6599164 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48207 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -6599184.000000 Penalty: 5359.133789 Iteration 32Q: 3 clusters Score -6599184 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48248 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -6599203.000000 Penalty: 5359.133789 Iteration 33Q: 3 clusters Score -6599203 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48280 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -6599223.000000 Penalty: 5359.133789 Iteration 34Q: 3 clusters Score -6599223 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48306 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -6599241.500000 Penalty: 5359.133789 Iteration 35Q: 3 clusters Score -6599242 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48335 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -6599269.000000 Penalty: 5359.133789 Iteration 36Q: 3 clusters Score -6599269 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48352 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -6599278.500000 Penalty: 5359.133789 Iteration 37Q: 3 clusters Score -6599278 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48359 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -6599282.500000 Penalty: 5359.133789 Iteration 38Q: 3 clusters Score -6599282 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48371 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -6599298.500000 Penalty: 5359.133789 Iteration 39Q: 3 clusters Score -6599298 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48381 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -6599310.500000 Penalty: 5359.133789 Iteration 40F: 3 clusters Score -6599310 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48387 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -6599313.000000 Penalty: 5359.133789 Iteration 41Q: 3 clusters Score -6599313 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48394 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -6599308.500000 Penalty: 5359.133789 Iteration 42Q: 3 clusters Score -6599308 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48402 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -6599307.500000 Penalty: 5359.133789 Iteration 43Q: 3 clusters Score -6599308 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48407 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -6599313.500000 Penalty: 5359.133789 Iteration 44Q: 3 clusters Score -6599314 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48414 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -6599321.000000 Penalty: 5359.133789 Iteration 45Q: 3 clusters Score -6599321 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48423 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -6599323.000000 Penalty: 5359.133789 Iteration 46Q: 3 clusters Score -6599323 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48431 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -6599326.500000 Penalty: 5359.133789 Iteration 47Q: 3 clusters Score -6599326 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48437 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -6599325.000000 Penalty: 5359.133789 Iteration 48Q: 3 clusters Score -6599325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48439 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -6599324.000000 Penalty: 5359.133789 Iteration 49Q: 3 clusters Score -6599324 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48442 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -6599332.500000 Penalty: 5359.133789 Iteration 50Q: 3 clusters Score -6599332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48446 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -6599330.000000 Penalty: 5359.133789 Iteration 51Q: 3 clusters Score -6599330 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48449 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -6599331.500000 Penalty: 5359.133789 Iteration 52Q: 3 clusters Score -6599332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48449 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -6599331.500000 Penalty: 5359.133789 Iteration 53F: 3 clusters Score -6599332 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -22977.361328 Penalty: 1366.328369 Iteration 0F: 2 clusters Score -22977.36 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 114 members Entering Unmasked Estep Score: -22020.445312 Penalty: 2732.656738 Iteration 0F: 3 clusters Score -22020.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -22274.761719 Penalty: 2732.656738 Iteration 1F: 3 clusters Score -22274.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -22354.234375 Penalty: 2732.656738 Iteration 2Q: 3 clusters Score -22354.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -22366.080078 Penalty: 2732.656738 Iteration 3Q: 3 clusters Score -22366.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -22369.556641 Penalty: 2732.656738 Iteration 4Q: 3 clusters Score -22369.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -22369.556641 Penalty: 2732.656738 Iteration 5F: 3 clusters Score -22369.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Entering Unmasked Estep Score: -59924.894531 Penalty: 1541.718262 Iteration 0F: 2 clusters Score -59924.89 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 254 members Entering Unmasked Estep Score: -58508.675781 Penalty: 3083.436523 Iteration 0F: 3 clusters Score -58508.68 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58659.492188 Penalty: 3083.436523 Iteration 1F: 3 clusters Score -58659.49 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -58780.875000 Penalty: 3083.436523 Iteration 2F: 3 clusters Score -58780.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -58887.683594 Penalty: 3083.436523 Iteration 3Q: 3 clusters Score -58887.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58994.757812 Penalty: 3083.436523 Iteration 4Q: 3 clusters Score -58994.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -59064.144531 Penalty: 3083.436523 Iteration 5Q: 3 clusters Score -59064.14 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -59139.976562 Penalty: 3083.436523 Iteration 6Q: 3 clusters Score -59139.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -59182.765625 Penalty: 3083.436523 Iteration 7Q: 3 clusters Score -59182.77 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -59260.421875 Penalty: 3083.436523 Iteration 8Q: 3 clusters Score -59260.42 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -59355.753906 Penalty: 3083.436523 Iteration 9Q: 3 clusters Score -59355.75 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -59441.878906 Penalty: 3083.436523 Iteration 10Q: 3 clusters Score -59441.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -59521.437500 Penalty: 3083.436523 Iteration 11Q: 3 clusters Score -59521.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -59565.750000 Penalty: 3083.436523 Iteration 12Q: 3 clusters Score -59565.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -59587.519531 Penalty: 3083.436523 Iteration 13Q: 3 clusters Score -59587.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -59596.472656 Penalty: 3083.436523 Iteration 14Q: 3 clusters Score -59596.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -59605.527344 Penalty: 3083.436523 Iteration 15Q: 3 clusters Score -59605.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -59619.941406 Penalty: 3083.436523 Iteration 16Q: 3 clusters Score -59619.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -59625.937500 Penalty: 3083.436523 Iteration 17Q: 3 clusters Score -59625.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -59626.835938 Penalty: 3083.436523 Iteration 18F: 3 clusters Score -59626.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -59641.988281 Penalty: 3083.436523 Iteration 19Q: 3 clusters Score -59641.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -59641.988281 Penalty: 3083.436523 Iteration 20F: 3 clusters Score -59641.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8906 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8906 members Entering Unmasked Estep Score: -1190944.250000 Penalty: 2255.431152 Iteration 0F: 2 clusters Score -1190944 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -1183989.000000 Penalty: 4510.862305 Iteration 0F: 3 clusters Score -1183989 nChanged 3595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1185779.625000 Penalty: 4510.862305 Iteration 1F: 3 clusters Score -1185780 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -1186082.750000 Penalty: 4510.862305 Iteration 2F: 3 clusters Score -1186083 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -1186272.500000 Penalty: 4510.862305 Iteration 3F: 3 clusters Score -1186272 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -1186430.500000 Penalty: 4510.862305 Iteration 4Q: 3 clusters Score -1186430 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4838 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1186572.625000 Penalty: 4510.862305 Iteration 5Q: 3 clusters Score -1186573 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4972 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -1186681.750000 Penalty: 4510.862305 Iteration 6Q: 3 clusters Score -1186682 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -1186785.125000 Penalty: 4510.862305 Iteration 7Q: 3 clusters Score -1186785 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5304 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1186909.375000 Penalty: 4510.862305 Iteration 8Q: 3 clusters Score -1186909 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -1187046.000000 Penalty: 4510.862305 Iteration 9Q: 3 clusters Score -1187046 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -1187189.500000 Penalty: 4510.862305 Iteration 10Q: 3 clusters Score -1187190 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -1187359.250000 Penalty: 4510.862305 Iteration 11Q: 3 clusters Score -1187359 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -1187540.875000 Penalty: 4510.862305 Iteration 12Q: 3 clusters Score -1187541 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6649 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -1187736.375000 Penalty: 4510.862305 Iteration 13Q: 3 clusters Score -1187736 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -1187947.375000 Penalty: 4510.862305 Iteration 14Q: 3 clusters Score -1187947 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -1188167.125000 Penalty: 4510.862305 Iteration 15Q: 3 clusters Score -1188167 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -1188380.500000 Penalty: 4510.862305 Iteration 16Q: 3 clusters Score -1188380 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1188547.625000 Penalty: 4510.862305 Iteration 17Q: 3 clusters Score -1188548 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7920 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -1188674.375000 Penalty: 4510.862305 Iteration 18Q: 3 clusters Score -1188674 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8049 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -1188765.000000 Penalty: 4510.862305 Iteration 19Q: 3 clusters Score -1188765 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8160 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1188848.500000 Penalty: 4510.862305 Iteration 20F: 3 clusters Score -1188848 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1188915.500000 Penalty: 4510.862305 Iteration 21Q: 3 clusters Score -1188916 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1188975.375000 Penalty: 4510.862305 Iteration 22Q: 3 clusters Score -1188975 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -1189017.375000 Penalty: 4510.862305 Iteration 23Q: 3 clusters Score -1189017 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8387 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -1189045.625000 Penalty: 4510.862305 Iteration 24Q: 3 clusters Score -1189046 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8415 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1189069.625000 Penalty: 4510.862305 Iteration 25Q: 3 clusters Score -1189070 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1189091.000000 Penalty: 4510.862305 Iteration 26Q: 3 clusters Score -1189091 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1189106.500000 Penalty: 4510.862305 Iteration 27Q: 3 clusters Score -1189106 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -1189121.375000 Penalty: 4510.862305 Iteration 28Q: 3 clusters Score -1189121 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -1189134.875000 Penalty: 4510.862305 Iteration 29Q: 3 clusters Score -1189135 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8511 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1189144.500000 Penalty: 4510.862305 Iteration 30Q: 3 clusters Score -1189144 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1189159.625000 Penalty: 4510.862305 Iteration 31Q: 3 clusters Score -1189160 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8531 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -1189167.375000 Penalty: 4510.862305 Iteration 32Q: 3 clusters Score -1189167 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8535 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -1189171.125000 Penalty: 4510.862305 Iteration 33Q: 3 clusters Score -1189171 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8542 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1189177.625000 Penalty: 4510.862305 Iteration 34Q: 3 clusters Score -1189178 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8550 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -1189181.875000 Penalty: 4510.862305 Iteration 35Q: 3 clusters Score -1189182 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -1189184.000000 Penalty: 4510.862305 Iteration 36Q: 3 clusters Score -1189184 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -1189184.625000 Penalty: 4510.862305 Iteration 37Q: 3 clusters Score -1189185 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8551 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -1189184.625000 Penalty: 4510.862305 Iteration 38F: 3 clusters Score -1189185 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (140142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140142 members Entering Unmasked Estep Score: -18868408.000000 Penalty: 2938.902100 Iteration 0F: 2 clusters Score -1.886841e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70200 members Mstep: Class 2 contains 69942 members Entering Unmasked Estep Score: -18777506.000000 Penalty: 5877.804199 Iteration 0F: 3 clusters Score -1.877751e+07 nChanged 66942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71258 members Mstep: Class 2 contains 68884 members Entering Unmasked Estep Score: -18815860.000000 Penalty: 5877.804199 Iteration 1F: 3 clusters Score -1.881586e+07 nChanged 3957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72051 members Mstep: Class 2 contains 68091 members Entering Unmasked Estep Score: -18816684.000000 Penalty: 5877.804199 Iteration 2Q: 3 clusters Score -1.881668e+07 nChanged 4041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73238 members Mstep: Class 2 contains 66904 members Entering Unmasked Estep Score: -18817574.000000 Penalty: 5877.804199 Iteration 3Q: 3 clusters Score -1.881757e+07 nChanged 4184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75048 members Mstep: Class 2 contains 65094 members Entering Unmasked Estep Score: -18818576.000000 Penalty: 5877.804199 Iteration 4Q: 3 clusters Score -1.881858e+07 nChanged 4767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77885 members Mstep: Class 2 contains 62257 members Entering Unmasked Estep Score: -18820122.000000 Penalty: 5877.804199 Iteration 5Q: 3 clusters Score -1.882012e+07 nChanged 5605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82002 members Mstep: Class 2 contains 58140 members Entering Unmasked Estep Score: -18822388.000000 Penalty: 5877.804199 Iteration 6Q: 3 clusters Score -1.882239e+07 nChanged 7015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87815 members Mstep: Class 2 contains 52327 members Entering Unmasked Estep Score: -18825994.000000 Penalty: 5877.804199 Iteration 7F: 3 clusters Score -1.882599e+07 nChanged 8341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95226 members Mstep: Class 2 contains 44916 members Entering Unmasked Estep Score: -18831614.000000 Penalty: 5877.804199 Iteration 8F: 3 clusters Score -1.883161e+07 nChanged 9213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103651 members Mstep: Class 2 contains 36491 members Entering Unmasked Estep Score: -18838582.000000 Penalty: 5877.804199 Iteration 9F: 3 clusters Score -1.883858e+07 nChanged 8648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111487 members Mstep: Class 2 contains 28655 members Entering Unmasked Estep Score: -18845120.000000 Penalty: 5877.804199 Iteration 10F: 3 clusters Score -1.884512e+07 nChanged 6926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117591 members Mstep: Class 2 contains 22551 members Entering Unmasked Estep Score: -18850064.000000 Penalty: 5877.804199 Iteration 11Q: 3 clusters Score -1.885006e+07 nChanged 5265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122216 members Mstep: Class 2 contains 17926 members Entering Unmasked Estep Score: -18853588.000000 Penalty: 5877.804199 Iteration 12Q: 3 clusters Score -1.885359e+07 nChanged 3996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125826 members Mstep: Class 2 contains 14316 members Entering Unmasked Estep Score: -18856164.000000 Penalty: 5877.804199 Iteration 13Q: 3 clusters Score -1.885616e+07 nChanged 3223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128899 members Mstep: Class 2 contains 11243 members Entering Unmasked Estep Score: -18858218.000000 Penalty: 5877.804199 Iteration 14Q: 3 clusters Score -1.885822e+07 nChanged 2613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131444 members Mstep: Class 2 contains 8698 members Entering Unmasked Estep Score: -18859966.000000 Penalty: 5877.804199 Iteration 15Q: 3 clusters Score -1.885997e+07 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133550 members Mstep: Class 2 contains 6592 members Entering Unmasked Estep Score: -18861426.000000 Penalty: 5877.804199 Iteration 16Q: 3 clusters Score -1.886143e+07 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135270 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -18862702.000000 Penalty: 5877.804199 Iteration 17Q: 3 clusters Score -1.88627e+07 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136644 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -18863690.000000 Penalty: 5877.804199 Iteration 18Q: 3 clusters Score -1.886369e+07 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137727 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -18864482.000000 Penalty: 5877.804199 Iteration 19Q: 3 clusters Score -1.886448e+07 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138494 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -18865054.000000 Penalty: 5877.804199 Iteration 20F: 3 clusters Score -1.886505e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138985 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -18865350.000000 Penalty: 5877.804199 Iteration 21Q: 3 clusters Score -1.886535e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139281 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -18865550.000000 Penalty: 5877.804199 Iteration 22Q: 3 clusters Score -1.886555e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139445 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -18865686.000000 Penalty: 5877.804199 Iteration 23Q: 3 clusters Score -1.886569e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139545 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -18865812.000000 Penalty: 5877.804199 Iteration 24Q: 3 clusters Score -1.886581e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139612 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -18865832.000000 Penalty: 5877.804199 Iteration 25Q: 3 clusters Score -1.886583e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139657 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -18865872.000000 Penalty: 5877.804199 Iteration 26Q: 3 clusters Score -1.886587e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139690 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -18865926.000000 Penalty: 5877.804199 Iteration 27Q: 3 clusters Score -1.886593e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139712 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -18865936.000000 Penalty: 5877.804199 Iteration 28Q: 3 clusters Score -1.886594e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139725 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -18865946.000000 Penalty: 5877.804199 Iteration 29Q: 3 clusters Score -1.886595e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139739 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -18865966.000000 Penalty: 5877.804199 Iteration 30Q: 3 clusters Score -1.886597e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139745 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -18865978.000000 Penalty: 5877.804199 Iteration 31Q: 3 clusters Score -1.886598e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139755 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -18865968.000000 Penalty: 5877.804199 Iteration 32Q: 3 clusters Score -1.886597e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139760 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -18865984.000000 Penalty: 5877.804199 Iteration 33Q: 3 clusters Score -1.886598e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139767 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -18865986.000000 Penalty: 5877.804199 Iteration 34Q: 3 clusters Score -1.886599e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139771 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -18865978.000000 Penalty: 5877.804199 Iteration 35Q: 3 clusters Score -1.886598e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139773 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -18865988.000000 Penalty: 5877.804199 Iteration 36Q: 3 clusters Score -1.886599e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139777 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -18865988.000000 Penalty: 5877.804199 Iteration 37Q: 3 clusters Score -1.886599e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139782 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -18866000.000000 Penalty: 5877.804199 Iteration 38Q: 3 clusters Score -1.8866e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139787 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -18865992.000000 Penalty: 5877.804199 Iteration 39Q: 3 clusters Score -1.886599e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139790 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -18866002.000000 Penalty: 5877.804199 Iteration 40F: 3 clusters Score -1.8866e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139793 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -18866004.000000 Penalty: 5877.804199 Iteration 41Q: 3 clusters Score -1.8866e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139794 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -18866022.000000 Penalty: 5877.804199 Iteration 42Q: 3 clusters Score -1.886602e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139795 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -18866012.000000 Penalty: 5877.804199 Iteration 43Q: 3 clusters Score -1.886601e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139797 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -18866020.000000 Penalty: 5877.804199 Iteration 44Q: 3 clusters Score -1.886602e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139798 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -18866034.000000 Penalty: 5877.804199 Iteration 45Q: 3 clusters Score -1.886603e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139799 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -18866012.000000 Penalty: 5877.804199 Iteration 46Q: 3 clusters Score -1.886601e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139798 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -18866018.000000 Penalty: 5877.804199 Iteration 47Q: 3 clusters Score -1.886602e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139798 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -18866018.000000 Penalty: 5877.804199 Iteration 48F: 3 clusters Score -1.886602e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (51944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51944 members Entering Unmasked Estep Score: -6949610.500000 Penalty: 2692.764648 Iteration 0F: 2 clusters Score -6949610 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26041 members Mstep: Class 2 contains 25903 members Entering Unmasked Estep Score: -6914622.000000 Penalty: 5385.529297 Iteration 0F: 3 clusters Score -6914622 nChanged 24069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27406 members Mstep: Class 2 contains 24538 members Entering Unmasked Estep Score: -6928364.500000 Penalty: 5385.529297 Iteration 1F: 3 clusters Score -6928364 nChanged 2639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28355 members Mstep: Class 2 contains 23589 members Entering Unmasked Estep Score: -6929490.000000 Penalty: 5385.529297 Iteration 2F: 3 clusters Score -6929490 nChanged 3013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29750 members Mstep: Class 2 contains 22194 members Entering Unmasked Estep Score: -6931092.500000 Penalty: 5385.529297 Iteration 3F: 3 clusters Score -6931092 nChanged 3423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31571 members Mstep: Class 2 contains 20373 members Entering Unmasked Estep Score: -6933189.500000 Penalty: 5385.529297 Iteration 4F: 3 clusters Score -6933190 nChanged 3638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33777 members Mstep: Class 2 contains 18167 members Entering Unmasked Estep Score: -6935501.000000 Penalty: 5385.529297 Iteration 5F: 3 clusters Score -6935501 nChanged 3498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36145 members Mstep: Class 2 contains 15799 members Entering Unmasked Estep Score: -6937738.000000 Penalty: 5385.529297 Iteration 6F: 3 clusters Score -6937738 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38417 members Mstep: Class 2 contains 13527 members Entering Unmasked Estep Score: -6939658.500000 Penalty: 5385.529297 Iteration 7F: 3 clusters Score -6939658 nChanged 2453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40474 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -6941213.000000 Penalty: 5385.529297 Iteration 8Q: 3 clusters Score -6941213 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42237 members Mstep: Class 2 contains 9707 members Entering Unmasked Estep Score: -6942605.500000 Penalty: 5385.529297 Iteration 9Q: 3 clusters Score -6942606 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43724 members Mstep: Class 2 contains 8220 members Entering Unmasked Estep Score: -6944004.000000 Penalty: 5385.529297 Iteration 10Q: 3 clusters Score -6944004 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44782 members Mstep: Class 2 contains 7162 members Entering Unmasked Estep Score: -6945248.000000 Penalty: 5385.529297 Iteration 11Q: 3 clusters Score -6945248 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45515 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -6946248.000000 Penalty: 5385.529297 Iteration 12Q: 3 clusters Score -6946248 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45962 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -6946949.500000 Penalty: 5385.529297 Iteration 13Q: 3 clusters Score -6946950 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46285 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -6947444.000000 Penalty: 5385.529297 Iteration 14Q: 3 clusters Score -6947444 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46508 members Mstep: Class 2 contains 5436 members Entering Unmasked Estep Score: -6947698.500000 Penalty: 5385.529297 Iteration 15Q: 3 clusters Score -6947698 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46657 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -6947838.000000 Penalty: 5385.529297 Iteration 16Q: 3 clusters Score -6947838 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46782 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -6947924.000000 Penalty: 5385.529297 Iteration 17Q: 3 clusters Score -6947924 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46888 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -6947959.500000 Penalty: 5385.529297 Iteration 18Q: 3 clusters Score -6947960 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46981 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -6947984.500000 Penalty: 5385.529297 Iteration 19Q: 3 clusters Score -6947984 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47051 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -6947990.500000 Penalty: 5385.529297 Iteration 20F: 3 clusters Score -6947990 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47106 members Mstep: Class 2 contains 4838 members Entering Unmasked Estep Score: -6948014.000000 Penalty: 5385.529297 Iteration 21Q: 3 clusters Score -6948014 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47157 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -6948031.000000 Penalty: 5385.529297 Iteration 22Q: 3 clusters Score -6948031 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47201 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -6948038.500000 Penalty: 5385.529297 Iteration 23Q: 3 clusters Score -6948038 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47239 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -6948039.500000 Penalty: 5385.529297 Iteration 24Q: 3 clusters Score -6948040 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47266 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -6948046.000000 Penalty: 5385.529297 Iteration 25Q: 3 clusters Score -6948046 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47296 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -6948059.000000 Penalty: 5385.529297 Iteration 26Q: 3 clusters Score -6948059 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47324 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -6948060.500000 Penalty: 5385.529297 Iteration 27Q: 3 clusters Score -6948060 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47351 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -6948066.500000 Penalty: 5385.529297 Iteration 28Q: 3 clusters Score -6948066 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47369 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -6948063.000000 Penalty: 5385.529297 Iteration 29Q: 3 clusters Score -6948063 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47388 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -6948062.500000 Penalty: 5385.529297 Iteration 30Q: 3 clusters Score -6948062 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47399 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -6948064.500000 Penalty: 5385.529297 Iteration 31Q: 3 clusters Score -6948064 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47419 members Mstep: Class 2 contains 4525 members Entering Unmasked Estep Score: -6948070.500000 Penalty: 5385.529297 Iteration 32Q: 3 clusters Score -6948070 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47433 members Mstep: Class 2 contains 4511 members Entering Unmasked Estep Score: -6948081.500000 Penalty: 5385.529297 Iteration 33Q: 3 clusters Score -6948082 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47437 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -6948070.000000 Penalty: 5385.529297 Iteration 34Q: 3 clusters Score -6948070 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47444 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -6948065.000000 Penalty: 5385.529297 Iteration 35Q: 3 clusters Score -6948065 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47450 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -6948067.000000 Penalty: 5385.529297 Iteration 36Q: 3 clusters Score -6948067 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47455 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -6948070.500000 Penalty: 5385.529297 Iteration 37Q: 3 clusters Score -6948070 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47461 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -6948061.000000 Penalty: 5385.529297 Iteration 38Q: 3 clusters Score -6948061 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47465 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -6948065.000000 Penalty: 5385.529297 Iteration 39Q: 3 clusters Score -6948065 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47467 members Mstep: Class 2 contains 4477 members Entering Unmasked Estep Score: -6948070.000000 Penalty: 5385.529297 Iteration 40F: 3 clusters Score -6948070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47468 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -6948070.500000 Penalty: 5385.529297 Iteration 41Q: 3 clusters Score -6948070 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47469 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -6948067.500000 Penalty: 5385.529297 Iteration 42Q: 3 clusters Score -6948068 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47470 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -6948068.000000 Penalty: 5385.529297 Iteration 43Q: 3 clusters Score -6948068 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47470 members Mstep: Class 2 contains 4474 members Entering Unmasked Estep Score: -6948068.000000 Penalty: 5385.529297 Iteration 44F: 3 clusters Score -6948068 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2712 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Entering Unmasked Estep Score: -355152.468750 Penalty: 1960.549561 Iteration 0F: 2 clusters Score -355152.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -352082.343750 Penalty: 3921.099121 Iteration 0F: 3 clusters Score -352082.3 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -352710.281250 Penalty: 3921.099121 Iteration 1F: 3 clusters Score -352710.3 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -353019.875000 Penalty: 3921.099121 Iteration 2F: 3 clusters Score -353019.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -353388.687500 Penalty: 3921.099121 Iteration 3F: 3 clusters Score -353388.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -353772.468750 Penalty: 3921.099121 Iteration 4F: 3 clusters Score -353772.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -354094.906250 Penalty: 3921.099121 Iteration 5F: 3 clusters Score -354094.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -354345.218750 Penalty: 3921.099121 Iteration 6F: 3 clusters Score -354345.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -354515.000000 Penalty: 3921.099121 Iteration 7Q: 3 clusters Score -354515 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -354611.750000 Penalty: 3921.099121 Iteration 8Q: 3 clusters Score -354611.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -354686.906250 Penalty: 3921.099121 Iteration 9Q: 3 clusters Score -354686.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -354733.437500 Penalty: 3921.099121 Iteration 10Q: 3 clusters Score -354733.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -354758.468750 Penalty: 3921.099121 Iteration 11Q: 3 clusters Score -354758.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -354769.437500 Penalty: 3921.099121 Iteration 12Q: 3 clusters Score -354769.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -354778.781250 Penalty: 3921.099121 Iteration 13Q: 3 clusters Score -354778.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -354792.562500 Penalty: 3921.099121 Iteration 14Q: 3 clusters Score -354792.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -354808.343750 Penalty: 3921.099121 Iteration 15Q: 3 clusters Score -354808.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -354822.125000 Penalty: 3921.099121 Iteration 16Q: 3 clusters Score -354822.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -354835.218750 Penalty: 3921.099121 Iteration 17Q: 3 clusters Score -354835.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -354849.343750 Penalty: 3921.099121 Iteration 18Q: 3 clusters Score -354849.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -354858.343750 Penalty: 3921.099121 Iteration 19Q: 3 clusters Score -354858.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -354869.656250 Penalty: 3921.099121 Iteration 20F: 3 clusters Score -354869.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -354881.218750 Penalty: 3921.099121 Iteration 21Q: 3 clusters Score -354881.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -354886.062500 Penalty: 3921.099121 Iteration 22Q: 3 clusters Score -354886.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -354888.875000 Penalty: 3921.099121 Iteration 23Q: 3 clusters Score -354888.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -354890.750000 Penalty: 3921.099121 Iteration 24Q: 3 clusters Score -354890.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -354890.750000 Penalty: 3921.099121 Iteration 25F: 3 clusters Score -354890.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Entering Unmasked Estep Score: -81145.476562 Penalty: 1615.648804 Iteration 0F: 2 clusters Score -81145.48 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -79547.921875 Penalty: 3231.297607 Iteration 0F: 3 clusters Score -79547.92 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -79892.609375 Penalty: 3231.297607 Iteration 1F: 3 clusters Score -79892.61 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -80101.546875 Penalty: 3231.297607 Iteration 2F: 3 clusters Score -80101.55 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -80418.429688 Penalty: 3231.297607 Iteration 3F: 3 clusters Score -80418.43 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -80574.875000 Penalty: 3231.297607 Iteration 4F: 3 clusters Score -80574.88 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -80665.578125 Penalty: 3231.297607 Iteration 5Q: 3 clusters Score -80665.58 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -80773.687500 Penalty: 3231.297607 Iteration 6Q: 3 clusters Score -80773.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -80860.062500 Penalty: 3231.297607 Iteration 7Q: 3 clusters Score -80860.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -80967.765625 Penalty: 3231.297607 Iteration 8Q: 3 clusters Score -80967.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -81002.476562 Penalty: 3231.297607 Iteration 9Q: 3 clusters Score -81002.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -81015.109375 Penalty: 3231.297607 Iteration 10Q: 3 clusters Score -81015.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -81018.507812 Penalty: 3231.297607 Iteration 11Q: 3 clusters Score -81018.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -81020.875000 Penalty: 3231.297607 Iteration 12Q: 3 clusters Score -81020.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -81022.750000 Penalty: 3231.297607 Iteration 13Q: 3 clusters Score -81022.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -81025.164062 Penalty: 3231.297607 Iteration 14Q: 3 clusters Score -81025.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -81033.289062 Penalty: 3231.297607 Iteration 15Q: 3 clusters Score -81033.29 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -81045.343750 Penalty: 3231.297607 Iteration 16Q: 3 clusters Score -81045.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -81062.218750 Penalty: 3231.297607 Iteration 17Q: 3 clusters Score -81062.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -81074.156250 Penalty: 3231.297607 Iteration 18Q: 3 clusters Score -81074.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -81091.781250 Penalty: 3231.297607 Iteration 19Q: 3 clusters Score -81091.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -81125.093750 Penalty: 3231.297607 Iteration 20F: 3 clusters Score -81125.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -81138.734375 Penalty: 3231.297607 Iteration 21Q: 3 clusters Score -81138.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -81154.992188 Penalty: 3231.297607 Iteration 22Q: 3 clusters Score -81154.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -81158.617188 Penalty: 3231.297607 Iteration 23Q: 3 clusters Score -81158.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -81164.898438 Penalty: 3231.297607 Iteration 24Q: 3 clusters Score -81164.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -81167.046875 Penalty: 3231.297607 Iteration 25Q: 3 clusters Score -81167.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -81167.046875 Penalty: 3231.297607 Iteration 26F: 3 clusters Score -81167.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44388 members Mstep: Class 2 contains 49252 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8906 members Mstep: Class 6 contains 140142 members Mstep: Class 7 contains 51944 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 226 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15555 members Mstep: Class 13 contains 4129 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39851 members Mstep: Class 16 contains 1320 members Mstep: Class 17 contains 10905 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108902 members Mstep: Class 20 contains 3672 members Mstep: Class 21 contains 5821 members Mstep: Class 22 contains 10809 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74126 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64320 members Mstep: Class 28 contains 449 members Entering Unmasked Estep Score: -85892680.000000 Penalty: 93001.578125 Splitting cluster 9 changes total score from -85894408.000000 to -85892680.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -73115.312500 Penalty: 1605.141846 Iteration 0F: 2 clusters Score -73115.31 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 346 members Entering Unmasked Estep Score: -71567.015625 Penalty: 3210.283691 Iteration 0F: 3 clusters Score -71567.02 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -71961.468750 Penalty: 3210.283691 Iteration 1F: 3 clusters Score -71961.47 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -72096.015625 Penalty: 3210.283691 Iteration 2F: 3 clusters Score -72096.02 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -72182.070312 Penalty: 3210.283691 Iteration 3Q: 3 clusters Score -72182.07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -72235.078125 Penalty: 3210.283691 Iteration 4Q: 3 clusters Score -72235.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -72271.507812 Penalty: 3210.283691 Iteration 5Q: 3 clusters Score -72271.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -72293.070312 Penalty: 3210.283691 Iteration 6Q: 3 clusters Score -72293.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -72325.726562 Penalty: 3210.283691 Iteration 7Q: 3 clusters Score -72325.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -72353.031250 Penalty: 3210.283691 Iteration 8Q: 3 clusters Score -72353.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -72376.398438 Penalty: 3210.283691 Iteration 9Q: 3 clusters Score -72376.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -72392.851562 Penalty: 3210.283691 Iteration 10Q: 3 clusters Score -72392.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -72405.859375 Penalty: 3210.283691 Iteration 11Q: 3 clusters Score -72405.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -72412.593750 Penalty: 3210.283691 Iteration 12Q: 3 clusters Score -72412.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -72416.453125 Penalty: 3210.283691 Iteration 13Q: 3 clusters Score -72416.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -72417.687500 Penalty: 3210.283691 Iteration 14Q: 3 clusters Score -72417.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -72429.765625 Penalty: 3210.283691 Iteration 15F: 3 clusters Score -72429.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -72483.945312 Penalty: 3210.283691 Iteration 16Q: 3 clusters Score -72483.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -72503.789062 Penalty: 3210.283691 Iteration 17Q: 3 clusters Score -72503.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -72521.562500 Penalty: 3210.283691 Iteration 18Q: 3 clusters Score -72521.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -72549.890625 Penalty: 3210.283691 Iteration 19Q: 3 clusters Score -72549.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -72569.070312 Penalty: 3210.283691 Iteration 20F: 3 clusters Score -72569.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -72595.226562 Penalty: 3210.283691 Iteration 21Q: 3 clusters Score -72595.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -72609.148438 Penalty: 3210.283691 Iteration 22Q: 3 clusters Score -72609.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -72613.320312 Penalty: 3210.283691 Iteration 23Q: 3 clusters Score -72613.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -72619.140625 Penalty: 3210.283691 Iteration 24Q: 3 clusters Score -72619.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -72623.570312 Penalty: 3210.283691 Iteration 25Q: 3 clusters Score -72623.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -72626.531250 Penalty: 3210.283691 Iteration 26Q: 3 clusters Score -72626.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -72627.562500 Penalty: 3210.283691 Iteration 27Q: 3 clusters Score -72627.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -72631.046875 Penalty: 3210.283691 Iteration 28Q: 3 clusters Score -72631.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -72631.046875 Penalty: 3210.283691 Iteration 29F: 3 clusters Score -72631.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Entering Unmasked Estep Score: -637082.437500 Penalty: 2102.088379 Iteration 0F: 2 clusters Score -637082.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -632687.437500 Penalty: 4204.176758 Iteration 0F: 3 clusters Score -632687.4 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -633701.500000 Penalty: 4204.176758 Iteration 1F: 3 clusters Score -633701.5 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -634019.312500 Penalty: 4204.176758 Iteration 2F: 3 clusters Score -634019.3 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -634281.062500 Penalty: 4204.176758 Iteration 3F: 3 clusters Score -634281.1 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -634508.062500 Penalty: 4204.176758 Iteration 4F: 3 clusters Score -634508.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -634719.687500 Penalty: 4204.176758 Iteration 5F: 3 clusters Score -634719.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -634917.875000 Penalty: 4204.176758 Iteration 6F: 3 clusters Score -634917.9 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -635079.875000 Penalty: 4204.176758 Iteration 7Q: 3 clusters Score -635079.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -635214.812500 Penalty: 4204.176758 Iteration 8Q: 3 clusters Score -635214.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -635337.125000 Penalty: 4204.176758 Iteration 9Q: 3 clusters Score -635337.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -635441.187500 Penalty: 4204.176758 Iteration 10Q: 3 clusters Score -635441.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -635539.312500 Penalty: 4204.176758 Iteration 11Q: 3 clusters Score -635539.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -635613.812500 Penalty: 4204.176758 Iteration 12Q: 3 clusters Score -635613.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -635676.625000 Penalty: 4204.176758 Iteration 13Q: 3 clusters Score -635676.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -635725.625000 Penalty: 4204.176758 Iteration 14Q: 3 clusters Score -635725.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -635772.187500 Penalty: 4204.176758 Iteration 15Q: 3 clusters Score -635772.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -635806.500000 Penalty: 4204.176758 Iteration 16Q: 3 clusters Score -635806.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -635830.437500 Penalty: 4204.176758 Iteration 17Q: 3 clusters Score -635830.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -635848.687500 Penalty: 4204.176758 Iteration 18Q: 3 clusters Score -635848.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -635860.562500 Penalty: 4204.176758 Iteration 19Q: 3 clusters Score -635860.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -635867.312500 Penalty: 4204.176758 Iteration 20F: 3 clusters Score -635867.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -635868.250000 Penalty: 4204.176758 Iteration 21Q: 3 clusters Score -635868.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -635870.562500 Penalty: 4204.176758 Iteration 22Q: 3 clusters Score -635870.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -635872.875000 Penalty: 4204.176758 Iteration 23Q: 3 clusters Score -635872.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -635875.250000 Penalty: 4204.176758 Iteration 24Q: 3 clusters Score -635875.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 4251 members Entering Unmasked Estep Score: -635878.875000 Penalty: 4204.176758 Iteration 25Q: 3 clusters Score -635878.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -635882.187500 Penalty: 4204.176758 Iteration 26Q: 3 clusters Score -635882.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -635885.125000 Penalty: 4204.176758 Iteration 27Q: 3 clusters Score -635885.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -635885.500000 Penalty: 4204.176758 Iteration 28Q: 3 clusters Score -635885.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -635886.812500 Penalty: 4204.176758 Iteration 29Q: 3 clusters Score -635886.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -635886.812500 Penalty: 4204.176758 Iteration 30F: 3 clusters Score -635886.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (15555 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15555 members Entering Unmasked Estep Score: -2065226.125000 Penalty: 2393.730225 Iteration 0F: 2 clusters Score -2065226 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -2054036.500000 Penalty: 4787.460449 Iteration 0F: 3 clusters Score -2054036 nChanged 6710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -2057613.625000 Penalty: 4787.460449 Iteration 1F: 3 clusters Score -2057614 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 7899 members Entering Unmasked Estep Score: -2057937.000000 Penalty: 4787.460449 Iteration 2F: 3 clusters Score -2057937 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7565 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -2058218.250000 Penalty: 4787.460449 Iteration 3Q: 3 clusters Score -2058218 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 8123 members Entering Unmasked Estep Score: -2058453.375000 Penalty: 4787.460449 Iteration 4Q: 3 clusters Score -2058453 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7284 members Mstep: Class 2 contains 8271 members Entering Unmasked Estep Score: -2058681.000000 Penalty: 4787.460449 Iteration 5Q: 3 clusters Score -2058681 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7059 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -2058907.375000 Penalty: 4787.460449 Iteration 6Q: 3 clusters Score -2058907 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6764 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -2059165.500000 Penalty: 4787.460449 Iteration 7Q: 3 clusters Score -2059166 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 9186 members Entering Unmasked Estep Score: -2059474.625000 Penalty: 4787.460449 Iteration 8Q: 3 clusters Score -2059475 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 9672 members Entering Unmasked Estep Score: -2059815.375000 Penalty: 4787.460449 Iteration 9Q: 3 clusters Score -2059815 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -2060233.000000 Penalty: 4787.460449 Iteration 10Q: 3 clusters Score -2060233 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 10887 members Entering Unmasked Estep Score: -2060745.875000 Penalty: 4787.460449 Iteration 11Q: 3 clusters Score -2060746 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -2061300.750000 Penalty: 4787.460449 Iteration 12F: 3 clusters Score -2061301 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 12148 members Entering Unmasked Estep Score: -2061812.750000 Penalty: 4787.460449 Iteration 13Q: 3 clusters Score -2061813 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -2062249.125000 Penalty: 4787.460449 Iteration 14Q: 3 clusters Score -2062249 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -2062588.500000 Penalty: 4787.460449 Iteration 15Q: 3 clusters Score -2062588 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 13362 members Entering Unmasked Estep Score: -2062808.625000 Penalty: 4787.460449 Iteration 16Q: 3 clusters Score -2062809 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 13548 members Entering Unmasked Estep Score: -2062943.250000 Penalty: 4787.460449 Iteration 17Q: 3 clusters Score -2062943 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 13700 members Entering Unmasked Estep Score: -2063037.875000 Penalty: 4787.460449 Iteration 18Q: 3 clusters Score -2063038 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -2063098.500000 Penalty: 4787.460449 Iteration 19Q: 3 clusters Score -2063098 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 13890 members Entering Unmasked Estep Score: -2063140.375000 Penalty: 4787.460449 Iteration 20F: 3 clusters Score -2063140 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 13950 members Entering Unmasked Estep Score: -2063168.500000 Penalty: 4787.460449 Iteration 21Q: 3 clusters Score -2063168 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 13996 members Entering Unmasked Estep Score: -2063196.500000 Penalty: 4787.460449 Iteration 22Q: 3 clusters Score -2063196 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 14044 members Entering Unmasked Estep Score: -2063218.000000 Penalty: 4787.460449 Iteration 23Q: 3 clusters Score -2063218 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 14090 members Entering Unmasked Estep Score: -2063234.500000 Penalty: 4787.460449 Iteration 24Q: 3 clusters Score -2063234 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 14128 members Entering Unmasked Estep Score: -2063250.250000 Penalty: 4787.460449 Iteration 25Q: 3 clusters Score -2063250 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 14166 members Entering Unmasked Estep Score: -2063263.875000 Penalty: 4787.460449 Iteration 26Q: 3 clusters Score -2063264 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 14195 members Entering Unmasked Estep Score: -2063272.500000 Penalty: 4787.460449 Iteration 27Q: 3 clusters Score -2063272 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 14218 members Entering Unmasked Estep Score: -2063282.875000 Penalty: 4787.460449 Iteration 28Q: 3 clusters Score -2063283 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 14236 members Entering Unmasked Estep Score: -2063282.500000 Penalty: 4787.460449 Iteration 29Q: 3 clusters Score -2063282 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -2063288.750000 Penalty: 4787.460449 Iteration 30Q: 3 clusters Score -2063289 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 14259 members Entering Unmasked Estep Score: -2063293.750000 Penalty: 4787.460449 Iteration 31Q: 3 clusters Score -2063294 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 14273 members Entering Unmasked Estep Score: -2063300.250000 Penalty: 4787.460449 Iteration 32Q: 3 clusters Score -2063300 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 14284 members Entering Unmasked Estep Score: -2063304.125000 Penalty: 4787.460449 Iteration 33Q: 3 clusters Score -2063304 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 14296 members Entering Unmasked Estep Score: -2063307.875000 Penalty: 4787.460449 Iteration 34Q: 3 clusters Score -2063308 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 14310 members Entering Unmasked Estep Score: -2063316.125000 Penalty: 4787.460449 Iteration 35Q: 3 clusters Score -2063316 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 14322 members Entering Unmasked Estep Score: -2063322.125000 Penalty: 4787.460449 Iteration 36Q: 3 clusters Score -2063322 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 14333 members Entering Unmasked Estep Score: -2063323.000000 Penalty: 4787.460449 Iteration 37Q: 3 clusters Score -2063323 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 14341 members Entering Unmasked Estep Score: -2063326.125000 Penalty: 4787.460449 Iteration 38Q: 3 clusters Score -2063326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 14346 members Entering Unmasked Estep Score: -2063328.500000 Penalty: 4787.460449 Iteration 39Q: 3 clusters Score -2063328 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 14353 members Entering Unmasked Estep Score: -2063330.000000 Penalty: 4787.460449 Iteration 40F: 3 clusters Score -2063330 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 14362 members Entering Unmasked Estep Score: -2063332.125000 Penalty: 4787.460449 Iteration 41Q: 3 clusters Score -2063332 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 14369 members Entering Unmasked Estep Score: -2063329.125000 Penalty: 4787.460449 Iteration 42Q: 3 clusters Score -2063329 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -2063336.875000 Penalty: 4787.460449 Iteration 43Q: 3 clusters Score -2063337 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 14384 members Entering Unmasked Estep Score: -2063338.500000 Penalty: 4787.460449 Iteration 44Q: 3 clusters Score -2063338 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 14391 members Entering Unmasked Estep Score: -2063337.250000 Penalty: 4787.460449 Iteration 45Q: 3 clusters Score -2063337 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 14395 members Entering Unmasked Estep Score: -2063338.750000 Penalty: 4787.460449 Iteration 46Q: 3 clusters Score -2063339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 14396 members Entering Unmasked Estep Score: -2063338.625000 Penalty: 4787.460449 Iteration 47Q: 3 clusters Score -2063339 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 14402 members Entering Unmasked Estep Score: -2063346.625000 Penalty: 4787.460449 Iteration 48Q: 3 clusters Score -2063347 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 14411 members Entering Unmasked Estep Score: -2063348.750000 Penalty: 4787.460449 Iteration 49Q: 3 clusters Score -2063349 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 14416 members Entering Unmasked Estep Score: -2063347.500000 Penalty: 4787.460449 Iteration 50Q: 3 clusters Score -2063348 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 14421 members Entering Unmasked Estep Score: -2063352.500000 Penalty: 4787.460449 Iteration 51Q: 3 clusters Score -2063352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 14424 members Entering Unmasked Estep Score: -2063352.250000 Penalty: 4787.460449 Iteration 52Q: 3 clusters Score -2063352 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 14427 members Entering Unmasked Estep Score: -2063350.750000 Penalty: 4787.460449 Iteration 53Q: 3 clusters Score -2063351 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 14429 members Entering Unmasked Estep Score: -2063354.750000 Penalty: 4787.460449 Iteration 54Q: 3 clusters Score -2063355 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 14434 members Entering Unmasked Estep Score: -2063354.750000 Penalty: 4787.460449 Iteration 55Q: 3 clusters Score -2063355 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -2063354.375000 Penalty: 4787.460449 Iteration 56Q: 3 clusters Score -2063354 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -2063358.375000 Penalty: 4787.460449 Iteration 57Q: 3 clusters Score -2063358 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 14437 members Entering Unmasked Estep Score: -2063359.375000 Penalty: 4787.460449 Iteration 58Q: 3 clusters Score -2063359 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 14439 members Entering Unmasked Estep Score: -2063358.375000 Penalty: 4787.460449 Iteration 59Q: 3 clusters Score -2063358 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 14439 members Entering Unmasked Estep Score: -2063358.375000 Penalty: 4787.460449 Iteration 60F: 3 clusters Score -2063358 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4129 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Entering Unmasked Estep Score: -518981.062500 Penalty: 2064.795898 Iteration 0F: 2 clusters Score -518981.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -514982.781250 Penalty: 4129.591797 Iteration 0F: 3 clusters Score -514982.8 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -515866.687500 Penalty: 4129.591797 Iteration 1F: 3 clusters Score -515866.7 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -516106.468750 Penalty: 4129.591797 Iteration 2F: 3 clusters Score -516106.5 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -516288.500000 Penalty: 4129.591797 Iteration 3F: 3 clusters Score -516288.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -516466.281250 Penalty: 4129.591797 Iteration 4Q: 3 clusters Score -516466.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -516640.687500 Penalty: 4129.591797 Iteration 5Q: 3 clusters Score -516640.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -516801.406250 Penalty: 4129.591797 Iteration 6Q: 3 clusters Score -516801.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -516939.187500 Penalty: 4129.591797 Iteration 7Q: 3 clusters Score -516939.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -517066.218750 Penalty: 4129.591797 Iteration 8Q: 3 clusters Score -517066.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -517168.500000 Penalty: 4129.591797 Iteration 9Q: 3 clusters Score -517168.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -517243.437500 Penalty: 4129.591797 Iteration 10Q: 3 clusters Score -517243.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -517307.843750 Penalty: 4129.591797 Iteration 11Q: 3 clusters Score -517307.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -517346.812500 Penalty: 4129.591797 Iteration 12Q: 3 clusters Score -517346.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -517374.093750 Penalty: 4129.591797 Iteration 13Q: 3 clusters Score -517374.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -517394.156250 Penalty: 4129.591797 Iteration 14Q: 3 clusters Score -517394.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -517410.656250 Penalty: 4129.591797 Iteration 15Q: 3 clusters Score -517410.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -517418.781250 Penalty: 4129.591797 Iteration 16Q: 3 clusters Score -517418.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -517425.187500 Penalty: 4129.591797 Iteration 17Q: 3 clusters Score -517425.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -517429.968750 Penalty: 4129.591797 Iteration 18Q: 3 clusters Score -517430 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -517432.718750 Penalty: 4129.591797 Iteration 19Q: 3 clusters Score -517432.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -517435.062500 Penalty: 4129.591797 Iteration 20F: 3 clusters Score -517435.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -517436.187500 Penalty: 4129.591797 Iteration 21Q: 3 clusters Score -517436.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -517439.843750 Penalty: 4129.591797 Iteration 22Q: 3 clusters Score -517439.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -517443.656250 Penalty: 4129.591797 Iteration 23Q: 3 clusters Score -517443.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -517447.093750 Penalty: 4129.591797 Iteration 24Q: 3 clusters Score -517447.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -517449.718750 Penalty: 4129.591797 Iteration 25Q: 3 clusters Score -517449.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -517450.812500 Penalty: 4129.591797 Iteration 26Q: 3 clusters Score -517450.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -517451.093750 Penalty: 4129.591797 Iteration 27Q: 3 clusters Score -517451.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -517455.281250 Penalty: 4129.591797 Iteration 28Q: 3 clusters Score -517455.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -517456.625000 Penalty: 4129.591797 Iteration 29Q: 3 clusters Score -517456.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -517457.687500 Penalty: 4129.591797 Iteration 30Q: 3 clusters Score -517457.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -517459.656250 Penalty: 4129.591797 Iteration 31Q: 3 clusters Score -517459.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -517460.406250 Penalty: 4129.591797 Iteration 32Q: 3 clusters Score -517460.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -517460.593750 Penalty: 4129.591797 Iteration 33Q: 3 clusters Score -517460.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -517460.593750 Penalty: 4129.591797 Iteration 34F: 3 clusters Score -517460.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Entering Unmasked Estep Score: -677759.812500 Penalty: 2129.413818 Iteration 0F: 2 clusters Score -677759.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -673020.187500 Penalty: 4258.827637 Iteration 0F: 3 clusters Score -673020.2 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -674224.687500 Penalty: 4258.827637 Iteration 1F: 3 clusters Score -674224.7 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -674464.750000 Penalty: 4258.827637 Iteration 2F: 3 clusters Score -674464.8 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -674631.812500 Penalty: 4258.827637 Iteration 3F: 3 clusters Score -674631.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -674768.187500 Penalty: 4258.827637 Iteration 4Q: 3 clusters Score -674768.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -674881.750000 Penalty: 4258.827637 Iteration 5Q: 3 clusters Score -674881.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -675001.812500 Penalty: 4258.827637 Iteration 6Q: 3 clusters Score -675001.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 3056 members Entering Unmasked Estep Score: -675100.375000 Penalty: 4258.827637 Iteration 7Q: 3 clusters Score -675100.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -675198.500000 Penalty: 4258.827637 Iteration 8Q: 3 clusters Score -675198.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -675285.312500 Penalty: 4258.827637 Iteration 9Q: 3 clusters Score -675285.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -675375.812500 Penalty: 4258.827637 Iteration 10Q: 3 clusters Score -675375.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -675456.000000 Penalty: 4258.827637 Iteration 11Q: 3 clusters Score -675456 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -675518.375000 Penalty: 4258.827637 Iteration 12Q: 3 clusters Score -675518.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -675589.875000 Penalty: 4258.827637 Iteration 13Q: 3 clusters Score -675589.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -675660.312500 Penalty: 4258.827637 Iteration 14Q: 3 clusters Score -675660.3 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 3845 members Entering Unmasked Estep Score: -675703.375000 Penalty: 4258.827637 Iteration 15Q: 3 clusters Score -675703.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -675733.812500 Penalty: 4258.827637 Iteration 16Q: 3 clusters Score -675733.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -675767.812500 Penalty: 4258.827637 Iteration 17Q: 3 clusters Score -675767.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -675794.750000 Penalty: 4258.827637 Iteration 18Q: 3 clusters Score -675794.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -675818.625000 Penalty: 4258.827637 Iteration 19Q: 3 clusters Score -675818.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -675834.250000 Penalty: 4258.827637 Iteration 20F: 3 clusters Score -675834.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -675847.312500 Penalty: 4258.827637 Iteration 21Q: 3 clusters Score -675847.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -675855.000000 Penalty: 4258.827637 Iteration 22Q: 3 clusters Score -675855 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -675860.687500 Penalty: 4258.827637 Iteration 23Q: 3 clusters Score -675860.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -675873.687500 Penalty: 4258.827637 Iteration 24Q: 3 clusters Score -675873.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -675887.250000 Penalty: 4258.827637 Iteration 25Q: 3 clusters Score -675887.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -675899.000000 Penalty: 4258.827637 Iteration 26Q: 3 clusters Score -675899 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -675913.875000 Penalty: 4258.827637 Iteration 27Q: 3 clusters Score -675913.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -675922.562500 Penalty: 4258.827637 Iteration 28Q: 3 clusters Score -675922.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -675930.812500 Penalty: 4258.827637 Iteration 29Q: 3 clusters Score -675930.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -675937.937500 Penalty: 4258.827637 Iteration 30Q: 3 clusters Score -675937.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -675944.562500 Penalty: 4258.827637 Iteration 31Q: 3 clusters Score -675944.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -675953.937500 Penalty: 4258.827637 Iteration 32Q: 3 clusters Score -675953.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -675959.812500 Penalty: 4258.827637 Iteration 33Q: 3 clusters Score -675959.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -675961.750000 Penalty: 4258.827637 Iteration 34Q: 3 clusters Score -675961.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -675962.062500 Penalty: 4258.827637 Iteration 35Q: 3 clusters Score -675962.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -675963.187500 Penalty: 4258.827637 Iteration 36Q: 3 clusters Score -675963.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -675964.062500 Penalty: 4258.827637 Iteration 37Q: 3 clusters Score -675964.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 4336 members Entering Unmasked Estep Score: -675964.062500 Penalty: 4258.827637 Iteration 38F: 3 clusters Score -675964.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (39851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39851 members Entering Unmasked Estep Score: -5356837.000000 Penalty: 2627.040039 Iteration 0F: 2 clusters Score -5356837 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19892 members Mstep: Class 2 contains 19959 members Entering Unmasked Estep Score: -5329701.500000 Penalty: 5254.080078 Iteration 0F: 3 clusters Score -5329702 nChanged 18254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20126 members Mstep: Class 2 contains 19725 members Entering Unmasked Estep Score: -5340171.500000 Penalty: 5254.080078 Iteration 1F: 3 clusters Score -5340172 nChanged 2021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20461 members Mstep: Class 2 contains 19390 members Entering Unmasked Estep Score: -5340964.000000 Penalty: 5254.080078 Iteration 2F: 3 clusters Score -5340964 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20949 members Mstep: Class 2 contains 18902 members Entering Unmasked Estep Score: -5341811.000000 Penalty: 5254.080078 Iteration 3F: 3 clusters Score -5341811 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21709 members Mstep: Class 2 contains 18142 members Entering Unmasked Estep Score: -5342724.000000 Penalty: 5254.080078 Iteration 4F: 3 clusters Score -5342724 nChanged 2192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22649 members Mstep: Class 2 contains 17202 members Entering Unmasked Estep Score: -5343732.500000 Penalty: 5254.080078 Iteration 5F: 3 clusters Score -5343732 nChanged 2058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 16204 members Entering Unmasked Estep Score: -5344674.500000 Penalty: 5254.080078 Iteration 6F: 3 clusters Score -5344674 nChanged 1927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24704 members Mstep: Class 2 contains 15147 members Entering Unmasked Estep Score: -5345465.000000 Penalty: 5254.080078 Iteration 7Q: 3 clusters Score -5345465 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25820 members Mstep: Class 2 contains 14031 members Entering Unmasked Estep Score: -5346223.000000 Penalty: 5254.080078 Iteration 8Q: 3 clusters Score -5346223 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26959 members Mstep: Class 2 contains 12892 members Entering Unmasked Estep Score: -5346867.000000 Penalty: 5254.080078 Iteration 9Q: 3 clusters Score -5346867 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28194 members Mstep: Class 2 contains 11657 members Entering Unmasked Estep Score: -5347512.500000 Penalty: 5254.080078 Iteration 10Q: 3 clusters Score -5347512 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29466 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -5348116.500000 Penalty: 5254.080078 Iteration 11Q: 3 clusters Score -5348116 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30742 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -5348731.500000 Penalty: 5254.080078 Iteration 12Q: 3 clusters Score -5348732 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32074 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -5349407.500000 Penalty: 5254.080078 Iteration 13Q: 3 clusters Score -5349408 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33500 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -5350224.000000 Penalty: 5254.080078 Iteration 14Q: 3 clusters Score -5350224 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34914 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -5351188.000000 Penalty: 5254.080078 Iteration 15Q: 3 clusters Score -5351188 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36194 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -5352060.000000 Penalty: 5254.080078 Iteration 16Q: 3 clusters Score -5352060 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37249 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -5352812.000000 Penalty: 5254.080078 Iteration 17Q: 3 clusters Score -5352812 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38014 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -5353370.500000 Penalty: 5254.080078 Iteration 18Q: 3 clusters Score -5353370 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38540 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -5353776.500000 Penalty: 5254.080078 Iteration 19Q: 3 clusters Score -5353776 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38879 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -5354042.500000 Penalty: 5254.080078 Iteration 20F: 3 clusters Score -5354042 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39104 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -5354248.000000 Penalty: 5254.080078 Iteration 21Q: 3 clusters Score -5354248 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39223 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -5354368.000000 Penalty: 5254.080078 Iteration 22Q: 3 clusters Score -5354368 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39294 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -5354427.000000 Penalty: 5254.080078 Iteration 23Q: 3 clusters Score -5354427 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39330 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -5354490.000000 Penalty: 5254.080078 Iteration 24Q: 3 clusters Score -5354490 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39365 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -5354528.500000 Penalty: 5254.080078 Iteration 25Q: 3 clusters Score -5354528 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39383 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -5354555.500000 Penalty: 5254.080078 Iteration 26Q: 3 clusters Score -5354556 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39397 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -5354572.000000 Penalty: 5254.080078 Iteration 27Q: 3 clusters Score -5354572 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39407 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -5354581.500000 Penalty: 5254.080078 Iteration 28Q: 3 clusters Score -5354582 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39408 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -5354588.500000 Penalty: 5254.080078 Iteration 29Q: 3 clusters Score -5354588 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39411 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -5354601.000000 Penalty: 5254.080078 Iteration 30Q: 3 clusters Score -5354601 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39415 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -5354600.500000 Penalty: 5254.080078 Iteration 31Q: 3 clusters Score -5354600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39413 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -5354598.000000 Penalty: 5254.080078 Iteration 32Q: 3 clusters Score -5354598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39414 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -5354600.000000 Penalty: 5254.080078 Iteration 33Q: 3 clusters Score -5354600 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39415 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -5354603.000000 Penalty: 5254.080078 Iteration 34Q: 3 clusters Score -5354603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39413 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -5354595.500000 Penalty: 5254.080078 Iteration 35Q: 3 clusters Score -5354596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39411 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -5354600.500000 Penalty: 5254.080078 Iteration 36Q: 3 clusters Score -5354600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39413 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -5354596.500000 Penalty: 5254.080078 Iteration 37Q: 3 clusters Score -5354596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39413 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -5354601.500000 Penalty: 5254.080078 Iteration 38Q: 3 clusters Score -5354602 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39414 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -5354603.000000 Penalty: 5254.080078 Iteration 39Q: 3 clusters Score -5354603 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39416 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -5354601.500000 Penalty: 5254.080078 Iteration 40F: 3 clusters Score -5354602 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39417 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -5354604.000000 Penalty: 5254.080078 Iteration 41Q: 3 clusters Score -5354604 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39418 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -5354606.500000 Penalty: 5254.080078 Iteration 42Q: 3 clusters Score -5354606 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39418 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -5354606.500000 Penalty: 5254.080078 Iteration 43F: 3 clusters Score -5354606 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Entering Unmasked Estep Score: -172039.406250 Penalty: 1781.975952 Iteration 0F: 2 clusters Score -172039.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -169874.250000 Penalty: 3563.951904 Iteration 0F: 3 clusters Score -169874.2 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -170199.078125 Penalty: 3563.951904 Iteration 1F: 3 clusters Score -170199.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -170304.078125 Penalty: 3563.951904 Iteration 2F: 3 clusters Score -170304.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -170366.500000 Penalty: 3563.951904 Iteration 3Q: 3 clusters Score -170366.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -170407.375000 Penalty: 3563.951904 Iteration 4Q: 3 clusters Score -170407.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -170435.046875 Penalty: 3563.951904 Iteration 5Q: 3 clusters Score -170435 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -170459.453125 Penalty: 3563.951904 Iteration 6Q: 3 clusters Score -170459.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -170471.109375 Penalty: 3563.951904 Iteration 7Q: 3 clusters Score -170471.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -170485.546875 Penalty: 3563.951904 Iteration 8Q: 3 clusters Score -170485.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -170499.468750 Penalty: 3563.951904 Iteration 9Q: 3 clusters Score -170499.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -170509.921875 Penalty: 3563.951904 Iteration 10Q: 3 clusters Score -170509.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -170517.687500 Penalty: 3563.951904 Iteration 11Q: 3 clusters Score -170517.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -170524.734375 Penalty: 3563.951904 Iteration 12Q: 3 clusters Score -170524.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -170527.328125 Penalty: 3563.951904 Iteration 13Q: 3 clusters Score -170527.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -170528.296875 Penalty: 3563.951904 Iteration 14Q: 3 clusters Score -170528.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -170531.890625 Penalty: 3563.951904 Iteration 15Q: 3 clusters Score -170531.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -170537.968750 Penalty: 3563.951904 Iteration 16Q: 3 clusters Score -170538 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -170543.937500 Penalty: 3563.951904 Iteration 17Q: 3 clusters Score -170543.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -170549.187500 Penalty: 3563.951904 Iteration 18Q: 3 clusters Score -170549.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -170554.796875 Penalty: 3563.951904 Iteration 19Q: 3 clusters Score -170554.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -170558.953125 Penalty: 3563.951904 Iteration 20F: 3 clusters Score -170559 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -170560.062500 Penalty: 3563.951904 Iteration 21Q: 3 clusters Score -170560.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -170560.062500 Penalty: 3563.951904 Iteration 22F: 3 clusters Score -170560.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10905 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10905 members Entering Unmasked Estep Score: -1358082.125000 Penalty: 2305.650391 Iteration 0F: 2 clusters Score -1358082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 5335 members Entering Unmasked Estep Score: -1349853.125000 Penalty: 4611.300781 Iteration 0F: 3 clusters Score -1349853 nChanged 4438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -1352410.625000 Penalty: 4611.300781 Iteration 1F: 3 clusters Score -1352411 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1352870.500000 Penalty: 4611.300781 Iteration 2F: 3 clusters Score -1352870 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -1353236.625000 Penalty: 4611.300781 Iteration 3F: 3 clusters Score -1353237 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -1353569.875000 Penalty: 4611.300781 Iteration 4F: 3 clusters Score -1353570 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -1353884.625000 Penalty: 4611.300781 Iteration 5Q: 3 clusters Score -1353885 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -1354232.750000 Penalty: 4611.300781 Iteration 6Q: 3 clusters Score -1354233 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -1354558.500000 Penalty: 4611.300781 Iteration 7Q: 3 clusters Score -1354558 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7838 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -1354810.125000 Penalty: 4611.300781 Iteration 8Q: 3 clusters Score -1354810 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -1355039.750000 Penalty: 4611.300781 Iteration 9Q: 3 clusters Score -1355040 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -1355261.375000 Penalty: 4611.300781 Iteration 10Q: 3 clusters Score -1355261 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8505 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -1355448.000000 Penalty: 4611.300781 Iteration 11Q: 3 clusters Score -1355448 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -1355613.375000 Penalty: 4611.300781 Iteration 12Q: 3 clusters Score -1355613 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -1355744.000000 Penalty: 4611.300781 Iteration 13Q: 3 clusters Score -1355744 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9001 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -1355859.500000 Penalty: 4611.300781 Iteration 14Q: 3 clusters Score -1355860 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -1355960.375000 Penalty: 4611.300781 Iteration 15Q: 3 clusters Score -1355960 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9193 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -1356037.000000 Penalty: 4611.300781 Iteration 16Q: 3 clusters Score -1356037 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9265 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -1356102.000000 Penalty: 4611.300781 Iteration 17Q: 3 clusters Score -1356102 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -1356139.000000 Penalty: 4611.300781 Iteration 18Q: 3 clusters Score -1356139 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9361 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -1356178.125000 Penalty: 4611.300781 Iteration 19Q: 3 clusters Score -1356178 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -1356208.375000 Penalty: 4611.300781 Iteration 20F: 3 clusters Score -1356208 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -1356230.125000 Penalty: 4611.300781 Iteration 21Q: 3 clusters Score -1356230 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9456 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -1356260.750000 Penalty: 4611.300781 Iteration 22Q: 3 clusters Score -1356261 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1356284.250000 Penalty: 4611.300781 Iteration 23Q: 3 clusters Score -1356284 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9505 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -1356299.875000 Penalty: 4611.300781 Iteration 24Q: 3 clusters Score -1356300 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9530 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -1356319.125000 Penalty: 4611.300781 Iteration 25Q: 3 clusters Score -1356319 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -1356330.875000 Penalty: 4611.300781 Iteration 26Q: 3 clusters Score -1356331 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -1356347.875000 Penalty: 4611.300781 Iteration 27Q: 3 clusters Score -1356348 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1356358.625000 Penalty: 4611.300781 Iteration 28Q: 3 clusters Score -1356359 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9602 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -1356367.875000 Penalty: 4611.300781 Iteration 29Q: 3 clusters Score -1356368 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9608 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1356372.625000 Penalty: 4611.300781 Iteration 30Q: 3 clusters Score -1356373 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9613 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -1356374.750000 Penalty: 4611.300781 Iteration 31Q: 3 clusters Score -1356375 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -1356376.625000 Penalty: 4611.300781 Iteration 32Q: 3 clusters Score -1356377 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9626 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -1356381.375000 Penalty: 4611.300781 Iteration 33Q: 3 clusters Score -1356381 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9630 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -1356385.125000 Penalty: 4611.300781 Iteration 34Q: 3 clusters Score -1356385 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9634 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -1356385.250000 Penalty: 4611.300781 Iteration 35Q: 3 clusters Score -1356385 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9638 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1356385.750000 Penalty: 4611.300781 Iteration 36Q: 3 clusters Score -1356386 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -1356392.625000 Penalty: 4611.300781 Iteration 37Q: 3 clusters Score -1356393 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -1356393.125000 Penalty: 4611.300781 Iteration 38Q: 3 clusters Score -1356393 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9649 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1356392.125000 Penalty: 4611.300781 Iteration 39Q: 3 clusters Score -1356392 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1356392.000000 Penalty: 4611.300781 Iteration 40F: 3 clusters Score -1356392 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9651 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1356392.875000 Penalty: 4611.300781 Iteration 41Q: 3 clusters Score -1356393 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1356393.500000 Penalty: 4611.300781 Iteration 42Q: 3 clusters Score -1356394 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -1356393.500000 Penalty: 4611.300781 Iteration 43F: 3 clusters Score -1356394 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Entering Unmasked Estep Score: -580216.062500 Penalty: 2077.213379 Iteration 0F: 2 clusters Score -580216.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -576081.687500 Penalty: 4154.426758 Iteration 0F: 3 clusters Score -576081.7 nChanged 1612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -577022.562500 Penalty: 4154.426758 Iteration 1F: 3 clusters Score -577022.6 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -577202.625000 Penalty: 4154.426758 Iteration 2F: 3 clusters Score -577202.6 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -577307.250000 Penalty: 4154.426758 Iteration 3Q: 3 clusters Score -577307.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -577377.875000 Penalty: 4154.426758 Iteration 4Q: 3 clusters Score -577377.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -577447.687500 Penalty: 4154.426758 Iteration 5Q: 3 clusters Score -577447.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -577524.437500 Penalty: 4154.426758 Iteration 6Q: 3 clusters Score -577524.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -577613.562500 Penalty: 4154.426758 Iteration 7Q: 3 clusters Score -577613.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -577683.125000 Penalty: 4154.426758 Iteration 8Q: 3 clusters Score -577683.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -577748.937500 Penalty: 4154.426758 Iteration 9Q: 3 clusters Score -577748.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -577813.812500 Penalty: 4154.426758 Iteration 10Q: 3 clusters Score -577813.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -577881.250000 Penalty: 4154.426758 Iteration 11Q: 3 clusters Score -577881.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -577951.125000 Penalty: 4154.426758 Iteration 12Q: 3 clusters Score -577951.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2808 members Entering Unmasked Estep Score: -578018.250000 Penalty: 4154.426758 Iteration 13Q: 3 clusters Score -578018.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -578077.500000 Penalty: 4154.426758 Iteration 14Q: 3 clusters Score -578077.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 2920 members Entering Unmasked Estep Score: -578124.812500 Penalty: 4154.426758 Iteration 15Q: 3 clusters Score -578124.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -578168.875000 Penalty: 4154.426758 Iteration 16Q: 3 clusters Score -578168.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -578201.500000 Penalty: 4154.426758 Iteration 17Q: 3 clusters Score -578201.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -578231.187500 Penalty: 4154.426758 Iteration 18Q: 3 clusters Score -578231.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -578268.312500 Penalty: 4154.426758 Iteration 19Q: 3 clusters Score -578268.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -578295.125000 Penalty: 4154.426758 Iteration 20F: 3 clusters Score -578295.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -578330.125000 Penalty: 4154.426758 Iteration 21Q: 3 clusters Score -578330.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -578360.187500 Penalty: 4154.426758 Iteration 22Q: 3 clusters Score -578360.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -578385.187500 Penalty: 4154.426758 Iteration 23Q: 3 clusters Score -578385.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -578413.187500 Penalty: 4154.426758 Iteration 24Q: 3 clusters Score -578413.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -578431.812500 Penalty: 4154.426758 Iteration 25Q: 3 clusters Score -578431.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -578446.812500 Penalty: 4154.426758 Iteration 26Q: 3 clusters Score -578446.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -578459.625000 Penalty: 4154.426758 Iteration 27Q: 3 clusters Score -578459.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -578471.625000 Penalty: 4154.426758 Iteration 28Q: 3 clusters Score -578471.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -578482.312500 Penalty: 4154.426758 Iteration 29Q: 3 clusters Score -578482.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -578494.000000 Penalty: 4154.426758 Iteration 30Q: 3 clusters Score -578494 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -578504.062500 Penalty: 4154.426758 Iteration 31Q: 3 clusters Score -578504.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -578517.812500 Penalty: 4154.426758 Iteration 32Q: 3 clusters Score -578517.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -578533.562500 Penalty: 4154.426758 Iteration 33Q: 3 clusters Score -578533.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -578548.500000 Penalty: 4154.426758 Iteration 34Q: 3 clusters Score -578548.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -578556.437500 Penalty: 4154.426758 Iteration 35Q: 3 clusters Score -578556.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -578563.000000 Penalty: 4154.426758 Iteration 36Q: 3 clusters Score -578563 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -578573.875000 Penalty: 4154.426758 Iteration 37Q: 3 clusters Score -578573.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -578579.812500 Penalty: 4154.426758 Iteration 38Q: 3 clusters Score -578579.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -578584.062500 Penalty: 4154.426758 Iteration 39Q: 3 clusters Score -578584.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 3410 members Entering Unmasked Estep Score: -578582.750000 Penalty: 4154.426758 Iteration 40F: 3 clusters Score -578582.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -578585.000000 Penalty: 4154.426758 Iteration 41Q: 3 clusters Score -578585 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -578588.687500 Penalty: 4154.426758 Iteration 42Q: 3 clusters Score -578588.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -578589.750000 Penalty: 4154.426758 Iteration 43Q: 3 clusters Score -578589.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -578590.312500 Penalty: 4154.426758 Iteration 44Q: 3 clusters Score -578590.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 3429 members Entering Unmasked Estep Score: -578591.937500 Penalty: 4154.426758 Iteration 45Q: 3 clusters Score -578591.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -578592.812500 Penalty: 4154.426758 Iteration 46Q: 3 clusters Score -578592.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -578598.812500 Penalty: 4154.426758 Iteration 47Q: 3 clusters Score -578598.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -578608.125000 Penalty: 4154.426758 Iteration 48Q: 3 clusters Score -578608.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -578617.625000 Penalty: 4154.426758 Iteration 49Q: 3 clusters Score -578617.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -578629.625000 Penalty: 4154.426758 Iteration 50Q: 3 clusters Score -578629.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -578638.312500 Penalty: 4154.426758 Iteration 51Q: 3 clusters Score -578638.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -578647.812500 Penalty: 4154.426758 Iteration 52Q: 3 clusters Score -578647.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -578655.687500 Penalty: 4154.426758 Iteration 53Q: 3 clusters Score -578655.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -578661.562500 Penalty: 4154.426758 Iteration 54Q: 3 clusters Score -578661.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -578663.625000 Penalty: 4154.426758 Iteration 55Q: 3 clusters Score -578663.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -578665.625000 Penalty: 4154.426758 Iteration 56Q: 3 clusters Score -578665.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3505 members Entering Unmasked Estep Score: -578667.875000 Penalty: 4154.426758 Iteration 57Q: 3 clusters Score -578667.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -578668.875000 Penalty: 4154.426758 Iteration 58Q: 3 clusters Score -578668.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -578669.375000 Penalty: 4154.426758 Iteration 59Q: 3 clusters Score -578669.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -578670.000000 Penalty: 4154.426758 Iteration 60F: 3 clusters Score -578670 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (108902 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108902 members Entering Unmasked Estep Score: -14386418.000000 Penalty: 2876.354492 Iteration 0F: 2 clusters Score -1.438642e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54226 members Mstep: Class 2 contains 54676 members Entering Unmasked Estep Score: -14313433.000000 Penalty: 5752.708984 Iteration 0F: 3 clusters Score -1.431343e+07 nChanged 51642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51586 members Mstep: Class 2 contains 57316 members Entering Unmasked Estep Score: -14343327.000000 Penalty: 5752.708984 Iteration 1F: 3 clusters Score -1.434333e+07 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50137 members Mstep: Class 2 contains 58765 members Entering Unmasked Estep Score: -14344220.000000 Penalty: 5752.708984 Iteration 2Q: 3 clusters Score -1.434422e+07 nChanged 3823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47872 members Mstep: Class 2 contains 61030 members Entering Unmasked Estep Score: -14345301.000000 Penalty: 5752.708984 Iteration 3Q: 3 clusters Score -1.43453e+07 nChanged 4503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44365 members Mstep: Class 2 contains 64537 members Entering Unmasked Estep Score: -14347054.000000 Penalty: 5752.708984 Iteration 4Q: 3 clusters Score -1.434705e+07 nChanged 5594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39279 members Mstep: Class 2 contains 69623 members Entering Unmasked Estep Score: -14349714.000000 Penalty: 5752.708984 Iteration 5F: 3 clusters Score -1.434971e+07 nChanged 7294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32165 members Mstep: Class 2 contains 76737 members Entering Unmasked Estep Score: -14354557.000000 Penalty: 5752.708984 Iteration 6F: 3 clusters Score -1.435456e+07 nChanged 9024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23185 members Mstep: Class 2 contains 85717 members Entering Unmasked Estep Score: -14361942.000000 Penalty: 5752.708984 Iteration 7F: 3 clusters Score -1.436194e+07 nChanged 9320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13875 members Mstep: Class 2 contains 95027 members Entering Unmasked Estep Score: -14370535.000000 Penalty: 5752.708984 Iteration 8F: 3 clusters Score -1.437054e+07 nChanged 7327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 102348 members Entering Unmasked Estep Score: -14377727.000000 Penalty: 5752.708984 Iteration 9F: 3 clusters Score -1.437773e+07 nChanged 3989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 106337 members Entering Unmasked Estep Score: -14381488.000000 Penalty: 5752.708984 Iteration 10Q: 3 clusters Score -1.438149e+07 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 107927 members Entering Unmasked Estep Score: -14383048.000000 Penalty: 5752.708984 Iteration 11Q: 3 clusters Score -1.438305e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 108434 members Entering Unmasked Estep Score: -14383549.000000 Penalty: 5752.708984 Iteration 12Q: 3 clusters Score -1.438355e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 108573 members Entering Unmasked Estep Score: -14383718.000000 Penalty: 5752.708984 Iteration 13Q: 3 clusters Score -1.438372e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 108616 members Entering Unmasked Estep Score: -14383781.000000 Penalty: 5752.708984 Iteration 14Q: 3 clusters Score -1.438378e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 108641 members Entering Unmasked Estep Score: -14383806.000000 Penalty: 5752.708984 Iteration 15Q: 3 clusters Score -1.438381e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 108650 members Entering Unmasked Estep Score: -14383837.000000 Penalty: 5752.708984 Iteration 16Q: 3 clusters Score -1.438384e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 108660 members Entering Unmasked Estep Score: -14383862.000000 Penalty: 5752.708984 Iteration 17Q: 3 clusters Score -1.438386e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 108660 members Entering Unmasked Estep Score: -14383870.000000 Penalty: 5752.708984 Iteration 18Q: 3 clusters Score -1.438387e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 108662 members Entering Unmasked Estep Score: -14383878.000000 Penalty: 5752.708984 Iteration 19Q: 3 clusters Score -1.438388e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 108662 members Entering Unmasked Estep Score: -14383877.000000 Penalty: 5752.708984 Iteration 20F: 3 clusters Score -1.438388e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 108664 members Entering Unmasked Estep Score: -14383885.000000 Penalty: 5752.708984 Iteration 21Q: 3 clusters Score -1.438388e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 108667 members Entering Unmasked Estep Score: -14383883.000000 Penalty: 5752.708984 Iteration 22Q: 3 clusters Score -1.438388e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 108669 members Entering Unmasked Estep Score: -14383893.000000 Penalty: 5752.708984 Iteration 23Q: 3 clusters Score -1.438389e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 108669 members Entering Unmasked Estep Score: -14383893.000000 Penalty: 5752.708984 Iteration 24Q: 3 clusters Score -1.438389e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 108668 members Entering Unmasked Estep Score: -14383889.000000 Penalty: 5752.708984 Iteration 25Q: 3 clusters Score -1.438389e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 108668 members Entering Unmasked Estep Score: -14383889.000000 Penalty: 5752.708984 Iteration 26F: 3 clusters Score -1.438389e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Entering Unmasked Estep Score: -455234.406250 Penalty: 2035.705811 Iteration 0F: 2 clusters Score -455234.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1760 members Entering Unmasked Estep Score: -451587.843750 Penalty: 4071.411621 Iteration 0F: 3 clusters Score -451587.8 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -452405.281250 Penalty: 4071.411621 Iteration 1F: 3 clusters Score -452405.3 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -452602.250000 Penalty: 4071.411621 Iteration 2F: 3 clusters Score -452602.2 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -452709.437500 Penalty: 4071.411621 Iteration 3Q: 3 clusters Score -452709.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -452774.812500 Penalty: 4071.411621 Iteration 4Q: 3 clusters Score -452774.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -452826.656250 Penalty: 4071.411621 Iteration 5Q: 3 clusters Score -452826.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -452874.406250 Penalty: 4071.411621 Iteration 6Q: 3 clusters Score -452874.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -452922.093750 Penalty: 4071.411621 Iteration 7Q: 3 clusters Score -452922.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -452977.312500 Penalty: 4071.411621 Iteration 8Q: 3 clusters Score -452977.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -453029.875000 Penalty: 4071.411621 Iteration 9Q: 3 clusters Score -453029.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -453081.312500 Penalty: 4071.411621 Iteration 10Q: 3 clusters Score -453081.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -453123.281250 Penalty: 4071.411621 Iteration 11Q: 3 clusters Score -453123.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -453161.625000 Penalty: 4071.411621 Iteration 12Q: 3 clusters Score -453161.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -453197.000000 Penalty: 4071.411621 Iteration 13Q: 3 clusters Score -453197 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -453232.750000 Penalty: 4071.411621 Iteration 14Q: 3 clusters Score -453232.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -453259.625000 Penalty: 4071.411621 Iteration 15Q: 3 clusters Score -453259.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -453281.812500 Penalty: 4071.411621 Iteration 16Q: 3 clusters Score -453281.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2785 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -453303.312500 Penalty: 4071.411621 Iteration 17Q: 3 clusters Score -453303.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -453319.218750 Penalty: 4071.411621 Iteration 18Q: 3 clusters Score -453319.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -453337.062500 Penalty: 4071.411621 Iteration 19Q: 3 clusters Score -453337.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -453350.656250 Penalty: 4071.411621 Iteration 20F: 3 clusters Score -453350.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -453363.125000 Penalty: 4071.411621 Iteration 21Q: 3 clusters Score -453363.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -453368.750000 Penalty: 4071.411621 Iteration 22Q: 3 clusters Score -453368.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -453376.875000 Penalty: 4071.411621 Iteration 23Q: 3 clusters Score -453376.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -453382.781250 Penalty: 4071.411621 Iteration 24Q: 3 clusters Score -453382.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -453386.406250 Penalty: 4071.411621 Iteration 25Q: 3 clusters Score -453386.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2910 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -453392.562500 Penalty: 4071.411621 Iteration 26Q: 3 clusters Score -453392.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -453400.468750 Penalty: 4071.411621 Iteration 27Q: 3 clusters Score -453400.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -453403.187500 Penalty: 4071.411621 Iteration 28Q: 3 clusters Score -453403.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -453407.000000 Penalty: 4071.411621 Iteration 29Q: 3 clusters Score -453407 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -453411.625000 Penalty: 4071.411621 Iteration 30Q: 3 clusters Score -453411.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -453415.343750 Penalty: 4071.411621 Iteration 31Q: 3 clusters Score -453415.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -453417.812500 Penalty: 4071.411621 Iteration 32Q: 3 clusters Score -453417.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -453418.312500 Penalty: 4071.411621 Iteration 33Q: 3 clusters Score -453418.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -453421.812500 Penalty: 4071.411621 Iteration 34Q: 3 clusters Score -453421.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -453426.500000 Penalty: 4071.411621 Iteration 35Q: 3 clusters Score -453426.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -453431.156250 Penalty: 4071.411621 Iteration 36Q: 3 clusters Score -453431.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -453438.875000 Penalty: 4071.411621 Iteration 37Q: 3 clusters Score -453438.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -453442.812500 Penalty: 4071.411621 Iteration 38Q: 3 clusters Score -453442.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -453444.625000 Penalty: 4071.411621 Iteration 39Q: 3 clusters Score -453444.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -453444.750000 Penalty: 4071.411621 Iteration 40F: 3 clusters Score -453444.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -453445.375000 Penalty: 4071.411621 Iteration 41Q: 3 clusters Score -453445.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -453445.375000 Penalty: 4071.411621 Iteration 42F: 3 clusters Score -453445.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (5821 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5821 members Entering Unmasked Estep Score: -779634.250000 Penalty: 2149.968506 Iteration 0F: 2 clusters Score -779634.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -774662.000000 Penalty: 4299.937012 Iteration 0F: 3 clusters Score -774662 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -775843.250000 Penalty: 4299.937012 Iteration 1F: 3 clusters Score -775843.2 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -776008.500000 Penalty: 4299.937012 Iteration 2F: 3 clusters Score -776008.5 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -776108.500000 Penalty: 4299.937012 Iteration 3Q: 3 clusters Score -776108.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -776194.687500 Penalty: 4299.937012 Iteration 4Q: 3 clusters Score -776194.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -776264.625000 Penalty: 4299.937012 Iteration 5Q: 3 clusters Score -776264.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -776318.687500 Penalty: 4299.937012 Iteration 6Q: 3 clusters Score -776318.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -776369.062500 Penalty: 4299.937012 Iteration 7Q: 3 clusters Score -776369.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -776403.125000 Penalty: 4299.937012 Iteration 8Q: 3 clusters Score -776403.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -776438.062500 Penalty: 4299.937012 Iteration 9Q: 3 clusters Score -776438.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -776471.375000 Penalty: 4299.937012 Iteration 10Q: 3 clusters Score -776471.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -776495.312500 Penalty: 4299.937012 Iteration 11Q: 3 clusters Score -776495.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -776519.562500 Penalty: 4299.937012 Iteration 12Q: 3 clusters Score -776519.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 2818 members Entering Unmasked Estep Score: -776538.625000 Penalty: 4299.937012 Iteration 13Q: 3 clusters Score -776538.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -776559.750000 Penalty: 4299.937012 Iteration 14Q: 3 clusters Score -776559.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -776575.250000 Penalty: 4299.937012 Iteration 15Q: 3 clusters Score -776575.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -776592.562500 Penalty: 4299.937012 Iteration 16Q: 3 clusters Score -776592.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -776609.437500 Penalty: 4299.937012 Iteration 17Q: 3 clusters Score -776609.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -776637.625000 Penalty: 4299.937012 Iteration 18Q: 3 clusters Score -776637.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -776666.937500 Penalty: 4299.937012 Iteration 19Q: 3 clusters Score -776666.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -776702.562500 Penalty: 4299.937012 Iteration 20F: 3 clusters Score -776702.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -776742.875000 Penalty: 4299.937012 Iteration 21Q: 3 clusters Score -776742.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -776778.187500 Penalty: 4299.937012 Iteration 22Q: 3 clusters Score -776778.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -776815.437500 Penalty: 4299.937012 Iteration 23Q: 3 clusters Score -776815.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -776845.625000 Penalty: 4299.937012 Iteration 24Q: 3 clusters Score -776845.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -776871.500000 Penalty: 4299.937012 Iteration 25Q: 3 clusters Score -776871.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -776895.937500 Penalty: 4299.937012 Iteration 26Q: 3 clusters Score -776895.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -776929.562500 Penalty: 4299.937012 Iteration 27Q: 3 clusters Score -776929.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -776958.062500 Penalty: 4299.937012 Iteration 28Q: 3 clusters Score -776958.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -776983.875000 Penalty: 4299.937012 Iteration 29Q: 3 clusters Score -776983.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -777012.312500 Penalty: 4299.937012 Iteration 30Q: 3 clusters Score -777012.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -777042.625000 Penalty: 4299.937012 Iteration 31Q: 3 clusters Score -777042.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -777069.875000 Penalty: 4299.937012 Iteration 32Q: 3 clusters Score -777069.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -777093.500000 Penalty: 4299.937012 Iteration 33Q: 3 clusters Score -777093.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -777108.812500 Penalty: 4299.937012 Iteration 34Q: 3 clusters Score -777108.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -777123.437500 Penalty: 4299.937012 Iteration 35Q: 3 clusters Score -777123.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -777134.312500 Penalty: 4299.937012 Iteration 36Q: 3 clusters Score -777134.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -777143.000000 Penalty: 4299.937012 Iteration 37Q: 3 clusters Score -777143 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -777150.250000 Penalty: 4299.937012 Iteration 38Q: 3 clusters Score -777150.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -777157.437500 Penalty: 4299.937012 Iteration 39Q: 3 clusters Score -777157.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -777166.375000 Penalty: 4299.937012 Iteration 40F: 3 clusters Score -777166.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -777179.500000 Penalty: 4299.937012 Iteration 41Q: 3 clusters Score -777179.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -777187.062500 Penalty: 4299.937012 Iteration 42Q: 3 clusters Score -777187.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -777197.437500 Penalty: 4299.937012 Iteration 43Q: 3 clusters Score -777197.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -777205.625000 Penalty: 4299.937012 Iteration 44Q: 3 clusters Score -777205.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -777209.687500 Penalty: 4299.937012 Iteration 45Q: 3 clusters Score -777209.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -777217.437500 Penalty: 4299.937012 Iteration 46Q: 3 clusters Score -777217.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -777222.437500 Penalty: 4299.937012 Iteration 47Q: 3 clusters Score -777222.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -777230.625000 Penalty: 4299.937012 Iteration 48Q: 3 clusters Score -777230.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3697 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -777238.000000 Penalty: 4299.937012 Iteration 49Q: 3 clusters Score -777238 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -777246.187500 Penalty: 4299.937012 Iteration 50Q: 3 clusters Score -777246.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -777253.125000 Penalty: 4299.937012 Iteration 51Q: 3 clusters Score -777253.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -777262.187500 Penalty: 4299.937012 Iteration 52Q: 3 clusters Score -777262.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -777270.500000 Penalty: 4299.937012 Iteration 53Q: 3 clusters Score -777270.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -777277.687500 Penalty: 4299.937012 Iteration 54Q: 3 clusters Score -777277.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -777282.937500 Penalty: 4299.937012 Iteration 55Q: 3 clusters Score -777282.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -777287.125000 Penalty: 4299.937012 Iteration 56Q: 3 clusters Score -777287.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -777296.062500 Penalty: 4299.937012 Iteration 57Q: 3 clusters Score -777296.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -777305.250000 Penalty: 4299.937012 Iteration 58Q: 3 clusters Score -777305.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -777310.437500 Penalty: 4299.937012 Iteration 59Q: 3 clusters Score -777310.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -777313.687500 Penalty: 4299.937012 Iteration 60F: 3 clusters Score -777313.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -777316.500000 Penalty: 4299.937012 Iteration 61Q: 3 clusters Score -777316.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -777320.312500 Penalty: 4299.937012 Iteration 62Q: 3 clusters Score -777320.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -777321.562500 Penalty: 4299.937012 Iteration 63Q: 3 clusters Score -777321.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -777322.500000 Penalty: 4299.937012 Iteration 64Q: 3 clusters Score -777322.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -777324.375000 Penalty: 4299.937012 Iteration 65Q: 3 clusters Score -777324.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -777328.312500 Penalty: 4299.937012 Iteration 66Q: 3 clusters Score -777328.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -777331.375000 Penalty: 4299.937012 Iteration 67Q: 3 clusters Score -777331.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -777333.312500 Penalty: 4299.937012 Iteration 68Q: 3 clusters Score -777333.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -777337.312500 Penalty: 4299.937012 Iteration 69Q: 3 clusters Score -777337.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -777339.250000 Penalty: 4299.937012 Iteration 70Q: 3 clusters Score -777339.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -777343.062500 Penalty: 4299.937012 Iteration 71Q: 3 clusters Score -777343.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -777343.125000 Penalty: 4299.937012 Iteration 72Q: 3 clusters Score -777343.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -777345.750000 Penalty: 4299.937012 Iteration 73Q: 3 clusters Score -777345.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -777347.125000 Penalty: 4299.937012 Iteration 74Q: 3 clusters Score -777347.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -777351.125000 Penalty: 4299.937012 Iteration 75Q: 3 clusters Score -777351.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -777350.562500 Penalty: 4299.937012 Iteration 76Q: 3 clusters Score -777350.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -777354.500000 Penalty: 4299.937012 Iteration 77Q: 3 clusters Score -777354.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -777357.875000 Penalty: 4299.937012 Iteration 78Q: 3 clusters Score -777357.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -777363.687500 Penalty: 4299.937012 Iteration 79Q: 3 clusters Score -777363.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -777366.500000 Penalty: 4299.937012 Iteration 80F: 3 clusters Score -777366.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -777372.875000 Penalty: 4299.937012 Iteration 81Q: 3 clusters Score -777372.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -777381.187500 Penalty: 4299.937012 Iteration 82Q: 3 clusters Score -777381.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3948 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -777385.812500 Penalty: 4299.937012 Iteration 83Q: 3 clusters Score -777385.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3958 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -777388.875000 Penalty: 4299.937012 Iteration 84Q: 3 clusters Score -777388.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -777393.812500 Penalty: 4299.937012 Iteration 85Q: 3 clusters Score -777393.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -777395.062500 Penalty: 4299.937012 Iteration 86Q: 3 clusters Score -777395.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -777400.812500 Penalty: 4299.937012 Iteration 87Q: 3 clusters Score -777400.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -777402.375000 Penalty: 4299.937012 Iteration 88Q: 3 clusters Score -777402.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -777404.500000 Penalty: 4299.937012 Iteration 89Q: 3 clusters Score -777404.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -777405.625000 Penalty: 4299.937012 Iteration 90Q: 3 clusters Score -777405.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -777407.687500 Penalty: 4299.937012 Iteration 91Q: 3 clusters Score -777407.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -777410.250000 Penalty: 4299.937012 Iteration 92Q: 3 clusters Score -777410.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -777412.750000 Penalty: 4299.937012 Iteration 93Q: 3 clusters Score -777412.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -777412.937500 Penalty: 4299.937012 Iteration 94Q: 3 clusters Score -777412.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -777415.500000 Penalty: 4299.937012 Iteration 95Q: 3 clusters Score -777415.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -777415.812500 Penalty: 4299.937012 Iteration 96Q: 3 clusters Score -777415.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -777418.500000 Penalty: 4299.937012 Iteration 97Q: 3 clusters Score -777418.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -777419.250000 Penalty: 4299.937012 Iteration 98Q: 3 clusters Score -777419.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -777420.062500 Penalty: 4299.937012 Iteration 99Q: 3 clusters Score -777420.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4059 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -777419.375000 Penalty: 4299.937012 Iteration 100F: 3 clusters Score -777419.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -777423.625000 Penalty: 4299.937012 Iteration 101Q: 3 clusters Score -777423.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -777424.812500 Penalty: 4299.937012 Iteration 102Q: 3 clusters Score -777424.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -777428.062500 Penalty: 4299.937012 Iteration 103Q: 3 clusters Score -777428.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -777433.062500 Penalty: 4299.937012 Iteration 104Q: 3 clusters Score -777433.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -777435.187500 Penalty: 4299.937012 Iteration 105Q: 3 clusters Score -777435.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -777441.250000 Penalty: 4299.937012 Iteration 106Q: 3 clusters Score -777441.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -777444.875000 Penalty: 4299.937012 Iteration 107Q: 3 clusters Score -777444.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -777447.625000 Penalty: 4299.937012 Iteration 108Q: 3 clusters Score -777447.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -777451.812500 Penalty: 4299.937012 Iteration 109Q: 3 clusters Score -777451.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4144 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -777458.062500 Penalty: 4299.937012 Iteration 110Q: 3 clusters Score -777458.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4159 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -777464.000000 Penalty: 4299.937012 Iteration 111Q: 3 clusters Score -777464 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -777469.812500 Penalty: 4299.937012 Iteration 112Q: 3 clusters Score -777469.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -777473.062500 Penalty: 4299.937012 Iteration 113Q: 3 clusters Score -777473.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -777474.500000 Penalty: 4299.937012 Iteration 114Q: 3 clusters Score -777474.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -777479.187500 Penalty: 4299.937012 Iteration 115Q: 3 clusters Score -777479.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -777482.000000 Penalty: 4299.937012 Iteration 116Q: 3 clusters Score -777482 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4219 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -777482.437500 Penalty: 4299.937012 Iteration 117Q: 3 clusters Score -777482.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -777485.625000 Penalty: 4299.937012 Iteration 118Q: 3 clusters Score -777485.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -777486.250000 Penalty: 4299.937012 Iteration 119Q: 3 clusters Score -777486.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -777486.312500 Penalty: 4299.937012 Iteration 120F: 3 clusters Score -777486.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -777488.875000 Penalty: 4299.937012 Iteration 121Q: 3 clusters Score -777488.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -777489.000000 Penalty: 4299.937012 Iteration 122Q: 3 clusters Score -777489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -777488.687500 Penalty: 4299.937012 Iteration 123Q: 3 clusters Score -777488.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -777488.687500 Penalty: 4299.937012 Iteration 124F: 3 clusters Score -777488.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Entering Unmasked Estep Score: -1407196.125000 Penalty: 2303.457275 Iteration 0F: 2 clusters Score -1407196 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 5413 members Entering Unmasked Estep Score: -1398966.250000 Penalty: 4606.914551 Iteration 0F: 3 clusters Score -1398966 nChanged 4548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -1401381.125000 Penalty: 4606.914551 Iteration 1F: 3 clusters Score -1401381 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 5387 members Entering Unmasked Estep Score: -1401717.625000 Penalty: 4606.914551 Iteration 2F: 3 clusters Score -1401718 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5403 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -1401954.000000 Penalty: 4606.914551 Iteration 3F: 3 clusters Score -1401954 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5367 members Mstep: Class 2 contains 5442 members Entering Unmasked Estep Score: -1402178.875000 Penalty: 4606.914551 Iteration 4Q: 3 clusters Score -1402179 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5277 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -1402445.250000 Penalty: 4606.914551 Iteration 5Q: 3 clusters Score -1402445 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 5674 members Entering Unmasked Estep Score: -1402720.875000 Penalty: 4606.914551 Iteration 6Q: 3 clusters Score -1402721 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -1403004.500000 Penalty: 4606.914551 Iteration 7Q: 3 clusters Score -1403004 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -1403310.875000 Penalty: 4606.914551 Iteration 8Q: 3 clusters Score -1403311 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -1403622.250000 Penalty: 4606.914551 Iteration 9F: 3 clusters Score -1403622 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 6931 members Entering Unmasked Estep Score: -1403894.375000 Penalty: 4606.914551 Iteration 10Q: 3 clusters Score -1403894 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -1404142.375000 Penalty: 4606.914551 Iteration 11Q: 3 clusters Score -1404142 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -1404359.750000 Penalty: 4606.914551 Iteration 12Q: 3 clusters Score -1404360 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -1404572.875000 Penalty: 4606.914551 Iteration 13Q: 3 clusters Score -1404573 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 8270 members Entering Unmasked Estep Score: -1404768.750000 Penalty: 4606.914551 Iteration 14Q: 3 clusters Score -1404769 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 8541 members Entering Unmasked Estep Score: -1404947.875000 Penalty: 4606.914551 Iteration 15Q: 3 clusters Score -1404948 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 8791 members Entering Unmasked Estep Score: -1405110.375000 Penalty: 4606.914551 Iteration 16Q: 3 clusters Score -1405110 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -1405285.750000 Penalty: 4606.914551 Iteration 17Q: 3 clusters Score -1405286 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 9230 members Entering Unmasked Estep Score: -1405440.250000 Penalty: 4606.914551 Iteration 18Q: 3 clusters Score -1405440 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 9379 members Entering Unmasked Estep Score: -1405559.000000 Penalty: 4606.914551 Iteration 19Q: 3 clusters Score -1405559 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 9519 members Entering Unmasked Estep Score: -1405658.875000 Penalty: 4606.914551 Iteration 20F: 3 clusters Score -1405659 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -1405741.500000 Penalty: 4606.914551 Iteration 21Q: 3 clusters Score -1405742 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -1405798.875000 Penalty: 4606.914551 Iteration 22Q: 3 clusters Score -1405799 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 9789 members Entering Unmasked Estep Score: -1405832.875000 Penalty: 4606.914551 Iteration 23Q: 3 clusters Score -1405833 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 9833 members Entering Unmasked Estep Score: -1405857.750000 Penalty: 4606.914551 Iteration 24Q: 3 clusters Score -1405858 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 9869 members Entering Unmasked Estep Score: -1405879.875000 Penalty: 4606.914551 Iteration 25Q: 3 clusters Score -1405880 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -1405899.000000 Penalty: 4606.914551 Iteration 26Q: 3 clusters Score -1405899 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 9911 members Entering Unmasked Estep Score: -1405904.625000 Penalty: 4606.914551 Iteration 27Q: 3 clusters Score -1405905 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -1405912.375000 Penalty: 4606.914551 Iteration 28Q: 3 clusters Score -1405912 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 9935 members Entering Unmasked Estep Score: -1405911.750000 Penalty: 4606.914551 Iteration 29Q: 3 clusters Score -1405912 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 9944 members Entering Unmasked Estep Score: -1405914.500000 Penalty: 4606.914551 Iteration 30Q: 3 clusters Score -1405914 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1405914.625000 Penalty: 4606.914551 Iteration 31Q: 3 clusters Score -1405915 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -1405916.000000 Penalty: 4606.914551 Iteration 32Q: 3 clusters Score -1405916 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 9953 members Entering Unmasked Estep Score: -1405921.500000 Penalty: 4606.914551 Iteration 33Q: 3 clusters Score -1405922 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -1405925.250000 Penalty: 4606.914551 Iteration 34Q: 3 clusters Score -1405925 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -1405927.750000 Penalty: 4606.914551 Iteration 35Q: 3 clusters Score -1405928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 9968 members Entering Unmasked Estep Score: -1405927.375000 Penalty: 4606.914551 Iteration 36Q: 3 clusters Score -1405927 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1405927.750000 Penalty: 4606.914551 Iteration 37Q: 3 clusters Score -1405928 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -1405927.500000 Penalty: 4606.914551 Iteration 38Q: 3 clusters Score -1405928 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 9973 members Entering Unmasked Estep Score: -1405926.750000 Penalty: 4606.914551 Iteration 39Q: 3 clusters Score -1405927 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -1405927.750000 Penalty: 4606.914551 Iteration 40F: 3 clusters Score -1405928 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 9977 members Entering Unmasked Estep Score: -1405928.000000 Penalty: 4606.914551 Iteration 41Q: 3 clusters Score -1405928 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 9982 members Entering Unmasked Estep Score: -1405932.125000 Penalty: 4606.914551 Iteration 42Q: 3 clusters Score -1405932 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -1405934.875000 Penalty: 4606.914551 Iteration 43Q: 3 clusters Score -1405935 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -1405936.750000 Penalty: 4606.914551 Iteration 44Q: 3 clusters Score -1405937 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -1405938.875000 Penalty: 4606.914551 Iteration 45Q: 3 clusters Score -1405939 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -1405942.000000 Penalty: 4606.914551 Iteration 46Q: 3 clusters Score -1405942 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 10004 members Entering Unmasked Estep Score: -1405941.625000 Penalty: 4606.914551 Iteration 47Q: 3 clusters Score -1405942 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 10008 members Entering Unmasked Estep Score: -1405944.000000 Penalty: 4606.914551 Iteration 48Q: 3 clusters Score -1405944 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -1405951.750000 Penalty: 4606.914551 Iteration 49Q: 3 clusters Score -1405952 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 10023 members Entering Unmasked Estep Score: -1405952.875000 Penalty: 4606.914551 Iteration 50Q: 3 clusters Score -1405953 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -1405954.500000 Penalty: 4606.914551 Iteration 51Q: 3 clusters Score -1405954 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 10028 members Entering Unmasked Estep Score: -1405952.250000 Penalty: 4606.914551 Iteration 52Q: 3 clusters Score -1405952 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1405957.125000 Penalty: 4606.914551 Iteration 53Q: 3 clusters Score -1405957 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -1405957.125000 Penalty: 4606.914551 Iteration 54F: 3 clusters Score -1405957 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Entering Unmasked Estep Score: -80878.031250 Penalty: 1615.648804 Iteration 0F: 2 clusters Score -80878.03 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 337 members Entering Unmasked Estep Score: -79202.023438 Penalty: 3231.297607 Iteration 0F: 3 clusters Score -79202.02 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -79527.562500 Penalty: 3231.297607 Iteration 1F: 3 clusters Score -79527.56 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -79854.835938 Penalty: 3231.297607 Iteration 2F: 3 clusters Score -79854.84 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -80329.031250 Penalty: 3231.297607 Iteration 3F: 3 clusters Score -80329.03 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -80527.773438 Penalty: 3231.297607 Iteration 4F: 3 clusters Score -80527.77 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -80661.125000 Penalty: 3231.297607 Iteration 5F: 3 clusters Score -80661.12 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -80717.703125 Penalty: 3231.297607 Iteration 6Q: 3 clusters Score -80717.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -80766.687500 Penalty: 3231.297607 Iteration 7Q: 3 clusters Score -80766.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -80798.671875 Penalty: 3231.297607 Iteration 8Q: 3 clusters Score -80798.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -80824.039062 Penalty: 3231.297607 Iteration 9Q: 3 clusters Score -80824.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -80827.757812 Penalty: 3231.297607 Iteration 10Q: 3 clusters Score -80827.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -80827.757812 Penalty: 3231.297607 Iteration 11F: 3 clusters Score -80827.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -75780.757812 Penalty: 1605.141846 Iteration 0F: 2 clusters Score -75780.76 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 334 members Entering Unmasked Estep Score: -74188.742188 Penalty: 3210.283691 Iteration 0F: 3 clusters Score -74188.74 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -74446.460938 Penalty: 3210.283691 Iteration 1F: 3 clusters Score -74446.46 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -74556.812500 Penalty: 3210.283691 Iteration 2F: 3 clusters Score -74556.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -74609.101562 Penalty: 3210.283691 Iteration 3Q: 3 clusters Score -74609.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -74625.242188 Penalty: 3210.283691 Iteration 4Q: 3 clusters Score -74625.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -74636.875000 Penalty: 3210.283691 Iteration 5Q: 3 clusters Score -74636.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -74644.445312 Penalty: 3210.283691 Iteration 6Q: 3 clusters Score -74644.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -74647.757812 Penalty: 3210.283691 Iteration 7Q: 3 clusters Score -74647.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -74647.757812 Penalty: 3210.283691 Iteration 8F: 3 clusters Score -74647.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (74126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74126 members Entering Unmasked Estep Score: -9955122.000000 Penalty: 2780.953369 Iteration 0F: 2 clusters Score -9955122 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36869 members Mstep: Class 2 contains 37257 members Entering Unmasked Estep Score: -9905529.000000 Penalty: 5561.906738 Iteration 0F: 3 clusters Score -9905529 nChanged 34658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34765 members Mstep: Class 2 contains 39361 members Entering Unmasked Estep Score: -9924926.000000 Penalty: 5561.906738 Iteration 1F: 3 clusters Score -9924926 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33345 members Mstep: Class 2 contains 40781 members Entering Unmasked Estep Score: -9925711.000000 Penalty: 5561.906738 Iteration 2Q: 3 clusters Score -9925711 nChanged 2964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31243 members Mstep: Class 2 contains 42883 members Entering Unmasked Estep Score: -9926796.000000 Penalty: 5561.906738 Iteration 3Q: 3 clusters Score -9926796 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28224 members Mstep: Class 2 contains 45902 members Entering Unmasked Estep Score: -9928495.000000 Penalty: 5561.906738 Iteration 4Q: 3 clusters Score -9928495 nChanged 4401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24107 members Mstep: Class 2 contains 50019 members Entering Unmasked Estep Score: -9931143.000000 Penalty: 5561.906738 Iteration 5F: 3 clusters Score -9931143 nChanged 5469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18726 members Mstep: Class 2 contains 55400 members Entering Unmasked Estep Score: -9935237.000000 Penalty: 5561.906738 Iteration 6F: 3 clusters Score -9935237 nChanged 6237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12517 members Mstep: Class 2 contains 61609 members Entering Unmasked Estep Score: -9940771.000000 Penalty: 5561.906738 Iteration 7F: 3 clusters Score -9940771 nChanged 5644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 67249 members Entering Unmasked Estep Score: -9946120.000000 Penalty: 5561.906738 Iteration 8F: 3 clusters Score -9946120 nChanged 3849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 71096 members Entering Unmasked Estep Score: -9949820.000000 Penalty: 5561.906738 Iteration 9F: 3 clusters Score -9949820 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 73019 members Entering Unmasked Estep Score: -9951628.000000 Penalty: 5561.906738 Iteration 10Q: 3 clusters Score -9951628 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 73628 members Entering Unmasked Estep Score: -9952259.000000 Penalty: 5561.906738 Iteration 11Q: 3 clusters Score -9952259 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 73800 members Entering Unmasked Estep Score: -9952457.000000 Penalty: 5561.906738 Iteration 12Q: 3 clusters Score -9952457 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 73853 members Entering Unmasked Estep Score: -9952540.000000 Penalty: 5561.906738 Iteration 13Q: 3 clusters Score -9952540 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 73877 members Entering Unmasked Estep Score: -9952588.000000 Penalty: 5561.906738 Iteration 14Q: 3 clusters Score -9952588 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 73892 members Entering Unmasked Estep Score: -9952607.000000 Penalty: 5561.906738 Iteration 15Q: 3 clusters Score -9952607 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 73902 members Entering Unmasked Estep Score: -9952627.000000 Penalty: 5561.906738 Iteration 16Q: 3 clusters Score -9952627 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 73909 members Entering Unmasked Estep Score: -9952634.000000 Penalty: 5561.906738 Iteration 17Q: 3 clusters Score -9952634 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 73909 members Entering Unmasked Estep Score: -9952655.000000 Penalty: 5561.906738 Iteration 18Q: 3 clusters Score -9952655 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 73910 members Entering Unmasked Estep Score: -9952651.000000 Penalty: 5561.906738 Iteration 19Q: 3 clusters Score -9952651 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 73910 members Entering Unmasked Estep Score: -9952651.000000 Penalty: 5561.906738 Iteration 20F: 3 clusters Score -9952651 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (783 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Entering Unmasked Estep Score: -94205.304688 Penalty: 1652.456909 Iteration 0F: 2 clusters Score -94205.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -92452.242188 Penalty: 3304.913818 Iteration 0F: 3 clusters Score -92452.24 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -92831.109375 Penalty: 3304.913818 Iteration 1F: 3 clusters Score -92831.11 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -93054.750000 Penalty: 3304.913818 Iteration 2F: 3 clusters Score -93054.75 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -93188.101562 Penalty: 3304.913818 Iteration 3F: 3 clusters Score -93188.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -93305.414062 Penalty: 3304.913818 Iteration 4Q: 3 clusters Score -93305.41 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -93390.054688 Penalty: 3304.913818 Iteration 5Q: 3 clusters Score -93390.05 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -93434.148438 Penalty: 3304.913818 Iteration 6Q: 3 clusters Score -93434.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -93489.312500 Penalty: 3304.913818 Iteration 7Q: 3 clusters Score -93489.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -93534.335938 Penalty: 3304.913818 Iteration 8Q: 3 clusters Score -93534.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -93582.875000 Penalty: 3304.913818 Iteration 9Q: 3 clusters Score -93582.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -93639.851562 Penalty: 3304.913818 Iteration 10Q: 3 clusters Score -93639.85 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -93724.507812 Penalty: 3304.913818 Iteration 11Q: 3 clusters Score -93724.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -93838.679688 Penalty: 3304.913818 Iteration 12Q: 3 clusters Score -93838.68 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -94004.796875 Penalty: 3304.913818 Iteration 13Q: 3 clusters Score -94004.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -94210.445312 Penalty: 3304.913818 Iteration 14Q: 3 clusters Score -94210.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -94367.109375 Penalty: 3304.913818 Iteration 15Q: 3 clusters Score -94367.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -94391.851562 Penalty: 3304.913818 Iteration 16Q: 3 clusters Score -94391.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -94409.757812 Penalty: 3304.913818 Iteration 17Q: 3 clusters Score -94409.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -94418.570312 Penalty: 3304.913818 Iteration 18Q: 3 clusters Score -94418.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -94422.976562 Penalty: 3304.913818 Iteration 19F: 3 clusters Score -94422.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -94440.609375 Penalty: 3304.913818 Iteration 20F: 3 clusters Score -94440.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -94447.562500 Penalty: 3304.913818 Iteration 21Q: 3 clusters Score -94447.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -94447.562500 Penalty: 3304.913818 Iteration 22F: 3 clusters Score -94447.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44388 members Mstep: Class 2 contains 49252 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8906 members Mstep: Class 6 contains 140142 members Mstep: Class 7 contains 51944 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15555 members Mstep: Class 13 contains 4129 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39851 members Mstep: Class 16 contains 1320 members Mstep: Class 17 contains 10905 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108902 members Mstep: Class 20 contains 3672 members Mstep: Class 21 contains 5821 members Mstep: Class 22 contains 10809 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74126 members Mstep: Class 26 contains 541 members Mstep: Class 27 contains 64320 members Mstep: Class 28 contains 242 members Entering Unmasked Estep Score: -85892992.000000 Penalty: 93001.578125 Splitting cluster 26 changes total score from -85894408.000000 to -85892992.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 27 (64320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64320 members Entering Unmasked Estep Score: -8716099.000000 Penalty: 2745.763184 Iteration 0F: 2 clusters Score -8716099 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32157 members Mstep: Class 2 contains 32163 members Entering Unmasked Estep Score: -8673091.000000 Penalty: 5491.526367 Iteration 0F: 3 clusters Score -8673091 nChanged 29897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32034 members Mstep: Class 2 contains 32286 members Entering Unmasked Estep Score: -8689892.000000 Penalty: 5491.526367 Iteration 1F: 3 clusters Score -8689892 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32086 members Mstep: Class 2 contains 32234 members Entering Unmasked Estep Score: -8690566.000000 Penalty: 5491.526367 Iteration 2Q: 3 clusters Score -8690566 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32117 members Mstep: Class 2 contains 32203 members Entering Unmasked Estep Score: -8691208.000000 Penalty: 5491.526367 Iteration 3Q: 3 clusters Score -8691208 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32047 members Mstep: Class 2 contains 32273 members Entering Unmasked Estep Score: -8691817.000000 Penalty: 5491.526367 Iteration 4Q: 3 clusters Score -8691817 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31872 members Mstep: Class 2 contains 32448 members Entering Unmasked Estep Score: -8692380.000000 Penalty: 5491.526367 Iteration 5Q: 3 clusters Score -8692380 nChanged 2242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31498 members Mstep: Class 2 contains 32822 members Entering Unmasked Estep Score: -8693003.000000 Penalty: 5491.526367 Iteration 6Q: 3 clusters Score -8693003 nChanged 2237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30861 members Mstep: Class 2 contains 33459 members Entering Unmasked Estep Score: -8693667.000000 Penalty: 5491.526367 Iteration 7Q: 3 clusters Score -8693667 nChanged 2399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30002 members Mstep: Class 2 contains 34318 members Entering Unmasked Estep Score: -8694444.000000 Penalty: 5491.526367 Iteration 8Q: 3 clusters Score -8694444 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28726 members Mstep: Class 2 contains 35594 members Entering Unmasked Estep Score: -8695477.000000 Penalty: 5491.526367 Iteration 9Q: 3 clusters Score -8695477 nChanged 2826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26994 members Mstep: Class 2 contains 37326 members Entering Unmasked Estep Score: -8696623.000000 Penalty: 5491.526367 Iteration 10Q: 3 clusters Score -8696623 nChanged 2937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24857 members Mstep: Class 2 contains 39463 members Entering Unmasked Estep Score: -8697847.000000 Penalty: 5491.526367 Iteration 11Q: 3 clusters Score -8697847 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22318 members Mstep: Class 2 contains 42002 members Entering Unmasked Estep Score: -8699367.000000 Penalty: 5491.526367 Iteration 12Q: 3 clusters Score -8699367 nChanged 3164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19440 members Mstep: Class 2 contains 44880 members Entering Unmasked Estep Score: -8701114.000000 Penalty: 5491.526367 Iteration 13Q: 3 clusters Score -8701114 nChanged 3276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16296 members Mstep: Class 2 contains 48024 members Entering Unmasked Estep Score: -8703184.000000 Penalty: 5491.526367 Iteration 14F: 3 clusters Score -8703184 nChanged 3288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13076 members Mstep: Class 2 contains 51244 members Entering Unmasked Estep Score: -8705297.000000 Penalty: 5491.526367 Iteration 15F: 3 clusters Score -8705297 nChanged 2970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10112 members Mstep: Class 2 contains 54208 members Entering Unmasked Estep Score: -8707456.000000 Penalty: 5491.526367 Iteration 16Q: 3 clusters Score -8707456 nChanged 2615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7515 members Mstep: Class 2 contains 56805 members Entering Unmasked Estep Score: -8709288.000000 Penalty: 5491.526367 Iteration 17Q: 3 clusters Score -8709288 nChanged 2049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5470 members Mstep: Class 2 contains 58850 members Entering Unmasked Estep Score: -8710719.000000 Penalty: 5491.526367 Iteration 18Q: 3 clusters Score -8710719 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 60425 members Entering Unmasked Estep Score: -8711809.000000 Penalty: 5491.526367 Iteration 19Q: 3 clusters Score -8711809 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 61527 members Entering Unmasked Estep Score: -8712539.000000 Penalty: 5491.526367 Iteration 20F: 3 clusters Score -8712539 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 62284 members Entering Unmasked Estep Score: -8712990.000000 Penalty: 5491.526367 Iteration 21Q: 3 clusters Score -8712990 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 62713 members Entering Unmasked Estep Score: -8713289.000000 Penalty: 5491.526367 Iteration 22Q: 3 clusters Score -8713289 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 62975 members Entering Unmasked Estep Score: -8713452.000000 Penalty: 5491.526367 Iteration 23Q: 3 clusters Score -8713452 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 63138 members Entering Unmasked Estep Score: -8713572.000000 Penalty: 5491.526367 Iteration 24Q: 3 clusters Score -8713572 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 63256 members Entering Unmasked Estep Score: -8713681.000000 Penalty: 5491.526367 Iteration 25Q: 3 clusters Score -8713681 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 63327 members Entering Unmasked Estep Score: -8713714.000000 Penalty: 5491.526367 Iteration 26Q: 3 clusters Score -8713714 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 63376 members Entering Unmasked Estep Score: -8713739.000000 Penalty: 5491.526367 Iteration 27Q: 3 clusters Score -8713739 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 63423 members Entering Unmasked Estep Score: -8713773.000000 Penalty: 5491.526367 Iteration 28Q: 3 clusters Score -8713773 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 63459 members Entering Unmasked Estep Score: -8713815.000000 Penalty: 5491.526367 Iteration 29Q: 3 clusters Score -8713815 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 63482 members Entering Unmasked Estep Score: -8713839.000000 Penalty: 5491.526367 Iteration 30Q: 3 clusters Score -8713839 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 63504 members Entering Unmasked Estep Score: -8713867.000000 Penalty: 5491.526367 Iteration 31Q: 3 clusters Score -8713867 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 63519 members Entering Unmasked Estep Score: -8713874.000000 Penalty: 5491.526367 Iteration 32Q: 3 clusters Score -8713874 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 63538 members Entering Unmasked Estep Score: -8713876.000000 Penalty: 5491.526367 Iteration 33Q: 3 clusters Score -8713876 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 63550 members Entering Unmasked Estep Score: -8713897.000000 Penalty: 5491.526367 Iteration 34Q: 3 clusters Score -8713897 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 63559 members Entering Unmasked Estep Score: -8713898.000000 Penalty: 5491.526367 Iteration 35Q: 3 clusters Score -8713898 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 63565 members Entering Unmasked Estep Score: -8713902.000000 Penalty: 5491.526367 Iteration 36Q: 3 clusters Score -8713902 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 63573 members Entering Unmasked Estep Score: -8713894.000000 Penalty: 5491.526367 Iteration 37Q: 3 clusters Score -8713894 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 63578 members Entering Unmasked Estep Score: -8713895.000000 Penalty: 5491.526367 Iteration 38Q: 3 clusters Score -8713895 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 63589 members Entering Unmasked Estep Score: -8713902.000000 Penalty: 5491.526367 Iteration 39Q: 3 clusters Score -8713902 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 63602 members Entering Unmasked Estep Score: -8713915.000000 Penalty: 5491.526367 Iteration 40F: 3 clusters Score -8713915 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 63614 members Entering Unmasked Estep Score: -8713922.000000 Penalty: 5491.526367 Iteration 41Q: 3 clusters Score -8713922 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 63619 members Entering Unmasked Estep Score: -8713932.000000 Penalty: 5491.526367 Iteration 42Q: 3 clusters Score -8713932 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 63630 members Entering Unmasked Estep Score: -8713931.000000 Penalty: 5491.526367 Iteration 43Q: 3 clusters Score -8713931 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 63642 members Entering Unmasked Estep Score: -8713969.000000 Penalty: 5491.526367 Iteration 44Q: 3 clusters Score -8713969 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 63649 members Entering Unmasked Estep Score: -8713987.000000 Penalty: 5491.526367 Iteration 45Q: 3 clusters Score -8713987 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 63656 members Entering Unmasked Estep Score: -8714009.000000 Penalty: 5491.526367 Iteration 46Q: 3 clusters Score -8714009 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 63668 members Entering Unmasked Estep Score: -8714023.000000 Penalty: 5491.526367 Iteration 47Q: 3 clusters Score -8714023 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 63679 members Entering Unmasked Estep Score: -8714047.000000 Penalty: 5491.526367 Iteration 48Q: 3 clusters Score -8714047 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 63692 members Entering Unmasked Estep Score: -8714045.000000 Penalty: 5491.526367 Iteration 49Q: 3 clusters Score -8714045 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 63696 members Entering Unmasked Estep Score: -8714051.000000 Penalty: 5491.526367 Iteration 50Q: 3 clusters Score -8714051 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 63701 members Entering Unmasked Estep Score: -8714058.000000 Penalty: 5491.526367 Iteration 51Q: 3 clusters Score -8714058 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 63702 members Entering Unmasked Estep Score: -8714063.000000 Penalty: 5491.526367 Iteration 52Q: 3 clusters Score -8714063 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 63701 members Entering Unmasked Estep Score: -8714061.000000 Penalty: 5491.526367 Iteration 53Q: 3 clusters Score -8714061 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 63700 members Entering Unmasked Estep Score: -8714068.000000 Penalty: 5491.526367 Iteration 54Q: 3 clusters Score -8714068 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 63703 members Entering Unmasked Estep Score: -8714064.000000 Penalty: 5491.526367 Iteration 55Q: 3 clusters Score -8714064 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 63706 members Entering Unmasked Estep Score: -8714063.000000 Penalty: 5491.526367 Iteration 56Q: 3 clusters Score -8714063 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 63707 members Entering Unmasked Estep Score: -8714071.000000 Penalty: 5491.526367 Iteration 57Q: 3 clusters Score -8714071 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 63706 members Entering Unmasked Estep Score: -8714072.000000 Penalty: 5491.526367 Iteration 58Q: 3 clusters Score -8714072 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 63704 members Entering Unmasked Estep Score: -8714074.000000 Penalty: 5491.526367 Iteration 59Q: 3 clusters Score -8714074 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 63705 members Entering Unmasked Estep Score: -8714075.000000 Penalty: 5491.526367 Iteration 60F: 3 clusters Score -8714075 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 63706 members Entering Unmasked Estep Score: -8714074.000000 Penalty: 5491.526367 Iteration 61Q: 3 clusters Score -8714074 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 63707 members Entering Unmasked Estep Score: -8714084.000000 Penalty: 5491.526367 Iteration 62Q: 3 clusters Score -8714084 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 63705 members Entering Unmasked Estep Score: -8714077.000000 Penalty: 5491.526367 Iteration 63Q: 3 clusters Score -8714077 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 63708 members Entering Unmasked Estep Score: -8714085.000000 Penalty: 5491.526367 Iteration 64Q: 3 clusters Score -8714085 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 63709 members Entering Unmasked Estep Score: -8714084.000000 Penalty: 5491.526367 Iteration 65Q: 3 clusters Score -8714084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 63709 members Entering Unmasked Estep Score: -8714087.000000 Penalty: 5491.526367 Iteration 66Q: 3 clusters Score -8714087 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 63709 members Entering Unmasked Estep Score: -8714087.000000 Penalty: 5491.526367 Iteration 67F: 3 clusters Score -8714087 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44388 members Mstep: Class 2 contains 49252 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8906 members Mstep: Class 6 contains 140142 members Mstep: Class 7 contains 51944 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15555 members Mstep: Class 13 contains 4129 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39851 members Mstep: Class 16 contains 1320 members Mstep: Class 17 contains 10905 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108902 members Mstep: Class 20 contains 3672 members Mstep: Class 21 contains 5821 members Mstep: Class 22 contains 10809 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74126 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64320 members Entering Unmasked Estep ConsiderDeletion Score: -85894376.000000 Penalty: 89680.093750 Iteration 159Q: 28 clusters Score -8.589438e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44384 members Mstep: Class 2 contains 49253 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8906 members Mstep: Class 6 contains 140137 members Mstep: Class 7 contains 51942 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15555 members Mstep: Class 13 contains 4127 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39852 members Mstep: Class 16 contains 1320 members Mstep: Class 17 contains 10911 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108886 members Mstep: Class 20 contains 3669 members Mstep: Class 21 contains 5871 members Mstep: Class 22 contains 10808 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74097 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64324 members Entering Unmasked Estep ConsiderDeletion Score: -85894376.000000 Penalty: 89680.093750 Iteration 160F: 28 clusters Score -8.589438e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44380 members Mstep: Class 2 contains 49250 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8904 members Mstep: Class 6 contains 140133 members Mstep: Class 7 contains 51942 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15555 members Mstep: Class 13 contains 4128 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39854 members Mstep: Class 16 contains 1320 members Mstep: Class 17 contains 10914 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108864 members Mstep: Class 20 contains 3668 members Mstep: Class 21 contains 5922 members Mstep: Class 22 contains 10805 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74075 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64329 members Entering Unmasked Estep ConsiderDeletion Score: -85894472.000000 Penalty: 89680.093750 Iteration 161Q: 28 clusters Score -8.589447e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44373 members Mstep: Class 2 contains 49250 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8904 members Mstep: Class 6 contains 140136 members Mstep: Class 7 contains 51944 members Mstep: Class 8 contains 2711 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4799 members Mstep: Class 12 contains 15554 members Mstep: Class 13 contains 4127 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39854 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10916 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108844 members Mstep: Class 20 contains 3666 members Mstep: Class 21 contains 5969 members Mstep: Class 22 contains 10804 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74055 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64327 members Entering Unmasked Estep ConsiderDeletion Score: -85894520.000000 Penalty: 89680.093750 Iteration 162Q: 28 clusters Score -8.589452e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44365 members Mstep: Class 2 contains 49247 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8901 members Mstep: Class 6 contains 140136 members Mstep: Class 7 contains 51942 members Mstep: Class 8 contains 2711 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4800 members Mstep: Class 12 contains 15555 members Mstep: Class 13 contains 4127 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39855 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10916 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108822 members Mstep: Class 20 contains 3665 members Mstep: Class 21 contains 6015 members Mstep: Class 22 contains 10802 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74046 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64328 members Entering Unmasked Estep ConsiderDeletion Score: -85894552.000000 Penalty: 89680.093750 Iteration 163Q: 28 clusters Score -8.589455e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44360 members Mstep: Class 2 contains 49246 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8897 members Mstep: Class 6 contains 140134 members Mstep: Class 7 contains 51944 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4800 members Mstep: Class 12 contains 15552 members Mstep: Class 13 contains 4128 members Mstep: Class 14 contains 5357 members Mstep: Class 15 contains 39854 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10921 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108786 members Mstep: Class 20 contains 3665 members Mstep: Class 21 contains 6069 members Mstep: Class 22 contains 10802 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74037 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64326 members Entering Unmasked Estep ConsiderDeletion Score: -85894512.000000 Penalty: 89680.093750 Iteration 164Q: 28 clusters Score -8.589451e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44356 members Mstep: Class 2 contains 49247 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8894 members Mstep: Class 6 contains 140133 members Mstep: Class 7 contains 51941 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4801 members Mstep: Class 12 contains 15553 members Mstep: Class 13 contains 4128 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39854 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10915 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108768 members Mstep: Class 20 contains 3664 members Mstep: Class 21 contains 6112 members Mstep: Class 22 contains 10797 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74028 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64329 members Entering Unmasked Estep ConsiderDeletion Score: -85894512.000000 Penalty: 89680.093750 Iteration 165Q: 28 clusters Score -8.589451e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44352 members Mstep: Class 2 contains 49246 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8894 members Mstep: Class 6 contains 140135 members Mstep: Class 7 contains 51938 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4801 members Mstep: Class 12 contains 15553 members Mstep: Class 13 contains 4128 members Mstep: Class 14 contains 5358 members Mstep: Class 15 contains 39853 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10906 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108748 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6150 members Mstep: Class 22 contains 10795 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74021 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64337 members Entering Unmasked Estep ConsiderDeletion Score: -85894496.000000 Penalty: 89680.093750 Iteration 166Q: 28 clusters Score -8.58945e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44351 members Mstep: Class 2 contains 49245 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8892 members Mstep: Class 6 contains 140136 members Mstep: Class 7 contains 51939 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4801 members Mstep: Class 12 contains 15554 members Mstep: Class 13 contains 4127 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39853 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10905 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108738 members Mstep: Class 20 contains 3660 members Mstep: Class 21 contains 6172 members Mstep: Class 22 contains 10794 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74011 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64341 members Entering Unmasked Estep ConsiderDeletion Score: -85894576.000000 Penalty: 89680.093750 Iteration 167Q: 28 clusters Score -8.589458e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44354 members Mstep: Class 2 contains 49245 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8893 members Mstep: Class 6 contains 140134 members Mstep: Class 7 contains 51935 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4801 members Mstep: Class 12 contains 15556 members Mstep: Class 13 contains 4126 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39849 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10899 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108734 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6195 members Mstep: Class 22 contains 10790 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 74002 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64343 members Entering Unmasked Estep ConsiderDeletion Score: -85894616.000000 Penalty: 89680.093750 Iteration 168Q: 28 clusters Score -8.589462e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44350 members Mstep: Class 2 contains 49245 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8895 members Mstep: Class 6 contains 140133 members Mstep: Class 7 contains 51936 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4801 members Mstep: Class 12 contains 15558 members Mstep: Class 13 contains 4125 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10900 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108732 members Mstep: Class 20 contains 3665 members Mstep: Class 21 contains 6214 members Mstep: Class 22 contains 10786 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73988 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64346 members Entering Unmasked Estep ConsiderDeletion Score: -85894624.000000 Penalty: 89680.093750 Iteration 169Q: 28 clusters Score -8.589462e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44348 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8893 members Mstep: Class 6 contains 140133 members Mstep: Class 7 contains 51937 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15561 members Mstep: Class 13 contains 4123 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10903 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108724 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6234 members Mstep: Class 22 contains 10783 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73975 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64351 members Entering Unmasked Estep ConsiderDeletion Score: -85894560.000000 Penalty: 89680.093750 Iteration 170Q: 28 clusters Score -8.589456e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44345 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8893 members Mstep: Class 6 contains 140134 members Mstep: Class 7 contains 51939 members Mstep: Class 8 contains 2712 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15564 members Mstep: Class 13 contains 4124 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10907 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108710 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6258 members Mstep: Class 22 contains 10782 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73957 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64353 members Entering Unmasked Estep ConsiderDeletion Score: -85894560.000000 Penalty: 89680.093750 Iteration 171Q: 28 clusters Score -8.589456e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44345 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8892 members Mstep: Class 6 contains 140133 members Mstep: Class 7 contains 51940 members Mstep: Class 8 contains 2713 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15563 members Mstep: Class 13 contains 4123 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10907 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108704 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6277 members Mstep: Class 22 contains 10782 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73942 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64356 members Entering Unmasked Estep ConsiderDeletion Score: -85894656.000000 Penalty: 89680.093750 Iteration 172Q: 28 clusters Score -8.589466e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44342 members Mstep: Class 2 contains 49242 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8892 members Mstep: Class 6 contains 140130 members Mstep: Class 7 contains 51938 members Mstep: Class 8 contains 2713 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15567 members Mstep: Class 13 contains 4122 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10906 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108697 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6292 members Mstep: Class 22 contains 10782 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73936 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64362 members Entering Unmasked Estep ConsiderDeletion Score: -85894616.000000 Penalty: 89680.093750 Iteration 173Q: 28 clusters Score -8.589462e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44339 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8895 members Mstep: Class 6 contains 140128 members Mstep: Class 7 contains 51937 members Mstep: Class 8 contains 2715 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15567 members Mstep: Class 13 contains 4121 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10902 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108690 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6312 members Mstep: Class 22 contains 10781 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73924 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64366 members Entering Unmasked Estep ConsiderDeletion Score: -85894536.000000 Penalty: 89680.093750 Iteration 174Q: 28 clusters Score -8.589454e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44336 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8895 members Mstep: Class 6 contains 140131 members Mstep: Class 7 contains 51935 members Mstep: Class 8 contains 2716 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15567 members Mstep: Class 13 contains 4120 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39846 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10905 members Mstep: Class 18 contains 4340 members Mstep: Class 19 contains 108682 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6332 members Mstep: Class 22 contains 10782 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73907 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64369 members Entering Unmasked Estep ConsiderDeletion Score: -85894544.000000 Penalty: 89680.093750 Iteration 175Q: 28 clusters Score -8.589454e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44335 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8896 members Mstep: Class 6 contains 140128 members Mstep: Class 7 contains 51935 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15567 members Mstep: Class 13 contains 4118 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39846 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10907 members Mstep: Class 18 contains 4340 members Mstep: Class 19 contains 108673 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6353 members Mstep: Class 22 contains 10781 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73897 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64370 members Entering Unmasked Estep ConsiderDeletion Score: -85894496.000000 Penalty: 89680.093750 Iteration 176Q: 28 clusters Score -8.58945e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44336 members Mstep: Class 2 contains 49242 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8896 members Mstep: Class 6 contains 140126 members Mstep: Class 7 contains 51933 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15566 members Mstep: Class 13 contains 4117 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10908 members Mstep: Class 18 contains 4340 members Mstep: Class 19 contains 108666 members Mstep: Class 20 contains 3663 members Mstep: Class 21 contains 6379 members Mstep: Class 22 contains 10779 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73887 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64370 members Entering Unmasked Estep ConsiderDeletion Score: -85894512.000000 Penalty: 89680.093750 Iteration 177Q: 28 clusters Score -8.589451e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44338 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8896 members Mstep: Class 6 contains 140128 members Mstep: Class 7 contains 51934 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15567 members Mstep: Class 13 contains 4112 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10908 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108658 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6394 members Mstep: Class 22 contains 10778 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73874 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64375 members Entering Unmasked Estep ConsiderDeletion Score: -85894576.000000 Penalty: 89680.093750 Iteration 178Q: 28 clusters Score -8.589458e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44339 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8896 members Mstep: Class 6 contains 140130 members Mstep: Class 7 contains 51930 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15569 members Mstep: Class 13 contains 4112 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10908 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108655 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6400 members Mstep: Class 22 contains 10776 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73868 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64380 members Entering Unmasked Estep ConsiderDeletion Score: -85894584.000000 Penalty: 89680.093750 Iteration 179Q: 28 clusters Score -8.589458e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44342 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8896 members Mstep: Class 6 contains 140133 members Mstep: Class 7 contains 51928 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15571 members Mstep: Class 13 contains 4112 members Mstep: Class 14 contains 5359 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 10906 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108644 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6415 members Mstep: Class 22 contains 10775 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73862 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64380 members Entering Unmasked Estep ConsiderDeletion Score: -85894680.000000 Penalty: 89680.093750 Iteration 180F: 28 clusters Score -8.589468e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44338 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8896 members Mstep: Class 6 contains 140137 members Mstep: Class 7 contains 51928 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15572 members Mstep: Class 13 contains 4111 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1320 members Mstep: Class 17 contains 10906 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108632 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6431 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73856 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64383 members Entering Unmasked Estep ConsiderDeletion Score: -85894648.000000 Penalty: 89680.093750 Iteration 181Q: 28 clusters Score -8.589465e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44338 members Mstep: Class 2 contains 49242 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8895 members Mstep: Class 6 contains 140139 members Mstep: Class 7 contains 51930 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15572 members Mstep: Class 13 contains 4111 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10905 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108628 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6442 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73849 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64383 members Entering Unmasked Estep ConsiderDeletion Score: -85894616.000000 Penalty: 89680.093750 Iteration 182Q: 28 clusters Score -8.589462e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44339 members Mstep: Class 2 contains 49243 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8896 members Mstep: Class 6 contains 140141 members Mstep: Class 7 contains 51931 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15573 members Mstep: Class 13 contains 4111 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39844 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10905 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108621 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6441 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73844 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64389 members Entering Unmasked Estep ConsiderDeletion Score: -85894592.000000 Penalty: 89680.093750 Iteration 183Q: 28 clusters Score -8.589459e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44341 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140139 members Mstep: Class 7 contains 51930 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15573 members Mstep: Class 13 contains 4112 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10904 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108619 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6438 members Mstep: Class 22 contains 10775 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73841 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64393 members Entering Unmasked Estep ConsiderDeletion Score: -85894608.000000 Penalty: 89680.093750 Iteration 184Q: 28 clusters Score -8.589461e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44341 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140139 members Mstep: Class 7 contains 51930 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15573 members Mstep: Class 13 contains 4112 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10903 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108621 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6441 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73836 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64395 members Entering Unmasked Estep ConsiderDeletion Score: -85894568.000000 Penalty: 89680.093750 Iteration 185Q: 28 clusters Score -8.589457e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44341 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140139 members Mstep: Class 7 contains 51930 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15572 members Mstep: Class 13 contains 4113 members Mstep: Class 14 contains 5360 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10902 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108618 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6446 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73834 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64396 members Entering Unmasked Estep ConsiderDeletion Score: -85894608.000000 Penalty: 89680.093750 Iteration 186Q: 28 clusters Score -8.589461e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44342 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140139 members Mstep: Class 7 contains 51931 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15572 members Mstep: Class 13 contains 4114 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10903 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108613 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6450 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73830 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64396 members Entering Unmasked Estep ConsiderDeletion Score: -85894576.000000 Penalty: 89680.093750 Iteration 187Q: 28 clusters Score -8.589458e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44344 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140140 members Mstep: Class 7 contains 51931 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15571 members Mstep: Class 13 contains 4115 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10904 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108610 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6453 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73825 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64397 members Entering Unmasked Estep ConsiderDeletion Score: -85894560.000000 Penalty: 89680.093750 Iteration 188Q: 28 clusters Score -8.589456e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44344 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140140 members Mstep: Class 7 contains 51931 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15571 members Mstep: Class 13 contains 4116 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10904 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108609 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6454 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73823 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64398 members Entering Unmasked Estep ConsiderDeletion Score: -85894536.000000 Penalty: 89680.093750 Iteration 189Q: 28 clusters Score -8.589454e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44345 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140140 members Mstep: Class 7 contains 51931 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15571 members Mstep: Class 13 contains 4116 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10904 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108610 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6454 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73821 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64398 members Entering Unmasked Estep ConsiderDeletion Score: -85894528.000000 Penalty: 89680.093750 Iteration 190Q: 28 clusters Score -8.589453e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44345 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140141 members Mstep: Class 7 contains 51931 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15571 members Mstep: Class 13 contains 4116 members Mstep: Class 14 contains 5361 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10904 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108610 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6454 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73820 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64398 members Entering Unmasked Estep ConsiderDeletion Score: -85894536.000000 Penalty: 89680.093750 Iteration 191Q: 28 clusters Score -8.589454e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44345 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140141 members Mstep: Class 7 contains 51931 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15571 members Mstep: Class 13 contains 4116 members Mstep: Class 14 contains 5362 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10904 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108610 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6454 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73819 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64398 members Entering Unmasked Estep ConsiderDeletion Score: -85894536.000000 Penalty: 89680.093750 Iteration 192Q: 28 clusters Score -8.589454e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 44345 members Mstep: Class 2 contains 49244 members Mstep: Class 3 contains 247 members Mstep: Class 4 contains 501 members Mstep: Class 5 contains 8898 members Mstep: Class 6 contains 140141 members Mstep: Class 7 contains 51931 members Mstep: Class 8 contains 2717 members Mstep: Class 9 contains 675 members Mstep: Class 10 contains 647 members Mstep: Class 11 contains 4802 members Mstep: Class 12 contains 15571 members Mstep: Class 13 contains 4116 members Mstep: Class 14 contains 5362 members Mstep: Class 15 contains 39845 members Mstep: Class 16 contains 1319 members Mstep: Class 17 contains 10904 members Mstep: Class 18 contains 4341 members Mstep: Class 19 contains 108610 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 6454 members Mstep: Class 22 contains 10774 members Mstep: Class 23 contains 675 members Mstep: Class 24 contains 647 members Mstep: Class 25 contains 73819 members Mstep: Class 26 contains 783 members Mstep: Class 27 contains 64398 members Entering Unmasked Estep ConsiderDeletion Score: -85894536.000000 Penalty: 89680.093750 Iteration 193F: 28 clusters Score -8.589454e+07 nChanged 0 Entering ConstructFrom: Score: -85894536.000000 Penalty: 89680.093750 Entering ConstructFrom: Trying to split cluster 1 (44345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44345 members Entering Unmasked Estep Score: -5986440.500000 Penalty: 2653.539307 Iteration 0F: 2 clusters Score -5986440 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22139 members Mstep: Class 2 contains 22206 members Entering Unmasked Estep Score: -5956668.000000 Penalty: 5307.078613 Iteration 0F: 3 clusters Score -5956668 nChanged 20220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22551 members Mstep: Class 2 contains 21794 members Entering Unmasked Estep Score: -5967827.000000 Penalty: 5307.078613 Iteration 1F: 3 clusters Score -5967827 nChanged 1902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22889 members Mstep: Class 2 contains 21456 members Entering Unmasked Estep Score: -5968406.500000 Penalty: 5307.078613 Iteration 2Q: 3 clusters Score -5968406 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23437 members Mstep: Class 2 contains 20908 members Entering Unmasked Estep Score: -5968953.000000 Penalty: 5307.078613 Iteration 3Q: 3 clusters Score -5968953 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24188 members Mstep: Class 2 contains 20157 members Entering Unmasked Estep Score: -5969538.500000 Penalty: 5307.078613 Iteration 4Q: 3 clusters Score -5969538 nChanged 1894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25128 members Mstep: Class 2 contains 19217 members Entering Unmasked Estep Score: -5970221.500000 Penalty: 5307.078613 Iteration 5Q: 3 clusters Score -5970222 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26379 members Mstep: Class 2 contains 17966 members Entering Unmasked Estep Score: -5971029.500000 Penalty: 5307.078613 Iteration 6Q: 3 clusters Score -5971030 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28005 members Mstep: Class 2 contains 16340 members Entering Unmasked Estep Score: -5972061.000000 Penalty: 5307.078613 Iteration 7F: 3 clusters Score -5972061 nChanged 2367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29976 members Mstep: Class 2 contains 14369 members Entering Unmasked Estep Score: -5973372.500000 Penalty: 5307.078613 Iteration 8F: 3 clusters Score -5973372 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32219 members Mstep: Class 2 contains 12126 members Entering Unmasked Estep Score: -5974868.500000 Penalty: 5307.078613 Iteration 9F: 3 clusters Score -5974868 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34708 members Mstep: Class 2 contains 9637 members Entering Unmasked Estep Score: -5976618.000000 Penalty: 5307.078613 Iteration 10F: 3 clusters Score -5976618 nChanged 2555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37237 members Mstep: Class 2 contains 7108 members Entering Unmasked Estep Score: -5978584.000000 Penalty: 5307.078613 Iteration 11F: 3 clusters Score -5978584 nChanged 2286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39509 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -5980445.500000 Penalty: 5307.078613 Iteration 12F: 3 clusters Score -5980446 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41270 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -5981884.500000 Penalty: 5307.078613 Iteration 13Q: 3 clusters Score -5981884 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42450 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -5982858.000000 Penalty: 5307.078613 Iteration 14Q: 3 clusters Score -5982858 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43126 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -5983396.500000 Penalty: 5307.078613 Iteration 15Q: 3 clusters Score -5983396 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43491 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -5983681.500000 Penalty: 5307.078613 Iteration 16Q: 3 clusters Score -5983682 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43706 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -5983849.000000 Penalty: 5307.078613 Iteration 17Q: 3 clusters Score -5983849 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43810 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -5983949.500000 Penalty: 5307.078613 Iteration 18Q: 3 clusters Score -5983950 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43864 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -5984008.000000 Penalty: 5307.078613 Iteration 19Q: 3 clusters Score -5984008 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43899 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -5984049.000000 Penalty: 5307.078613 Iteration 20F: 3 clusters Score -5984049 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43922 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -5984076.500000 Penalty: 5307.078613 Iteration 21Q: 3 clusters Score -5984076 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43931 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -5984095.000000 Penalty: 5307.078613 Iteration 22Q: 3 clusters Score -5984095 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43941 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -5984098.000000 Penalty: 5307.078613 Iteration 23Q: 3 clusters Score -5984098 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43949 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -5984103.500000 Penalty: 5307.078613 Iteration 24Q: 3 clusters Score -5984104 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43952 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -5984115.000000 Penalty: 5307.078613 Iteration 25Q: 3 clusters Score -5984115 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43956 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -5984116.500000 Penalty: 5307.078613 Iteration 26Q: 3 clusters Score -5984116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43958 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -5984119.000000 Penalty: 5307.078613 Iteration 27Q: 3 clusters Score -5984119 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43961 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -5984117.500000 Penalty: 5307.078613 Iteration 28Q: 3 clusters Score -5984118 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43962 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -5984122.000000 Penalty: 5307.078613 Iteration 29Q: 3 clusters Score -5984122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43965 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -5984127.000000 Penalty: 5307.078613 Iteration 30Q: 3 clusters Score -5984127 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43967 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -5984127.000000 Penalty: 5307.078613 Iteration 31Q: 3 clusters Score -5984127 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43969 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -5984132.500000 Penalty: 5307.078613 Iteration 32Q: 3 clusters Score -5984132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43970 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -5984135.000000 Penalty: 5307.078613 Iteration 33Q: 3 clusters Score -5984135 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43969 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -5984132.000000 Penalty: 5307.078613 Iteration 34Q: 3 clusters Score -5984132 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43969 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -5984132.000000 Penalty: 5307.078613 Iteration 35F: 3 clusters Score -5984132 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (49244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49244 members Entering Unmasked Estep Score: -6600447.500000 Penalty: 2679.526611 Iteration 0F: 2 clusters Score -6600448 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24567 members Mstep: Class 2 contains 24677 members Entering Unmasked Estep Score: -6567285.000000 Penalty: 5359.053223 Iteration 0F: 3 clusters Score -6567285 nChanged 22715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23974 members Mstep: Class 2 contains 25270 members Entering Unmasked Estep Score: -6579813.000000 Penalty: 5359.053223 Iteration 1F: 3 clusters Score -6579813 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23562 members Mstep: Class 2 contains 25682 members Entering Unmasked Estep Score: -6580328.500000 Penalty: 5359.053223 Iteration 2Q: 3 clusters Score -6580328 nChanged 1756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23010 members Mstep: Class 2 contains 26234 members Entering Unmasked Estep Score: -6580807.000000 Penalty: 5359.053223 Iteration 3Q: 3 clusters Score -6580807 nChanged 1639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22259 members Mstep: Class 2 contains 26985 members Entering Unmasked Estep Score: -6581198.500000 Penalty: 5359.053223 Iteration 4Q: 3 clusters Score -6581198 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21184 members Mstep: Class 2 contains 28060 members Entering Unmasked Estep Score: -6581732.500000 Penalty: 5359.053223 Iteration 5Q: 3 clusters Score -6581732 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19680 members Mstep: Class 2 contains 29564 members Entering Unmasked Estep Score: -6582410.000000 Penalty: 5359.053223 Iteration 6Q: 3 clusters Score -6582410 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17637 members Mstep: Class 2 contains 31607 members Entering Unmasked Estep Score: -6583502.500000 Penalty: 5359.053223 Iteration 7Q: 3 clusters Score -6583502 nChanged 2909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14924 members Mstep: Class 2 contains 34320 members Entering Unmasked Estep Score: -6585210.000000 Penalty: 5359.053223 Iteration 8F: 3 clusters Score -6585210 nChanged 3535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11489 members Mstep: Class 2 contains 37755 members Entering Unmasked Estep Score: -6587934.000000 Penalty: 5359.053223 Iteration 9F: 3 clusters Score -6587934 nChanged 3672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 41379 members Entering Unmasked Estep Score: -6591129.500000 Penalty: 5359.053223 Iteration 10F: 3 clusters Score -6591130 nChanged 3184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 44505 members Entering Unmasked Estep Score: -6594050.500000 Penalty: 5359.053223 Iteration 11F: 3 clusters Score -6594050 nChanged 2183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Mstep: Class 2 contains 46650 members Entering Unmasked Estep Score: -6596070.000000 Penalty: 5359.053223 Iteration 12Q: 3 clusters Score -6596070 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 47850 members Entering Unmasked Estep Score: -6597182.000000 Penalty: 5359.053223 Iteration 13Q: 3 clusters Score -6597182 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 48412 members Entering Unmasked Estep Score: -6597680.500000 Penalty: 5359.053223 Iteration 14Q: 3 clusters Score -6597680 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 48637 members Entering Unmasked Estep Score: -6597899.000000 Penalty: 5359.053223 Iteration 15Q: 3 clusters Score -6597899 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 48746 members Entering Unmasked Estep Score: -6598002.000000 Penalty: 5359.053223 Iteration 16Q: 3 clusters Score -6598002 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 48791 members Entering Unmasked Estep Score: -6598053.000000 Penalty: 5359.053223 Iteration 17Q: 3 clusters Score -6598053 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 48817 members Entering Unmasked Estep Score: -6598091.500000 Penalty: 5359.053223 Iteration 18Q: 3 clusters Score -6598092 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 48829 members Entering Unmasked Estep Score: -6598119.500000 Penalty: 5359.053223 Iteration 19Q: 3 clusters Score -6598120 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 48847 members Entering Unmasked Estep Score: -6598148.500000 Penalty: 5359.053223 Iteration 20F: 3 clusters Score -6598148 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 48855 members Entering Unmasked Estep Score: -6598164.500000 Penalty: 5359.053223 Iteration 21Q: 3 clusters Score -6598164 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 48858 members Entering Unmasked Estep Score: -6598177.500000 Penalty: 5359.053223 Iteration 22Q: 3 clusters Score -6598178 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 48865 members Entering Unmasked Estep Score: -6598192.500000 Penalty: 5359.053223 Iteration 23Q: 3 clusters Score -6598192 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 48872 members Entering Unmasked Estep Score: -6598196.500000 Penalty: 5359.053223 Iteration 24Q: 3 clusters Score -6598196 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 48877 members Entering Unmasked Estep Score: -6598214.000000 Penalty: 5359.053223 Iteration 25Q: 3 clusters Score -6598214 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 48882 members Entering Unmasked Estep Score: -6598211.500000 Penalty: 5359.053223 Iteration 26Q: 3 clusters Score -6598212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 48881 members Entering Unmasked Estep Score: -6598224.500000 Penalty: 5359.053223 Iteration 27Q: 3 clusters Score -6598224 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 48886 members Entering Unmasked Estep Score: -6598222.000000 Penalty: 5359.053223 Iteration 28Q: 3 clusters Score -6598222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 48889 members Entering Unmasked Estep Score: -6598230.500000 Penalty: 5359.053223 Iteration 29Q: 3 clusters Score -6598230 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 48890 members Entering Unmasked Estep Score: -6598231.000000 Penalty: 5359.053223 Iteration 30Q: 3 clusters Score -6598231 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 48889 members Entering Unmasked Estep Score: -6598237.000000 Penalty: 5359.053223 Iteration 31Q: 3 clusters Score -6598237 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 48889 members Entering Unmasked Estep Score: -6598236.500000 Penalty: 5359.053223 Iteration 32Q: 3 clusters Score -6598236 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 48890 members Entering Unmasked Estep Score: -6598229.000000 Penalty: 5359.053223 Iteration 33Q: 3 clusters Score -6598229 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 48891 members Entering Unmasked Estep Score: -6598232.500000 Penalty: 5359.053223 Iteration 34Q: 3 clusters Score -6598232 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 48891 members Entering Unmasked Estep Score: -6598232.500000 Penalty: 5359.053223 Iteration 35F: 3 clusters Score -6598232 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -22977.361328 Penalty: 1366.328369 Iteration 0F: 2 clusters Score -22977.36 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 129 members Entering Unmasked Estep Score: -21925.037109 Penalty: 2732.656738 Iteration 0F: 3 clusters Score -21925.04 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -22178.615234 Penalty: 2732.656738 Iteration 1F: 3 clusters Score -22178.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -22284.847656 Penalty: 2732.656738 Iteration 2F: 3 clusters Score -22284.85 nChanged 6 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: -22324.914062 Penalty: 2732.656738 Iteration 3Q: 3 clusters Score -22324.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -22367.787109 Penalty: 2732.656738 Iteration 4Q: 3 clusters Score -22367.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -22411.492188 Penalty: 2732.656738 Iteration 5Q: 3 clusters Score -22411.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -22423.634766 Penalty: 2732.656738 Iteration 6Q: 3 clusters Score -22423.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -22429.035156 Penalty: 2732.656738 Iteration 7F: 3 clusters Score -22429.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -22470.455078 Penalty: 2732.656738 Iteration 8Q: 3 clusters Score -22470.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -22490.236328 Penalty: 2732.656738 Iteration 9Q: 3 clusters Score -22490.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -22506.384766 Penalty: 2732.656738 Iteration 10Q: 3 clusters Score -22506.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -22506.384766 Penalty: 2732.656738 Iteration 11F: 3 clusters Score -22506.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (501 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Entering Unmasked Estep Score: -59924.894531 Penalty: 1541.718262 Iteration 0F: 2 clusters Score -59924.89 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 253 members Entering Unmasked Estep Score: -58472.839844 Penalty: 3083.436523 Iteration 0F: 3 clusters Score -58472.84 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -58752.589844 Penalty: 3083.436523 Iteration 1F: 3 clusters Score -58752.59 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -58964.781250 Penalty: 3083.436523 Iteration 2F: 3 clusters Score -58964.78 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -59187.011719 Penalty: 3083.436523 Iteration 3F: 3 clusters Score -59187.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -59298.148438 Penalty: 3083.436523 Iteration 4F: 3 clusters Score -59298.15 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -59360.089844 Penalty: 3083.436523 Iteration 5Q: 3 clusters Score -59360.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -59411.144531 Penalty: 3083.436523 Iteration 6Q: 3 clusters Score -59411.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -59438.750000 Penalty: 3083.436523 Iteration 7Q: 3 clusters Score -59438.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -59462.390625 Penalty: 3083.436523 Iteration 8Q: 3 clusters Score -59462.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -59483.207031 Penalty: 3083.436523 Iteration 9Q: 3 clusters Score -59483.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -59500.417969 Penalty: 3083.436523 Iteration 10Q: 3 clusters Score -59500.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -59509.023438 Penalty: 3083.436523 Iteration 11Q: 3 clusters Score -59509.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -59517.410156 Penalty: 3083.436523 Iteration 12Q: 3 clusters Score -59517.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -59519.023438 Penalty: 3083.436523 Iteration 13Q: 3 clusters Score -59519.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -59520.601562 Penalty: 3083.436523 Iteration 14F: 3 clusters Score -59520.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -59530.472656 Penalty: 3083.436523 Iteration 15Q: 3 clusters Score -59530.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -59532.699219 Penalty: 3083.436523 Iteration 16Q: 3 clusters Score -59532.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -59537.636719 Penalty: 3083.436523 Iteration 17Q: 3 clusters Score -59537.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59540.343750 Penalty: 3083.436523 Iteration 18Q: 3 clusters Score -59540.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59540.343750 Penalty: 3083.436523 Iteration 19F: 3 clusters Score -59540.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (8898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Entering Unmasked Estep Score: -1189935.250000 Penalty: 2255.208496 Iteration 0F: 2 clusters Score -1189935 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1182923.125000 Penalty: 4510.416992 Iteration 0F: 3 clusters Score -1182923 nChanged 3690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -1184950.750000 Penalty: 4510.416992 Iteration 1F: 3 clusters Score -1184951 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -1185225.500000 Penalty: 4510.416992 Iteration 2F: 3 clusters Score -1185226 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1185394.375000 Penalty: 4510.416992 Iteration 3Q: 3 clusters Score -1185394 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1185505.125000 Penalty: 4510.416992 Iteration 4Q: 3 clusters Score -1185505 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1185577.750000 Penalty: 4510.416992 Iteration 5Q: 3 clusters Score -1185578 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -1185640.000000 Penalty: 4510.416992 Iteration 6Q: 3 clusters Score -1185640 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4688 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -1185700.750000 Penalty: 4510.416992 Iteration 7Q: 3 clusters Score -1185701 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1185746.750000 Penalty: 4510.416992 Iteration 8Q: 3 clusters Score -1185747 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -1185786.125000 Penalty: 4510.416992 Iteration 9Q: 3 clusters Score -1185786 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -1185816.500000 Penalty: 4510.416992 Iteration 10Q: 3 clusters Score -1185816 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1185841.500000 Penalty: 4510.416992 Iteration 11Q: 3 clusters Score -1185842 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4851 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -1185859.500000 Penalty: 4510.416992 Iteration 12Q: 3 clusters Score -1185860 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4874 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1185875.625000 Penalty: 4510.416992 Iteration 13Q: 3 clusters Score -1185876 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -1185891.000000 Penalty: 4510.416992 Iteration 14Q: 3 clusters Score -1185891 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -1185907.250000 Penalty: 4510.416992 Iteration 15Q: 3 clusters Score -1185907 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1185922.500000 Penalty: 4510.416992 Iteration 16Q: 3 clusters Score -1185922 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -1185938.500000 Penalty: 4510.416992 Iteration 17Q: 3 clusters Score -1185938 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1185957.625000 Penalty: 4510.416992 Iteration 18Q: 3 clusters Score -1185958 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -1185971.375000 Penalty: 4510.416992 Iteration 19Q: 3 clusters Score -1185971 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -1185982.875000 Penalty: 4510.416992 Iteration 20F: 3 clusters Score -1185983 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5182 members Mstep: Class 2 contains 3716 members Entering Unmasked Estep Score: -1185991.375000 Penalty: 4510.416992 Iteration 21Q: 3 clusters Score -1185991 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 3667 members Entering Unmasked Estep Score: -1186008.250000 Penalty: 4510.416992 Iteration 22Q: 3 clusters Score -1186008 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -1186016.875000 Penalty: 4510.416992 Iteration 23Q: 3 clusters Score -1186017 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -1186029.375000 Penalty: 4510.416992 Iteration 24Q: 3 clusters Score -1186029 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -1186046.000000 Penalty: 4510.416992 Iteration 25Q: 3 clusters Score -1186046 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5427 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -1186062.250000 Penalty: 4510.416992 Iteration 26Q: 3 clusters Score -1186062 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1186085.375000 Penalty: 4510.416992 Iteration 27Q: 3 clusters Score -1186085 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1186114.625000 Penalty: 4510.416992 Iteration 28Q: 3 clusters Score -1186115 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -1186156.750000 Penalty: 4510.416992 Iteration 29Q: 3 clusters Score -1186157 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -1186202.375000 Penalty: 4510.416992 Iteration 30Q: 3 clusters Score -1186202 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -1186272.250000 Penalty: 4510.416992 Iteration 31Q: 3 clusters Score -1186272 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1186359.500000 Penalty: 4510.416992 Iteration 32Q: 3 clusters Score -1186360 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -1186468.375000 Penalty: 4510.416992 Iteration 33Q: 3 clusters Score -1186468 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -1186600.500000 Penalty: 4510.416992 Iteration 34Q: 3 clusters Score -1186600 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6858 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -1186741.875000 Penalty: 4510.416992 Iteration 35Q: 3 clusters Score -1186742 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -1186892.125000 Penalty: 4510.416992 Iteration 36Q: 3 clusters Score -1186892 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1187037.000000 Penalty: 4510.416992 Iteration 37Q: 3 clusters Score -1187037 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1187193.500000 Penalty: 4510.416992 Iteration 38Q: 3 clusters Score -1187194 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1187345.125000 Penalty: 4510.416992 Iteration 39Q: 3 clusters Score -1187345 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1187492.250000 Penalty: 4510.416992 Iteration 40F: 3 clusters Score -1187492 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8129 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -1187629.625000 Penalty: 4510.416992 Iteration 41Q: 3 clusters Score -1187630 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8259 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1187739.625000 Penalty: 4510.416992 Iteration 42Q: 3 clusters Score -1187740 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8342 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1187822.125000 Penalty: 4510.416992 Iteration 43Q: 3 clusters Score -1187822 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -1187880.000000 Penalty: 4510.416992 Iteration 44Q: 3 clusters Score -1187880 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8450 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1187917.250000 Penalty: 4510.416992 Iteration 45Q: 3 clusters Score -1187917 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1187942.250000 Penalty: 4510.416992 Iteration 46Q: 3 clusters Score -1187942 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1187965.750000 Penalty: 4510.416992 Iteration 47Q: 3 clusters Score -1187966 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8509 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1187982.000000 Penalty: 4510.416992 Iteration 48Q: 3 clusters Score -1187982 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1187992.625000 Penalty: 4510.416992 Iteration 49Q: 3 clusters Score -1187993 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1187999.750000 Penalty: 4510.416992 Iteration 50Q: 3 clusters Score -1188000 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -1188002.250000 Penalty: 4510.416992 Iteration 51Q: 3 clusters Score -1188002 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8523 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -1188010.625000 Penalty: 4510.416992 Iteration 52Q: 3 clusters Score -1188011 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1188014.625000 Penalty: 4510.416992 Iteration 53Q: 3 clusters Score -1188015 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1188020.000000 Penalty: 4510.416992 Iteration 54Q: 3 clusters Score -1188020 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8534 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1188022.875000 Penalty: 4510.416992 Iteration 55Q: 3 clusters Score -1188023 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8536 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1188026.375000 Penalty: 4510.416992 Iteration 56Q: 3 clusters Score -1188026 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -1188025.000000 Penalty: 4510.416992 Iteration 57Q: 3 clusters Score -1188025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -1188024.625000 Penalty: 4510.416992 Iteration 58Q: 3 clusters Score -1188025 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -1188032.250000 Penalty: 4510.416992 Iteration 59Q: 3 clusters Score -1188032 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8552 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1188035.125000 Penalty: 4510.416992 Iteration 60F: 3 clusters Score -1188035 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1188041.625000 Penalty: 4510.416992 Iteration 61Q: 3 clusters Score -1188042 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8556 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -1188041.625000 Penalty: 4510.416992 Iteration 62F: 3 clusters Score -1188042 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (140141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140141 members Entering Unmasked Estep Score: -18868274.000000 Penalty: 2938.900391 Iteration 0F: 2 clusters Score -1.886827e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69721 members Mstep: Class 2 contains 70420 members Entering Unmasked Estep Score: -18777242.000000 Penalty: 5877.800781 Iteration 0F: 3 clusters Score -1.877724e+07 nChanged 67080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64991 members Mstep: Class 2 contains 75150 members Entering Unmasked Estep Score: -18816046.000000 Penalty: 5877.800781 Iteration 1F: 3 clusters Score -1.881605e+07 nChanged 4645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61962 members Mstep: Class 2 contains 78179 members Entering Unmasked Estep Score: -18817332.000000 Penalty: 5877.800781 Iteration 2Q: 3 clusters Score -1.881733e+07 nChanged 5609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57275 members Mstep: Class 2 contains 82866 members Entering Unmasked Estep Score: -18819362.000000 Penalty: 5877.800781 Iteration 3Q: 3 clusters Score -1.881936e+07 nChanged 7553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50066 members Mstep: Class 2 contains 90075 members Entering Unmasked Estep Score: -18823250.000000 Penalty: 5877.800781 Iteration 4F: 3 clusters Score -1.882325e+07 nChanged 10380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39806 members Mstep: Class 2 contains 100335 members Entering Unmasked Estep Score: -18830262.000000 Penalty: 5877.800781 Iteration 5F: 3 clusters Score -1.883026e+07 nChanged 12902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26940 members Mstep: Class 2 contains 113201 members Entering Unmasked Estep Score: -18840600.000000 Penalty: 5877.800781 Iteration 6F: 3 clusters Score -1.88406e+07 nChanged 12462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Mstep: Class 2 contains 125639 members Entering Unmasked Estep Score: -18852212.000000 Penalty: 5877.800781 Iteration 7F: 3 clusters Score -1.885221e+07 nChanged 8406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 134033 members Entering Unmasked Estep Score: -18860430.000000 Penalty: 5877.800781 Iteration 8F: 3 clusters Score -1.886043e+07 nChanged 3858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 137873 members Entering Unmasked Estep Score: -18864008.000000 Penalty: 5877.800781 Iteration 9Q: 3 clusters Score -1.886401e+07 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 139170 members Entering Unmasked Estep Score: -18865116.000000 Penalty: 5877.800781 Iteration 10Q: 3 clusters Score -1.886512e+07 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 139561 members Entering Unmasked Estep Score: -18865566.000000 Penalty: 5877.800781 Iteration 11Q: 3 clusters Score -1.886557e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 139689 members Entering Unmasked Estep Score: -18865704.000000 Penalty: 5877.800781 Iteration 12Q: 3 clusters Score -1.88657e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 139745 members Entering Unmasked Estep Score: -18865778.000000 Penalty: 5877.800781 Iteration 13Q: 3 clusters Score -1.886578e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 139769 members Entering Unmasked Estep Score: -18865818.000000 Penalty: 5877.800781 Iteration 14Q: 3 clusters Score -1.886582e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 139780 members Entering Unmasked Estep Score: -18865838.000000 Penalty: 5877.800781 Iteration 15Q: 3 clusters Score -1.886584e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 139781 members Entering Unmasked Estep Score: -18865842.000000 Penalty: 5877.800781 Iteration 16Q: 3 clusters Score -1.886584e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 139784 members Entering Unmasked Estep Score: -18865842.000000 Penalty: 5877.800781 Iteration 17Q: 3 clusters Score -1.886584e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 139785 members Entering Unmasked Estep Score: -18865850.000000 Penalty: 5877.800781 Iteration 18Q: 3 clusters Score -1.886585e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 139784 members Entering Unmasked Estep Score: -18865856.000000 Penalty: 5877.800781 Iteration 19Q: 3 clusters Score -1.886586e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 139785 members Entering Unmasked Estep Score: -18865858.000000 Penalty: 5877.800781 Iteration 20F: 3 clusters Score -1.886586e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (51931 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51931 members Entering Unmasked Estep Score: -6947876.500000 Penalty: 2692.702393 Iteration 0F: 2 clusters Score -6947876 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26087 members Mstep: Class 2 contains 25844 members Entering Unmasked Estep Score: -6912901.000000 Penalty: 5385.404785 Iteration 0F: 3 clusters Score -6912901 nChanged 23880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27387 members Mstep: Class 2 contains 24544 members Entering Unmasked Estep Score: -6926489.500000 Penalty: 5385.404785 Iteration 1F: 3 clusters Score -6926490 nChanged 2520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28299 members Mstep: Class 2 contains 23632 members Entering Unmasked Estep Score: -6927437.500000 Penalty: 5385.404785 Iteration 2Q: 3 clusters Score -6927438 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29723 members Mstep: Class 2 contains 22208 members Entering Unmasked Estep Score: -6928717.500000 Penalty: 5385.404785 Iteration 3F: 3 clusters Score -6928718 nChanged 3154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31727 members Mstep: Class 2 contains 20204 members Entering Unmasked Estep Score: -6930380.000000 Penalty: 5385.404785 Iteration 4F: 3 clusters Score -6930380 nChanged 3443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34234 members Mstep: Class 2 contains 17697 members Entering Unmasked Estep Score: -6932499.500000 Penalty: 5385.404785 Iteration 5F: 3 clusters Score -6932500 nChanged 3498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36980 members Mstep: Class 2 contains 14951 members Entering Unmasked Estep Score: -6934774.000000 Penalty: 5385.404785 Iteration 6F: 3 clusters Score -6934774 nChanged 3333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39775 members Mstep: Class 2 contains 12156 members Entering Unmasked Estep Score: -6937127.500000 Penalty: 5385.404785 Iteration 7F: 3 clusters Score -6937128 nChanged 2838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42325 members Mstep: Class 2 contains 9606 members Entering Unmasked Estep Score: -6939172.000000 Penalty: 5385.404785 Iteration 8F: 3 clusters Score -6939172 nChanged 2275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44488 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -6940992.500000 Penalty: 5385.404785 Iteration 9Q: 3 clusters Score -6940992 nChanged 1806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46236 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -6942412.000000 Penalty: 5385.404785 Iteration 10Q: 3 clusters Score -6942412 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47475 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -6943524.500000 Penalty: 5385.404785 Iteration 11Q: 3 clusters Score -6943524 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48289 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -6944463.000000 Penalty: 5385.404785 Iteration 12Q: 3 clusters Score -6944463 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48747 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -6945192.000000 Penalty: 5385.404785 Iteration 13Q: 3 clusters Score -6945192 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48921 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -6945653.000000 Penalty: 5385.404785 Iteration 14Q: 3 clusters Score -6945653 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48944 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -6945920.500000 Penalty: 5385.404785 Iteration 15Q: 3 clusters Score -6945920 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48951 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -6946094.500000 Penalty: 5385.404785 Iteration 16Q: 3 clusters Score -6946094 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48938 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -6946203.000000 Penalty: 5385.404785 Iteration 17Q: 3 clusters Score -6946203 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48914 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -6946248.500000 Penalty: 5385.404785 Iteration 18Q: 3 clusters Score -6946248 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48901 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -6946280.500000 Penalty: 5385.404785 Iteration 19Q: 3 clusters Score -6946280 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48881 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -6946302.000000 Penalty: 5385.404785 Iteration 20F: 3 clusters Score -6946302 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48860 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -6946322.000000 Penalty: 5385.404785 Iteration 21Q: 3 clusters Score -6946322 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48842 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -6946335.500000 Penalty: 5385.404785 Iteration 22Q: 3 clusters Score -6946336 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48819 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -6946351.000000 Penalty: 5385.404785 Iteration 23Q: 3 clusters Score -6946351 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48813 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -6946350.500000 Penalty: 5385.404785 Iteration 24Q: 3 clusters Score -6946350 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48800 members Mstep: Class 2 contains 3131 members Entering Unmasked Estep Score: -6946366.500000 Penalty: 5385.404785 Iteration 25Q: 3 clusters Score -6946366 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48794 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -6946373.500000 Penalty: 5385.404785 Iteration 26Q: 3 clusters Score -6946374 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48791 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -6946370.000000 Penalty: 5385.404785 Iteration 27Q: 3 clusters Score -6946370 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48788 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -6946379.000000 Penalty: 5385.404785 Iteration 28Q: 3 clusters Score -6946379 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48788 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -6946384.000000 Penalty: 5385.404785 Iteration 29Q: 3 clusters Score -6946384 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48785 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -6946372.000000 Penalty: 5385.404785 Iteration 30Q: 3 clusters Score -6946372 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48784 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -6946371.000000 Penalty: 5385.404785 Iteration 31Q: 3 clusters Score -6946371 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48781 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -6946377.500000 Penalty: 5385.404785 Iteration 32Q: 3 clusters Score -6946378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48779 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -6946376.500000 Penalty: 5385.404785 Iteration 33Q: 3 clusters Score -6946376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48776 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -6946377.000000 Penalty: 5385.404785 Iteration 34Q: 3 clusters Score -6946377 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48775 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -6946381.500000 Penalty: 5385.404785 Iteration 35Q: 3 clusters Score -6946382 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48774 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -6946371.000000 Penalty: 5385.404785 Iteration 36Q: 3 clusters Score -6946371 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48773 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -6946373.000000 Penalty: 5385.404785 Iteration 37Q: 3 clusters Score -6946373 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48773 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -6946375.000000 Penalty: 5385.404785 Iteration 38Q: 3 clusters Score -6946375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48772 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -6946378.000000 Penalty: 5385.404785 Iteration 39Q: 3 clusters Score -6946378 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48767 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -6946378.000000 Penalty: 5385.404785 Iteration 40F: 3 clusters Score -6946378 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48765 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -6946382.000000 Penalty: 5385.404785 Iteration 41Q: 3 clusters Score -6946382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48765 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -6946378.000000 Penalty: 5385.404785 Iteration 42Q: 3 clusters Score -6946378 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48766 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -6946379.000000 Penalty: 5385.404785 Iteration 43Q: 3 clusters Score -6946379 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48766 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -6946382.500000 Penalty: 5385.404785 Iteration 44Q: 3 clusters Score -6946382 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48766 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -6946381.500000 Penalty: 5385.404785 Iteration 45Q: 3 clusters Score -6946382 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48763 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -6946380.500000 Penalty: 5385.404785 Iteration 46Q: 3 clusters Score -6946380 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48759 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -6946385.500000 Penalty: 5385.404785 Iteration 47Q: 3 clusters Score -6946386 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48760 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -6946385.000000 Penalty: 5385.404785 Iteration 48Q: 3 clusters Score -6946385 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48757 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -6946383.000000 Penalty: 5385.404785 Iteration 49Q: 3 clusters Score -6946383 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48755 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -6946385.500000 Penalty: 5385.404785 Iteration 50Q: 3 clusters Score -6946386 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48753 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -6946382.000000 Penalty: 5385.404785 Iteration 51Q: 3 clusters Score -6946382 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48747 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -6946386.000000 Penalty: 5385.404785 Iteration 52Q: 3 clusters Score -6946386 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48741 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -6946384.000000 Penalty: 5385.404785 Iteration 53Q: 3 clusters Score -6946384 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48739 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -6946381.000000 Penalty: 5385.404785 Iteration 54Q: 3 clusters Score -6946381 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48739 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -6946381.000000 Penalty: 5385.404785 Iteration 55F: 3 clusters Score -6946381 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2717 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Entering Unmasked Estep Score: -355814.531250 Penalty: 1961.006348 Iteration 0F: 2 clusters Score -355814.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -352727.343750 Penalty: 3922.012695 Iteration 0F: 3 clusters Score -352727.3 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -353390.312500 Penalty: 3922.012695 Iteration 1F: 3 clusters Score -353390.3 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -353661.687500 Penalty: 3922.012695 Iteration 2F: 3 clusters Score -353661.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -353851.656250 Penalty: 3922.012695 Iteration 3F: 3 clusters Score -353851.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -353975.531250 Penalty: 3922.012695 Iteration 4Q: 3 clusters Score -353975.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -354056.187500 Penalty: 3922.012695 Iteration 5Q: 3 clusters Score -354056.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -354111.562500 Penalty: 3922.012695 Iteration 6Q: 3 clusters Score -354111.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -354154.593750 Penalty: 3922.012695 Iteration 7Q: 3 clusters Score -354154.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -354193.343750 Penalty: 3922.012695 Iteration 8Q: 3 clusters Score -354193.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -354212.687500 Penalty: 3922.012695 Iteration 9Q: 3 clusters Score -354212.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -354230.406250 Penalty: 3922.012695 Iteration 10Q: 3 clusters Score -354230.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -354247.312500 Penalty: 3922.012695 Iteration 11Q: 3 clusters Score -354247.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -354265.718750 Penalty: 3922.012695 Iteration 12Q: 3 clusters Score -354265.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -354282.562500 Penalty: 3922.012695 Iteration 13Q: 3 clusters Score -354282.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -354293.250000 Penalty: 3922.012695 Iteration 14Q: 3 clusters Score -354293.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -354299.531250 Penalty: 3922.012695 Iteration 15Q: 3 clusters Score -354299.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -354303.875000 Penalty: 3922.012695 Iteration 16Q: 3 clusters Score -354303.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -354308.906250 Penalty: 3922.012695 Iteration 17Q: 3 clusters Score -354308.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -354317.406250 Penalty: 3922.012695 Iteration 18Q: 3 clusters Score -354317.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -354322.812500 Penalty: 3922.012695 Iteration 19Q: 3 clusters Score -354322.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -354325.906250 Penalty: 3922.012695 Iteration 20F: 3 clusters Score -354325.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -354331.875000 Penalty: 3922.012695 Iteration 21Q: 3 clusters Score -354331.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -354338.656250 Penalty: 3922.012695 Iteration 22Q: 3 clusters Score -354338.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -354343.531250 Penalty: 3922.012695 Iteration 23Q: 3 clusters Score -354343.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -354347.625000 Penalty: 3922.012695 Iteration 24Q: 3 clusters Score -354347.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -354350.625000 Penalty: 3922.012695 Iteration 25Q: 3 clusters Score -354350.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -354353.031250 Penalty: 3922.012695 Iteration 26Q: 3 clusters Score -354353 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -354358.406250 Penalty: 3922.012695 Iteration 27Q: 3 clusters Score -354358.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -354361.750000 Penalty: 3922.012695 Iteration 28Q: 3 clusters Score -354361.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -354365.968750 Penalty: 3922.012695 Iteration 29Q: 3 clusters Score -354366 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -354372.687500 Penalty: 3922.012695 Iteration 30Q: 3 clusters Score -354372.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -354375.437500 Penalty: 3922.012695 Iteration 31Q: 3 clusters Score -354375.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -354378.156250 Penalty: 3922.012695 Iteration 32Q: 3 clusters Score -354378.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -354379.281250 Penalty: 3922.012695 Iteration 33Q: 3 clusters Score -354379.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -354380.531250 Penalty: 3922.012695 Iteration 34Q: 3 clusters Score -354380.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -354380.718750 Penalty: 3922.012695 Iteration 35Q: 3 clusters Score -354380.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -354380.718750 Penalty: 3922.012695 Iteration 36F: 3 clusters Score -354380.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Entering Unmasked Estep Score: -81145.476562 Penalty: 1615.648804 Iteration 0F: 2 clusters Score -81145.48 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 350 members Entering Unmasked Estep Score: -79533.562500 Penalty: 3231.297607 Iteration 0F: 3 clusters Score -79533.56 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -79812.203125 Penalty: 3231.297607 Iteration 1F: 3 clusters Score -79812.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -79883.992188 Penalty: 3231.297607 Iteration 2F: 3 clusters Score -79883.99 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -79945.585938 Penalty: 3231.297607 Iteration 3F: 3 clusters Score -79945.59 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -80003.648438 Penalty: 3231.297607 Iteration 4Q: 3 clusters Score -80003.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -80052.125000 Penalty: 3231.297607 Iteration 5Q: 3 clusters Score -80052.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -80100.187500 Penalty: 3231.297607 Iteration 6Q: 3 clusters Score -80100.19 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -80129.468750 Penalty: 3231.297607 Iteration 7Q: 3 clusters Score -80129.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -80149.031250 Penalty: 3231.297607 Iteration 8Q: 3 clusters Score -80149.03 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -80166.125000 Penalty: 3231.297607 Iteration 9Q: 3 clusters Score -80166.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -80180.398438 Penalty: 3231.297607 Iteration 10Q: 3 clusters Score -80180.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -80205.882812 Penalty: 3231.297607 Iteration 11Q: 3 clusters Score -80205.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -80233.507812 Penalty: 3231.297607 Iteration 12Q: 3 clusters Score -80233.51 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -80306.515625 Penalty: 3231.297607 Iteration 13Q: 3 clusters Score -80306.52 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -80337.554688 Penalty: 3231.297607 Iteration 14Q: 3 clusters Score -80337.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -80375.109375 Penalty: 3231.297607 Iteration 15Q: 3 clusters Score -80375.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -80412.000000 Penalty: 3231.297607 Iteration 16Q: 3 clusters Score -80412 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -80431.390625 Penalty: 3231.297607 Iteration 17Q: 3 clusters Score -80431.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -80465.226562 Penalty: 3231.297607 Iteration 18Q: 3 clusters Score -80465.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -80526.945312 Penalty: 3231.297607 Iteration 19Q: 3 clusters Score -80526.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -80624.164062 Penalty: 3231.297607 Iteration 20F: 3 clusters Score -80624.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -80871.914062 Penalty: 3231.297607 Iteration 21Q: 3 clusters Score -80871.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -81066.914062 Penalty: 3231.297607 Iteration 22Q: 3 clusters Score -81066.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -81099.023438 Penalty: 3231.297607 Iteration 23Q: 3 clusters Score -81099.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -81119.421875 Penalty: 3231.297607 Iteration 24Q: 3 clusters Score -81119.42 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -81126.781250 Penalty: 3231.297607 Iteration 25Q: 3 clusters Score -81126.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -81126.781250 Penalty: 3231.297607 Iteration 26F: 3 clusters Score -81126.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -73115.312500 Penalty: 1605.141846 Iteration 0F: 2 clusters Score -73115.31 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 313 members Entering Unmasked Estep Score: -71556.117188 Penalty: 3210.283691 Iteration 0F: 3 clusters Score -71556.12 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -71885.359375 Penalty: 3210.283691 Iteration 1F: 3 clusters Score -71885.36 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -72046.570312 Penalty: 3210.283691 Iteration 2F: 3 clusters Score -72046.57 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -72134.195312 Penalty: 3210.283691 Iteration 3Q: 3 clusters Score -72134.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -72194.335938 Penalty: 3210.283691 Iteration 4Q: 3 clusters Score -72194.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -72233.460938 Penalty: 3210.283691 Iteration 5Q: 3 clusters Score -72233.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -72260.195312 Penalty: 3210.283691 Iteration 6Q: 3 clusters Score -72260.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -72346.843750 Penalty: 3210.283691 Iteration 7Q: 3 clusters Score -72346.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -72388.843750 Penalty: 3210.283691 Iteration 8Q: 3 clusters Score -72388.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -72405.523438 Penalty: 3210.283691 Iteration 9Q: 3 clusters Score -72405.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -72413.734375 Penalty: 3210.283691 Iteration 10Q: 3 clusters Score -72413.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -72419.023438 Penalty: 3210.283691 Iteration 11Q: 3 clusters Score -72419.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -72420.867188 Penalty: 3210.283691 Iteration 12Q: 3 clusters Score -72420.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -72425.781250 Penalty: 3210.283691 Iteration 13Q: 3 clusters Score -72425.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -72434.312500 Penalty: 3210.283691 Iteration 14Q: 3 clusters Score -72434.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -72442.945312 Penalty: 3210.283691 Iteration 15Q: 3 clusters Score -72442.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -72446.132812 Penalty: 3210.283691 Iteration 16Q: 3 clusters Score -72446.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -72472.640625 Penalty: 3210.283691 Iteration 17Q: 3 clusters Score -72472.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -72493.781250 Penalty: 3210.283691 Iteration 18Q: 3 clusters Score -72493.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -72510.195312 Penalty: 3210.283691 Iteration 19Q: 3 clusters Score -72510.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -72524.390625 Penalty: 3210.283691 Iteration 20F: 3 clusters Score -72524.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -72558.031250 Penalty: 3210.283691 Iteration 21Q: 3 clusters Score -72558.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72578.562500 Penalty: 3210.283691 Iteration 22Q: 3 clusters Score -72578.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72597.531250 Penalty: 3210.283691 Iteration 23Q: 3 clusters Score -72597.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -72615.109375 Penalty: 3210.283691 Iteration 24Q: 3 clusters Score -72615.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -72624.968750 Penalty: 3210.283691 Iteration 25Q: 3 clusters Score -72624.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -72636.367188 Penalty: 3210.283691 Iteration 26Q: 3 clusters Score -72636.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72639.062500 Penalty: 3210.283691 Iteration 27Q: 3 clusters Score -72639.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -72646.343750 Penalty: 3210.283691 Iteration 28Q: 3 clusters Score -72646.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -72648.375000 Penalty: 3210.283691 Iteration 29Q: 3 clusters Score -72648.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72649.984375 Penalty: 3210.283691 Iteration 30Q: 3 clusters Score -72649.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -72649.984375 Penalty: 3210.283691 Iteration 31F: 3 clusters Score -72649.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (4802 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Entering Unmasked Estep Score: -637470.875000 Penalty: 2102.243408 Iteration 0F: 2 clusters Score -637470.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -633046.812500 Penalty: 4204.486816 Iteration 0F: 3 clusters Score -633046.8 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -634108.500000 Penalty: 4204.486816 Iteration 1F: 3 clusters Score -634108.5 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -634363.750000 Penalty: 4204.486816 Iteration 2F: 3 clusters Score -634363.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -634526.000000 Penalty: 4204.486816 Iteration 3F: 3 clusters Score -634526 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -634644.750000 Penalty: 4204.486816 Iteration 4Q: 3 clusters Score -634644.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -634753.937500 Penalty: 4204.486816 Iteration 5Q: 3 clusters Score -634753.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -634869.750000 Penalty: 4204.486816 Iteration 6Q: 3 clusters Score -634869.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -634981.062500 Penalty: 4204.486816 Iteration 7Q: 3 clusters Score -634981.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -635101.937500 Penalty: 4204.486816 Iteration 8Q: 3 clusters Score -635101.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -635255.375000 Penalty: 4204.486816 Iteration 9Q: 3 clusters Score -635255.4 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -635436.812500 Penalty: 4204.486816 Iteration 10Q: 3 clusters Score -635436.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -635598.375000 Penalty: 4204.486816 Iteration 11Q: 3 clusters Score -635598.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -635748.500000 Penalty: 4204.486816 Iteration 12Q: 3 clusters Score -635748.5 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -635875.875000 Penalty: 4204.486816 Iteration 13Q: 3 clusters Score -635875.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -635991.812500 Penalty: 4204.486816 Iteration 14Q: 3 clusters Score -635991.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -636069.062500 Penalty: 4204.486816 Iteration 15Q: 3 clusters Score -636069.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -636150.812500 Penalty: 4204.486816 Iteration 16Q: 3 clusters Score -636150.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -636208.375000 Penalty: 4204.486816 Iteration 17Q: 3 clusters Score -636208.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 4273 members Entering Unmasked Estep Score: -636239.312500 Penalty: 4204.486816 Iteration 18Q: 3 clusters Score -636239.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -636259.437500 Penalty: 4204.486816 Iteration 19Q: 3 clusters Score -636259.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -636267.250000 Penalty: 4204.486816 Iteration 20F: 3 clusters Score -636267.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -636271.500000 Penalty: 4204.486816 Iteration 21Q: 3 clusters Score -636271.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -636273.625000 Penalty: 4204.486816 Iteration 22Q: 3 clusters Score -636273.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -636278.312500 Penalty: 4204.486816 Iteration 23Q: 3 clusters Score -636278.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -636280.437500 Penalty: 4204.486816 Iteration 24Q: 3 clusters Score -636280.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -636281.000000 Penalty: 4204.486816 Iteration 25Q: 3 clusters Score -636281 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -636281.875000 Penalty: 4204.486816 Iteration 26Q: 3 clusters Score -636281.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -636281.875000 Penalty: 4204.486816 Iteration 27F: 3 clusters Score -636281.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (15571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15571 members Entering Unmasked Estep Score: -2067390.500000 Penalty: 2393.985107 Iteration 0F: 2 clusters Score -2067390 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7669 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -2056092.750000 Penalty: 4787.970215 Iteration 0F: 3 clusters Score -2056093 nChanged 6839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -2059868.000000 Penalty: 4787.970215 Iteration 1F: 3 clusters Score -2059868 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6877 members Mstep: Class 2 contains 8694 members Entering Unmasked Estep Score: -2060250.750000 Penalty: 4787.970215 Iteration 2F: 3 clusters Score -2060251 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 9039 members Entering Unmasked Estep Score: -2060565.500000 Penalty: 4787.970215 Iteration 3Q: 3 clusters Score -2060566 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 9440 members Entering Unmasked Estep Score: -2060878.250000 Penalty: 4787.970215 Iteration 4Q: 3 clusters Score -2060878 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -2061190.500000 Penalty: 4787.970215 Iteration 5Q: 3 clusters Score -2061190 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 10464 members Entering Unmasked Estep Score: -2061535.625000 Penalty: 4787.970215 Iteration 6Q: 3 clusters Score -2061536 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 11107 members Entering Unmasked Estep Score: -2061946.000000 Penalty: 4787.970215 Iteration 7Q: 3 clusters Score -2061946 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -2062457.250000 Penalty: 4787.970215 Iteration 8Q: 3 clusters Score -2062457 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 12582 members Entering Unmasked Estep Score: -2063025.250000 Penalty: 4787.970215 Iteration 9Q: 3 clusters Score -2063025 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 13299 members Entering Unmasked Estep Score: -2063602.625000 Penalty: 4787.970215 Iteration 10Q: 3 clusters Score -2063603 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 13899 members Entering Unmasked Estep Score: -2064105.750000 Penalty: 4787.970215 Iteration 11Q: 3 clusters Score -2064106 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 14343 members Entering Unmasked Estep Score: -2064510.250000 Penalty: 4787.970215 Iteration 12Q: 3 clusters Score -2064510 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 14654 members Entering Unmasked Estep Score: -2064782.375000 Penalty: 4787.970215 Iteration 13Q: 3 clusters Score -2064782 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 14845 members Entering Unmasked Estep Score: -2064949.125000 Penalty: 4787.970215 Iteration 14Q: 3 clusters Score -2064949 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 14970 members Entering Unmasked Estep Score: -2065069.125000 Penalty: 4787.970215 Iteration 15Q: 3 clusters Score -2065069 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 15028 members Entering Unmasked Estep Score: -2065143.625000 Penalty: 4787.970215 Iteration 16Q: 3 clusters Score -2065144 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 15070 members Entering Unmasked Estep Score: -2065189.750000 Penalty: 4787.970215 Iteration 17Q: 3 clusters Score -2065190 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 15107 members Entering Unmasked Estep Score: -2065228.125000 Penalty: 4787.970215 Iteration 18Q: 3 clusters Score -2065228 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 15133 members Entering Unmasked Estep Score: -2065256.750000 Penalty: 4787.970215 Iteration 19Q: 3 clusters Score -2065257 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 15152 members Entering Unmasked Estep Score: -2065277.625000 Penalty: 4787.970215 Iteration 20F: 3 clusters Score -2065278 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 15164 members Entering Unmasked Estep Score: -2065300.500000 Penalty: 4787.970215 Iteration 21Q: 3 clusters Score -2065300 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 15174 members Entering Unmasked Estep Score: -2065311.000000 Penalty: 4787.970215 Iteration 22Q: 3 clusters Score -2065311 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 15182 members Entering Unmasked Estep Score: -2065319.375000 Penalty: 4787.970215 Iteration 23Q: 3 clusters Score -2065319 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 15185 members Entering Unmasked Estep Score: -2065325.375000 Penalty: 4787.970215 Iteration 24Q: 3 clusters Score -2065325 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 15190 members Entering Unmasked Estep Score: -2065329.250000 Penalty: 4787.970215 Iteration 25Q: 3 clusters Score -2065329 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 15193 members Entering Unmasked Estep Score: -2065332.250000 Penalty: 4787.970215 Iteration 26Q: 3 clusters Score -2065332 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 15196 members Entering Unmasked Estep Score: -2065335.250000 Penalty: 4787.970215 Iteration 27Q: 3 clusters Score -2065335 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 15199 members Entering Unmasked Estep Score: -2065335.125000 Penalty: 4787.970215 Iteration 28Q: 3 clusters Score -2065335 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 15204 members Entering Unmasked Estep Score: -2065339.875000 Penalty: 4787.970215 Iteration 29Q: 3 clusters Score -2065340 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 15204 members Entering Unmasked Estep Score: -2065339.875000 Penalty: 4787.970215 Iteration 30F: 3 clusters Score -2065340 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4116 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Entering Unmasked Estep Score: -517449.875000 Penalty: 2064.014160 Iteration 0F: 2 clusters Score -517449.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -513475.187500 Penalty: 4128.028320 Iteration 0F: 3 clusters Score -513475.2 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -514425.125000 Penalty: 4128.028320 Iteration 1F: 3 clusters Score -514425.1 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -514629.000000 Penalty: 4128.028320 Iteration 2F: 3 clusters Score -514629 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -514758.187500 Penalty: 4128.028320 Iteration 3F: 3 clusters Score -514758.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -514858.750000 Penalty: 4128.028320 Iteration 4Q: 3 clusters Score -514858.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -514931.281250 Penalty: 4128.028320 Iteration 5Q: 3 clusters Score -514931.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -514998.062500 Penalty: 4128.028320 Iteration 6Q: 3 clusters Score -514998.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -515074.187500 Penalty: 4128.028320 Iteration 7Q: 3 clusters Score -515074.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -515143.031250 Penalty: 4128.028320 Iteration 8Q: 3 clusters Score -515143 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -515209.437500 Penalty: 4128.028320 Iteration 9Q: 3 clusters Score -515209.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -515270.406250 Penalty: 4128.028320 Iteration 10Q: 3 clusters Score -515270.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -515324.937500 Penalty: 4128.028320 Iteration 11Q: 3 clusters Score -515324.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -515376.343750 Penalty: 4128.028320 Iteration 12Q: 3 clusters Score -515376.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -515428.156250 Penalty: 4128.028320 Iteration 13Q: 3 clusters Score -515428.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -515482.031250 Penalty: 4128.028320 Iteration 14Q: 3 clusters Score -515482 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -515537.531250 Penalty: 4128.028320 Iteration 15Q: 3 clusters Score -515537.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -515594.468750 Penalty: 4128.028320 Iteration 16Q: 3 clusters Score -515594.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -515651.937500 Penalty: 4128.028320 Iteration 17Q: 3 clusters Score -515651.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -515704.593750 Penalty: 4128.028320 Iteration 18Q: 3 clusters Score -515704.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2815 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -515758.312500 Penalty: 4128.028320 Iteration 19Q: 3 clusters Score -515758.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -515803.750000 Penalty: 4128.028320 Iteration 20F: 3 clusters Score -515803.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -515840.843750 Penalty: 4128.028320 Iteration 21Q: 3 clusters Score -515840.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -515877.000000 Penalty: 4128.028320 Iteration 22Q: 3 clusters Score -515877 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -515904.093750 Penalty: 4128.028320 Iteration 23Q: 3 clusters Score -515904.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -515930.187500 Penalty: 4128.028320 Iteration 24Q: 3 clusters Score -515930.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -515956.875000 Penalty: 4128.028320 Iteration 25Q: 3 clusters Score -515956.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -515983.593750 Penalty: 4128.028320 Iteration 26Q: 3 clusters Score -515983.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -516013.218750 Penalty: 4128.028320 Iteration 27Q: 3 clusters Score -516013.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -516033.843750 Penalty: 4128.028320 Iteration 28Q: 3 clusters Score -516033.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -516050.812500 Penalty: 4128.028320 Iteration 29Q: 3 clusters Score -516050.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -516059.343750 Penalty: 4128.028320 Iteration 30Q: 3 clusters Score -516059.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -516069.750000 Penalty: 4128.028320 Iteration 31Q: 3 clusters Score -516069.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -516078.031250 Penalty: 4128.028320 Iteration 32Q: 3 clusters Score -516078 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -516078.843750 Penalty: 4128.028320 Iteration 33Q: 3 clusters Score -516078.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -516079.750000 Penalty: 4128.028320 Iteration 34Q: 3 clusters Score -516079.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -516081.312500 Penalty: 4128.028320 Iteration 35Q: 3 clusters Score -516081.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -516084.156250 Penalty: 4128.028320 Iteration 36Q: 3 clusters Score -516084.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -516086.281250 Penalty: 4128.028320 Iteration 37Q: 3 clusters Score -516086.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -516089.375000 Penalty: 4128.028320 Iteration 38Q: 3 clusters Score -516089.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -516090.187500 Penalty: 4128.028320 Iteration 39Q: 3 clusters Score -516090.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -516090.562500 Penalty: 4128.028320 Iteration 40F: 3 clusters Score -516090.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -516091.250000 Penalty: 4128.028320 Iteration 41Q: 3 clusters Score -516091.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -516092.031250 Penalty: 4128.028320 Iteration 42Q: 3 clusters Score -516092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -516095.000000 Penalty: 4128.028320 Iteration 43Q: 3 clusters Score -516095 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -516097.343750 Penalty: 4128.028320 Iteration 44Q: 3 clusters Score -516097.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -516098.625000 Penalty: 4128.028320 Iteration 45Q: 3 clusters Score -516098.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -516100.875000 Penalty: 4128.028320 Iteration 46Q: 3 clusters Score -516100.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -516100.875000 Penalty: 4128.028320 Iteration 47Q: 3 clusters Score -516100.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -516100.718750 Penalty: 4128.028320 Iteration 48Q: 3 clusters Score -516100.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -516103.031250 Penalty: 4128.028320 Iteration 49Q: 3 clusters Score -516103 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -516103.531250 Penalty: 4128.028320 Iteration 50Q: 3 clusters Score -516103.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -516104.593750 Penalty: 4128.028320 Iteration 51Q: 3 clusters Score -516104.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -516106.406250 Penalty: 4128.028320 Iteration 52Q: 3 clusters Score -516106.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -516108.062500 Penalty: 4128.028320 Iteration 53Q: 3 clusters Score -516108.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -516110.718750 Penalty: 4128.028320 Iteration 54Q: 3 clusters Score -516110.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -516111.437500 Penalty: 4128.028320 Iteration 55Q: 3 clusters Score -516111.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -516113.156250 Penalty: 4128.028320 Iteration 56Q: 3 clusters Score -516113.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -516113.937500 Penalty: 4128.028320 Iteration 57Q: 3 clusters Score -516113.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -516114.406250 Penalty: 4128.028320 Iteration 58Q: 3 clusters Score -516114.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -516114.406250 Penalty: 4128.028320 Iteration 59F: 3 clusters Score -516114.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5362 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Entering Unmasked Estep Score: -678274.250000 Penalty: 2129.598877 Iteration 0F: 2 clusters Score -678274.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -673441.812500 Penalty: 4259.197754 Iteration 0F: 3 clusters Score -673441.8 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -674640.187500 Penalty: 4259.197754 Iteration 1F: 3 clusters Score -674640.2 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -674929.375000 Penalty: 4259.197754 Iteration 2F: 3 clusters Score -674929.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -675138.187500 Penalty: 4259.197754 Iteration 3F: 3 clusters Score -675138.2 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -675318.500000 Penalty: 4259.197754 Iteration 4F: 3 clusters Score -675318.5 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -675450.937500 Penalty: 4259.197754 Iteration 5Q: 3 clusters Score -675450.9 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -675575.187500 Penalty: 4259.197754 Iteration 6Q: 3 clusters Score -675575.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -675693.312500 Penalty: 4259.197754 Iteration 7Q: 3 clusters Score -675693.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -675838.687500 Penalty: 4259.197754 Iteration 8Q: 3 clusters Score -675838.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -675966.937500 Penalty: 4259.197754 Iteration 9Q: 3 clusters Score -675966.9 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -676082.250000 Penalty: 4259.197754 Iteration 10Q: 3 clusters Score -676082.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -676181.437500 Penalty: 4259.197754 Iteration 11Q: 3 clusters Score -676181.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -676265.937500 Penalty: 4259.197754 Iteration 12Q: 3 clusters Score -676265.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 4116 members Entering Unmasked Estep Score: -676346.437500 Penalty: 4259.197754 Iteration 13Q: 3 clusters Score -676346.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -676410.812500 Penalty: 4259.197754 Iteration 14Q: 3 clusters Score -676410.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -676459.437500 Penalty: 4259.197754 Iteration 15Q: 3 clusters Score -676459.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -676492.062500 Penalty: 4259.197754 Iteration 16Q: 3 clusters Score -676492.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -676527.687500 Penalty: 4259.197754 Iteration 17Q: 3 clusters Score -676527.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 4419 members Entering Unmasked Estep Score: -676567.062500 Penalty: 4259.197754 Iteration 18Q: 3 clusters Score -676567.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 4462 members Entering Unmasked Estep Score: -676593.750000 Penalty: 4259.197754 Iteration 19Q: 3 clusters Score -676593.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -676614.500000 Penalty: 4259.197754 Iteration 20F: 3 clusters Score -676614.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 4523 members Entering Unmasked Estep Score: -676631.500000 Penalty: 4259.197754 Iteration 21Q: 3 clusters Score -676631.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -676641.562500 Penalty: 4259.197754 Iteration 22Q: 3 clusters Score -676641.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -676651.750000 Penalty: 4259.197754 Iteration 23Q: 3 clusters Score -676651.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -676660.312500 Penalty: 4259.197754 Iteration 24Q: 3 clusters Score -676660.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -676666.125000 Penalty: 4259.197754 Iteration 25Q: 3 clusters Score -676666.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4584 members Entering Unmasked Estep Score: -676668.875000 Penalty: 4259.197754 Iteration 26Q: 3 clusters Score -676668.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 4590 members Entering Unmasked Estep Score: -676673.125000 Penalty: 4259.197754 Iteration 27Q: 3 clusters Score -676673.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -676676.562500 Penalty: 4259.197754 Iteration 28Q: 3 clusters Score -676676.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -676681.000000 Penalty: 4259.197754 Iteration 29Q: 3 clusters Score -676681 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -676687.000000 Penalty: 4259.197754 Iteration 30Q: 3 clusters Score -676687 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 4621 members Entering Unmasked Estep Score: -676691.000000 Penalty: 4259.197754 Iteration 31Q: 3 clusters Score -676691 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -676695.562500 Penalty: 4259.197754 Iteration 32Q: 3 clusters Score -676695.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 4638 members Entering Unmasked Estep Score: -676698.062500 Penalty: 4259.197754 Iteration 33Q: 3 clusters Score -676698.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 4643 members Entering Unmasked Estep Score: -676700.500000 Penalty: 4259.197754 Iteration 34Q: 3 clusters Score -676700.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -676704.250000 Penalty: 4259.197754 Iteration 35Q: 3 clusters Score -676704.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -676704.687500 Penalty: 4259.197754 Iteration 36Q: 3 clusters Score -676704.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 4652 members Entering Unmasked Estep Score: -676704.750000 Penalty: 4259.197754 Iteration 37Q: 3 clusters Score -676704.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -676706.750000 Penalty: 4259.197754 Iteration 38Q: 3 clusters Score -676706.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -676709.125000 Penalty: 4259.197754 Iteration 39Q: 3 clusters Score -676709.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 4660 members Entering Unmasked Estep Score: -676710.187500 Penalty: 4259.197754 Iteration 40F: 3 clusters Score -676710.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (39845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39845 members Entering Unmasked Estep Score: -5356002.500000 Penalty: 2627.002686 Iteration 0F: 2 clusters Score -5356002 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19767 members Mstep: Class 2 contains 20078 members Entering Unmasked Estep Score: -5329007.500000 Penalty: 5254.005371 Iteration 0F: 3 clusters Score -5329008 nChanged 18197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18658 members Mstep: Class 2 contains 21187 members Entering Unmasked Estep Score: -5339096.000000 Penalty: 5254.005371 Iteration 1F: 3 clusters Score -5339096 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17863 members Mstep: Class 2 contains 21982 members Entering Unmasked Estep Score: -5339638.500000 Penalty: 5254.005371 Iteration 2Q: 3 clusters Score -5339638 nChanged 1765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16698 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -5340309.000000 Penalty: 5254.005371 Iteration 3Q: 3 clusters Score -5340309 nChanged 1990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15094 members Mstep: Class 2 contains 24751 members Entering Unmasked Estep Score: -5341274.500000 Penalty: 5254.005371 Iteration 4Q: 3 clusters Score -5341274 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 26959 members Entering Unmasked Estep Score: -5342671.500000 Penalty: 5254.005371 Iteration 5F: 3 clusters Score -5342672 nChanged 2877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10129 members Mstep: Class 2 contains 29716 members Entering Unmasked Estep Score: -5344802.000000 Penalty: 5254.005371 Iteration 6F: 3 clusters Score -5344802 nChanged 3100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 32730 members Entering Unmasked Estep Score: -5347470.500000 Penalty: 5254.005371 Iteration 7F: 3 clusters Score -5347470 nChanged 2747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 35427 members Entering Unmasked Estep Score: -5349912.500000 Penalty: 5254.005371 Iteration 8F: 3 clusters Score -5349912 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 37352 members Entering Unmasked Estep Score: -5351636.500000 Penalty: 5254.005371 Iteration 9Q: 3 clusters Score -5351636 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 38495 members Entering Unmasked Estep Score: -5352675.000000 Penalty: 5254.005371 Iteration 10Q: 3 clusters Score -5352675 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 39049 members Entering Unmasked Estep Score: -5353194.000000 Penalty: 5254.005371 Iteration 11Q: 3 clusters Score -5353194 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 39307 members Entering Unmasked Estep Score: -5353456.000000 Penalty: 5254.005371 Iteration 12Q: 3 clusters Score -5353456 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 39414 members Entering Unmasked Estep Score: -5353586.500000 Penalty: 5254.005371 Iteration 13Q: 3 clusters Score -5353586 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 39472 members Entering Unmasked Estep Score: -5353661.000000 Penalty: 5254.005371 Iteration 14Q: 3 clusters Score -5353661 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 39507 members Entering Unmasked Estep Score: -5353715.500000 Penalty: 5254.005371 Iteration 15Q: 3 clusters Score -5353716 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 39525 members Entering Unmasked Estep Score: -5353761.000000 Penalty: 5254.005371 Iteration 16Q: 3 clusters Score -5353761 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 39536 members Entering Unmasked Estep Score: -5353785.000000 Penalty: 5254.005371 Iteration 17Q: 3 clusters Score -5353785 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 39541 members Entering Unmasked Estep Score: -5353802.000000 Penalty: 5254.005371 Iteration 18Q: 3 clusters Score -5353802 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 39544 members Entering Unmasked Estep Score: -5353805.000000 Penalty: 5254.005371 Iteration 19Q: 3 clusters Score -5353805 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 39547 members Entering Unmasked Estep Score: -5353803.000000 Penalty: 5254.005371 Iteration 20F: 3 clusters Score -5353803 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 39551 members Entering Unmasked Estep Score: -5353812.000000 Penalty: 5254.005371 Iteration 21Q: 3 clusters Score -5353812 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 39554 members Entering Unmasked Estep Score: -5353819.500000 Penalty: 5254.005371 Iteration 22Q: 3 clusters Score -5353820 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 39556 members Entering Unmasked Estep Score: -5353821.000000 Penalty: 5254.005371 Iteration 23Q: 3 clusters Score -5353821 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 39556 members Entering Unmasked Estep Score: -5353828.500000 Penalty: 5254.005371 Iteration 24Q: 3 clusters Score -5353828 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 39556 members Entering Unmasked Estep Score: -5353825.500000 Penalty: 5254.005371 Iteration 25Q: 3 clusters Score -5353826 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 39557 members Entering Unmasked Estep Score: -5353827.000000 Penalty: 5254.005371 Iteration 26Q: 3 clusters Score -5353827 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 39559 members Entering Unmasked Estep Score: -5353829.500000 Penalty: 5254.005371 Iteration 27Q: 3 clusters Score -5353830 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 39559 members Entering Unmasked Estep Score: -5353834.000000 Penalty: 5254.005371 Iteration 28Q: 3 clusters Score -5353834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 39561 members Entering Unmasked Estep Score: -5353833.500000 Penalty: 5254.005371 Iteration 29Q: 3 clusters Score -5353834 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 39561 members Entering Unmasked Estep Score: -5353833.500000 Penalty: 5254.005371 Iteration 30F: 3 clusters Score -5353834 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Entering Unmasked Estep Score: -171911.406250 Penalty: 1781.787964 Iteration 0F: 2 clusters Score -171911.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -169730.812500 Penalty: 3563.575928 Iteration 0F: 3 clusters Score -169730.8 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -170029.937500 Penalty: 3563.575928 Iteration 1F: 3 clusters Score -170029.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -170148.125000 Penalty: 3563.575928 Iteration 2F: 3 clusters Score -170148.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -170227.828125 Penalty: 3563.575928 Iteration 3F: 3 clusters Score -170227.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -170286.171875 Penalty: 3563.575928 Iteration 4Q: 3 clusters Score -170286.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -170322.937500 Penalty: 3563.575928 Iteration 5Q: 3 clusters Score -170322.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -170336.546875 Penalty: 3563.575928 Iteration 6Q: 3 clusters Score -170336.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -170345.765625 Penalty: 3563.575928 Iteration 7Q: 3 clusters Score -170345.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -170355.812500 Penalty: 3563.575928 Iteration 8Q: 3 clusters Score -170355.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -170363.843750 Penalty: 3563.575928 Iteration 9Q: 3 clusters Score -170363.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -170369.593750 Penalty: 3563.575928 Iteration 10Q: 3 clusters Score -170369.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -170375.171875 Penalty: 3563.575928 Iteration 11Q: 3 clusters Score -170375.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -170376.328125 Penalty: 3563.575928 Iteration 12Q: 3 clusters Score -170376.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -170376.328125 Penalty: 3563.575928 Iteration 13F: 3 clusters Score -170376.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10904 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10904 members Entering Unmasked Estep Score: -1358014.000000 Penalty: 2305.627441 Iteration 0F: 2 clusters Score -1358014 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -1349807.375000 Penalty: 4611.254883 Iteration 0F: 3 clusters Score -1349807 nChanged 4580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 5225 members Entering Unmasked Estep Score: -1352351.000000 Penalty: 4611.254883 Iteration 1F: 3 clusters Score -1352351 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -1352805.875000 Penalty: 4611.254883 Iteration 2F: 3 clusters Score -1352806 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5799 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -1353198.125000 Penalty: 4611.254883 Iteration 3F: 3 clusters Score -1353198 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -1353534.375000 Penalty: 4611.254883 Iteration 4F: 3 clusters Score -1353534 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1353826.000000 Penalty: 4611.254883 Iteration 5Q: 3 clusters Score -1353826 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5921 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -1354073.250000 Penalty: 4611.254883 Iteration 6Q: 3 clusters Score -1354073 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1354304.875000 Penalty: 4611.254883 Iteration 7Q: 3 clusters Score -1354305 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 4824 members Entering Unmasked Estep Score: -1354498.000000 Penalty: 4611.254883 Iteration 8Q: 3 clusters Score -1354498 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 4744 members Entering Unmasked Estep Score: -1354649.375000 Penalty: 4611.254883 Iteration 9Q: 3 clusters Score -1354649 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1354753.875000 Penalty: 4611.254883 Iteration 10Q: 3 clusters Score -1354754 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1354837.375000 Penalty: 4611.254883 Iteration 11Q: 3 clusters Score -1354837 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6402 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -1354910.375000 Penalty: 4611.254883 Iteration 12Q: 3 clusters Score -1354910 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -1354988.375000 Penalty: 4611.254883 Iteration 13Q: 3 clusters Score -1354988 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -1355072.125000 Penalty: 4611.254883 Iteration 14Q: 3 clusters Score -1355072 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 4257 members Entering Unmasked Estep Score: -1355142.375000 Penalty: 4611.254883 Iteration 15Q: 3 clusters Score -1355142 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1355209.625000 Penalty: 4611.254883 Iteration 16Q: 3 clusters Score -1355210 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6824 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -1355269.875000 Penalty: 4611.254883 Iteration 17Q: 3 clusters Score -1355270 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -1355326.125000 Penalty: 4611.254883 Iteration 18Q: 3 clusters Score -1355326 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -1355376.500000 Penalty: 4611.254883 Iteration 19Q: 3 clusters Score -1355376 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -1355419.000000 Penalty: 4611.254883 Iteration 20F: 3 clusters Score -1355419 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7123 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -1355449.250000 Penalty: 4611.254883 Iteration 21Q: 3 clusters Score -1355449 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -1355473.375000 Penalty: 4611.254883 Iteration 22Q: 3 clusters Score -1355473 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -1355497.250000 Penalty: 4611.254883 Iteration 23Q: 3 clusters Score -1355497 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7224 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -1355515.125000 Penalty: 4611.254883 Iteration 24Q: 3 clusters Score -1355515 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -1355535.750000 Penalty: 4611.254883 Iteration 25Q: 3 clusters Score -1355536 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7267 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -1355549.875000 Penalty: 4611.254883 Iteration 26Q: 3 clusters Score -1355550 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7302 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -1355561.625000 Penalty: 4611.254883 Iteration 27Q: 3 clusters Score -1355562 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7327 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -1355575.375000 Penalty: 4611.254883 Iteration 28Q: 3 clusters Score -1355575 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7352 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -1355587.875000 Penalty: 4611.254883 Iteration 29Q: 3 clusters Score -1355588 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -1355596.125000 Penalty: 4611.254883 Iteration 30Q: 3 clusters Score -1355596 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -1355600.000000 Penalty: 4611.254883 Iteration 31Q: 3 clusters Score -1355600 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -1355603.875000 Penalty: 4611.254883 Iteration 32Q: 3 clusters Score -1355604 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7420 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -1355609.250000 Penalty: 4611.254883 Iteration 33Q: 3 clusters Score -1355609 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7436 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -1355613.500000 Penalty: 4611.254883 Iteration 34Q: 3 clusters Score -1355614 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7450 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1355619.000000 Penalty: 4611.254883 Iteration 35Q: 3 clusters Score -1355619 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -1355619.875000 Penalty: 4611.254883 Iteration 36Q: 3 clusters Score -1355620 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7472 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -1355622.875000 Penalty: 4611.254883 Iteration 37Q: 3 clusters Score -1355623 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -1355622.250000 Penalty: 4611.254883 Iteration 38Q: 3 clusters Score -1355622 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7479 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -1355623.250000 Penalty: 4611.254883 Iteration 39Q: 3 clusters Score -1355623 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7485 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -1355626.625000 Penalty: 4611.254883 Iteration 40F: 3 clusters Score -1355627 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -1355625.000000 Penalty: 4611.254883 Iteration 41Q: 3 clusters Score -1355625 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7495 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -1355625.125000 Penalty: 4611.254883 Iteration 42Q: 3 clusters Score -1355625 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -1355626.250000 Penalty: 4611.254883 Iteration 43Q: 3 clusters Score -1355626 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7500 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -1355628.000000 Penalty: 4611.254883 Iteration 44Q: 3 clusters Score -1355628 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7506 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -1355631.500000 Penalty: 4611.254883 Iteration 45Q: 3 clusters Score -1355632 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -1355634.500000 Penalty: 4611.254883 Iteration 46Q: 3 clusters Score -1355634 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -1355636.375000 Penalty: 4611.254883 Iteration 47Q: 3 clusters Score -1355636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -1355636.750000 Penalty: 4611.254883 Iteration 48Q: 3 clusters Score -1355637 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -1355636.500000 Penalty: 4611.254883 Iteration 49Q: 3 clusters Score -1355636 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 3371 members Entering Unmasked Estep Score: -1355636.375000 Penalty: 4611.254883 Iteration 50Q: 3 clusters Score -1355636 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7539 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -1355637.125000 Penalty: 4611.254883 Iteration 51Q: 3 clusters Score -1355637 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -1355638.375000 Penalty: 4611.254883 Iteration 52Q: 3 clusters Score -1355638 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7546 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -1355636.250000 Penalty: 4611.254883 Iteration 53Q: 3 clusters Score -1355636 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -1355639.125000 Penalty: 4611.254883 Iteration 54Q: 3 clusters Score -1355639 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -1355643.000000 Penalty: 4611.254883 Iteration 55Q: 3 clusters Score -1355643 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7559 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -1355643.875000 Penalty: 4611.254883 Iteration 56Q: 3 clusters Score -1355644 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1355643.125000 Penalty: 4611.254883 Iteration 57Q: 3 clusters Score -1355643 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -1355644.000000 Penalty: 4611.254883 Iteration 58Q: 3 clusters Score -1355644 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -1355646.625000 Penalty: 4611.254883 Iteration 59Q: 3 clusters Score -1355647 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -1355643.375000 Penalty: 4611.254883 Iteration 60F: 3 clusters Score -1355643 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1355646.625000 Penalty: 4611.254883 Iteration 61Q: 3 clusters Score -1355647 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -1355644.750000 Penalty: 4611.254883 Iteration 62Q: 3 clusters Score -1355645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7593 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -1355647.875000 Penalty: 4611.254883 Iteration 63Q: 3 clusters Score -1355648 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -1355646.875000 Penalty: 4611.254883 Iteration 64Q: 3 clusters Score -1355647 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -1355646.875000 Penalty: 4611.254883 Iteration 65Q: 3 clusters Score -1355647 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 3294 members Entering Unmasked Estep Score: -1355645.250000 Penalty: 4611.254883 Iteration 66Q: 3 clusters Score -1355645 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -1355648.250000 Penalty: 4611.254883 Iteration 67Q: 3 clusters Score -1355648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7617 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1355649.875000 Penalty: 4611.254883 Iteration 68Q: 3 clusters Score -1355650 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -1355648.875000 Penalty: 4611.254883 Iteration 69Q: 3 clusters Score -1355649 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7636 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -1355655.125000 Penalty: 4611.254883 Iteration 70Q: 3 clusters Score -1355655 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -1355657.500000 Penalty: 4611.254883 Iteration 71Q: 3 clusters Score -1355658 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7649 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -1355656.875000 Penalty: 4611.254883 Iteration 72Q: 3 clusters Score -1355657 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -1355657.375000 Penalty: 4611.254883 Iteration 73Q: 3 clusters Score -1355657 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7664 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -1355657.625000 Penalty: 4611.254883 Iteration 74Q: 3 clusters Score -1355658 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1355659.625000 Penalty: 4611.254883 Iteration 75Q: 3 clusters Score -1355660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -1355661.125000 Penalty: 4611.254883 Iteration 76Q: 3 clusters Score -1355661 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -1355660.500000 Penalty: 4611.254883 Iteration 77Q: 3 clusters Score -1355660 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7686 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -1355661.000000 Penalty: 4611.254883 Iteration 78Q: 3 clusters Score -1355661 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -1355663.375000 Penalty: 4611.254883 Iteration 79Q: 3 clusters Score -1355663 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -1355667.125000 Penalty: 4611.254883 Iteration 80F: 3 clusters Score -1355667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -1355666.250000 Penalty: 4611.254883 Iteration 81Q: 3 clusters Score -1355666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7699 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -1355667.125000 Penalty: 4611.254883 Iteration 82Q: 3 clusters Score -1355667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -1355665.125000 Penalty: 4611.254883 Iteration 83Q: 3 clusters Score -1355665 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -1355668.625000 Penalty: 4611.254883 Iteration 84Q: 3 clusters Score -1355669 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7710 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -1355668.875000 Penalty: 4611.254883 Iteration 85Q: 3 clusters Score -1355669 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7714 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -1355667.750000 Penalty: 4611.254883 Iteration 86Q: 3 clusters Score -1355668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -1355666.250000 Penalty: 4611.254883 Iteration 87Q: 3 clusters Score -1355666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -1355668.875000 Penalty: 4611.254883 Iteration 88Q: 3 clusters Score -1355669 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -1355668.000000 Penalty: 4611.254883 Iteration 89Q: 3 clusters Score -1355668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1355670.750000 Penalty: 4611.254883 Iteration 90Q: 3 clusters Score -1355671 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7728 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -1355675.375000 Penalty: 4611.254883 Iteration 91Q: 3 clusters Score -1355675 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7730 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -1355675.750000 Penalty: 4611.254883 Iteration 92Q: 3 clusters Score -1355676 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -1355676.375000 Penalty: 4611.254883 Iteration 93Q: 3 clusters Score -1355676 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1355675.750000 Penalty: 4611.254883 Iteration 94Q: 3 clusters Score -1355676 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7734 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -1355675.750000 Penalty: 4611.254883 Iteration 95F: 3 clusters Score -1355676 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4341 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Entering Unmasked Estep Score: -580212.000000 Penalty: 2077.213379 Iteration 0F: 2 clusters Score -580212 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -576138.000000 Penalty: 4154.426758 Iteration 0F: 3 clusters Score -576138 nChanged 1589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -577108.687500 Penalty: 4154.426758 Iteration 1F: 3 clusters Score -577108.7 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -577326.250000 Penalty: 4154.426758 Iteration 2F: 3 clusters Score -577326.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -577476.500000 Penalty: 4154.426758 Iteration 3F: 3 clusters Score -577476.5 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -577597.875000 Penalty: 4154.426758 Iteration 4Q: 3 clusters Score -577597.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -577689.562500 Penalty: 4154.426758 Iteration 5Q: 3 clusters Score -577689.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -577756.500000 Penalty: 4154.426758 Iteration 6Q: 3 clusters Score -577756.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -577824.500000 Penalty: 4154.426758 Iteration 7Q: 3 clusters Score -577824.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -577883.875000 Penalty: 4154.426758 Iteration 8Q: 3 clusters Score -577883.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -577927.937500 Penalty: 4154.426758 Iteration 9Q: 3 clusters Score -577927.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -577962.812500 Penalty: 4154.426758 Iteration 10Q: 3 clusters Score -577962.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -577997.687500 Penalty: 4154.426758 Iteration 11Q: 3 clusters Score -577997.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -578035.812500 Penalty: 4154.426758 Iteration 12Q: 3 clusters Score -578035.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -578072.750000 Penalty: 4154.426758 Iteration 13Q: 3 clusters Score -578072.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -578105.750000 Penalty: 4154.426758 Iteration 14Q: 3 clusters Score -578105.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -578141.812500 Penalty: 4154.426758 Iteration 15Q: 3 clusters Score -578141.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -578171.687500 Penalty: 4154.426758 Iteration 16Q: 3 clusters Score -578171.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -578196.062500 Penalty: 4154.426758 Iteration 17Q: 3 clusters Score -578196.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -578222.875000 Penalty: 4154.426758 Iteration 18Q: 3 clusters Score -578222.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2536 members Entering Unmasked Estep Score: -578250.000000 Penalty: 4154.426758 Iteration 19Q: 3 clusters Score -578250 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -578275.562500 Penalty: 4154.426758 Iteration 20F: 3 clusters Score -578275.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -578299.875000 Penalty: 4154.426758 Iteration 21Q: 3 clusters Score -578299.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -578321.437500 Penalty: 4154.426758 Iteration 22Q: 3 clusters Score -578321.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -578341.062500 Penalty: 4154.426758 Iteration 23Q: 3 clusters Score -578341.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -578356.937500 Penalty: 4154.426758 Iteration 24Q: 3 clusters Score -578356.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -578370.875000 Penalty: 4154.426758 Iteration 25Q: 3 clusters Score -578370.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -578386.062500 Penalty: 4154.426758 Iteration 26Q: 3 clusters Score -578386.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -578400.500000 Penalty: 4154.426758 Iteration 27Q: 3 clusters Score -578400.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -578409.000000 Penalty: 4154.426758 Iteration 28Q: 3 clusters Score -578409 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -578417.312500 Penalty: 4154.426758 Iteration 29Q: 3 clusters Score -578417.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -578428.500000 Penalty: 4154.426758 Iteration 30Q: 3 clusters Score -578428.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -578443.812500 Penalty: 4154.426758 Iteration 31Q: 3 clusters Score -578443.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -578455.750000 Penalty: 4154.426758 Iteration 32Q: 3 clusters Score -578455.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -578462.812500 Penalty: 4154.426758 Iteration 33Q: 3 clusters Score -578462.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -578469.375000 Penalty: 4154.426758 Iteration 34Q: 3 clusters Score -578469.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -578475.062500 Penalty: 4154.426758 Iteration 35Q: 3 clusters Score -578475.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -578479.687500 Penalty: 4154.426758 Iteration 36Q: 3 clusters Score -578479.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -578482.062500 Penalty: 4154.426758 Iteration 37Q: 3 clusters Score -578482.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -578485.187500 Penalty: 4154.426758 Iteration 38Q: 3 clusters Score -578485.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -578486.812500 Penalty: 4154.426758 Iteration 39Q: 3 clusters Score -578486.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -578491.000000 Penalty: 4154.426758 Iteration 40F: 3 clusters Score -578491 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -578496.687500 Penalty: 4154.426758 Iteration 41Q: 3 clusters Score -578496.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -578499.750000 Penalty: 4154.426758 Iteration 42Q: 3 clusters Score -578499.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -578501.937500 Penalty: 4154.426758 Iteration 43Q: 3 clusters Score -578501.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -578504.125000 Penalty: 4154.426758 Iteration 44Q: 3 clusters Score -578504.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -578507.562500 Penalty: 4154.426758 Iteration 45Q: 3 clusters Score -578507.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -578510.625000 Penalty: 4154.426758 Iteration 46Q: 3 clusters Score -578510.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -578514.875000 Penalty: 4154.426758 Iteration 47Q: 3 clusters Score -578514.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -578519.937500 Penalty: 4154.426758 Iteration 48Q: 3 clusters Score -578519.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -578521.875000 Penalty: 4154.426758 Iteration 49Q: 3 clusters Score -578521.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -578525.000000 Penalty: 4154.426758 Iteration 50Q: 3 clusters Score -578525 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -578527.312500 Penalty: 4154.426758 Iteration 51Q: 3 clusters Score -578527.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -578529.437500 Penalty: 4154.426758 Iteration 52Q: 3 clusters Score -578529.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -578533.437500 Penalty: 4154.426758 Iteration 53Q: 3 clusters Score -578533.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -578536.187500 Penalty: 4154.426758 Iteration 54Q: 3 clusters Score -578536.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -578537.312500 Penalty: 4154.426758 Iteration 55Q: 3 clusters Score -578537.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -578537.312500 Penalty: 4154.426758 Iteration 56Q: 3 clusters Score -578537.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -578538.062500 Penalty: 4154.426758 Iteration 57Q: 3 clusters Score -578538.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -578537.250000 Penalty: 4154.426758 Iteration 58Q: 3 clusters Score -578537.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -578537.250000 Penalty: 4154.426758 Iteration 59F: 3 clusters Score -578537.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (108610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108610 members Entering Unmasked Estep Score: -14348593.000000 Penalty: 2875.688721 Iteration 0F: 2 clusters Score -1.434859e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54216 members Mstep: Class 2 contains 54394 members Entering Unmasked Estep Score: -14275631.000000 Penalty: 5751.377441 Iteration 0F: 3 clusters Score -1.427563e+07 nChanged 51658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53204 members Mstep: Class 2 contains 55406 members Entering Unmasked Estep Score: -14305483.000000 Penalty: 5751.377441 Iteration 1F: 3 clusters Score -1.430548e+07 nChanged 3516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52528 members Mstep: Class 2 contains 56082 members Entering Unmasked Estep Score: -14306236.000000 Penalty: 5751.377441 Iteration 2Q: 3 clusters Score -1.430624e+07 nChanged 3563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51569 members Mstep: Class 2 contains 57041 members Entering Unmasked Estep Score: -14307175.000000 Penalty: 5751.377441 Iteration 3Q: 3 clusters Score -1.430718e+07 nChanged 3722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50099 members Mstep: Class 2 contains 58511 members Entering Unmasked Estep Score: -14308117.000000 Penalty: 5751.377441 Iteration 4Q: 3 clusters Score -1.430812e+07 nChanged 4042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47939 members Mstep: Class 2 contains 60671 members Entering Unmasked Estep Score: -14309441.000000 Penalty: 5751.377441 Iteration 5Q: 3 clusters Score -1.430944e+07 nChanged 4531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44848 members Mstep: Class 2 contains 63762 members Entering Unmasked Estep Score: -14311260.000000 Penalty: 5751.377441 Iteration 6Q: 3 clusters Score -1.431126e+07 nChanged 5323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40521 members Mstep: Class 2 contains 68089 members Entering Unmasked Estep Score: -14313790.000000 Penalty: 5751.377441 Iteration 7Q: 3 clusters Score -1.431379e+07 nChanged 6386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34771 members Mstep: Class 2 contains 73839 members Entering Unmasked Estep Score: -14317913.000000 Penalty: 5751.377441 Iteration 8F: 3 clusters Score -1.431791e+07 nChanged 7265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27822 members Mstep: Class 2 contains 80788 members Entering Unmasked Estep Score: -14323199.000000 Penalty: 5751.377441 Iteration 9F: 3 clusters Score -1.43232e+07 nChanged 7641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20351 members Mstep: Class 2 contains 88259 members Entering Unmasked Estep Score: -14329384.000000 Penalty: 5751.377441 Iteration 10F: 3 clusters Score -1.432938e+07 nChanged 6818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13605 members Mstep: Class 2 contains 95005 members Entering Unmasked Estep Score: -14335278.000000 Penalty: 5751.377441 Iteration 11F: 3 clusters Score -1.433528e+07 nChanged 5041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 100022 members Entering Unmasked Estep Score: -14339681.000000 Penalty: 5751.377441 Iteration 12Q: 3 clusters Score -1.433968e+07 nChanged 3275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 103287 members Entering Unmasked Estep Score: -14342501.000000 Penalty: 5751.377441 Iteration 13Q: 3 clusters Score -1.43425e+07 nChanged 1954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 105229 members Entering Unmasked Estep Score: -14344051.000000 Penalty: 5751.377441 Iteration 14Q: 3 clusters Score -1.434405e+07 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 106318 members Entering Unmasked Estep Score: -14344865.000000 Penalty: 5751.377441 Iteration 15Q: 3 clusters Score -1.434486e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 106931 members Entering Unmasked Estep Score: -14345333.000000 Penalty: 5751.377441 Iteration 16Q: 3 clusters Score -1.434533e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 107290 members Entering Unmasked Estep Score: -14345553.000000 Penalty: 5751.377441 Iteration 17Q: 3 clusters Score -1.434555e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 107536 members Entering Unmasked Estep Score: -14345742.000000 Penalty: 5751.377441 Iteration 18Q: 3 clusters Score -1.434574e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 107706 members Entering Unmasked Estep Score: -14345898.000000 Penalty: 5751.377441 Iteration 19Q: 3 clusters Score -1.43459e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 107820 members Entering Unmasked Estep Score: -14345977.000000 Penalty: 5751.377441 Iteration 20F: 3 clusters Score -1.434598e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 107887 members Entering Unmasked Estep Score: -14346016.000000 Penalty: 5751.377441 Iteration 21Q: 3 clusters Score -1.434602e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 107931 members Entering Unmasked Estep Score: -14346072.000000 Penalty: 5751.377441 Iteration 22Q: 3 clusters Score -1.434607e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 107966 members Entering Unmasked Estep Score: -14346088.000000 Penalty: 5751.377441 Iteration 23Q: 3 clusters Score -1.434609e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 107989 members Entering Unmasked Estep Score: -14346119.000000 Penalty: 5751.377441 Iteration 24Q: 3 clusters Score -1.434612e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 108004 members Entering Unmasked Estep Score: -14346164.000000 Penalty: 5751.377441 Iteration 25Q: 3 clusters Score -1.434616e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 108019 members Entering Unmasked Estep Score: -14346182.000000 Penalty: 5751.377441 Iteration 26Q: 3 clusters Score -1.434618e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 108030 members Entering Unmasked Estep Score: -14346164.000000 Penalty: 5751.377441 Iteration 27Q: 3 clusters Score -1.434616e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 108035 members Entering Unmasked Estep Score: -14346162.000000 Penalty: 5751.377441 Iteration 28Q: 3 clusters Score -1.434616e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 108040 members Entering Unmasked Estep Score: -14346172.000000 Penalty: 5751.377441 Iteration 29Q: 3 clusters Score -1.434617e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 108046 members Entering Unmasked Estep Score: -14346173.000000 Penalty: 5751.377441 Iteration 30Q: 3 clusters Score -1.434617e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 108051 members Entering Unmasked Estep Score: -14346179.000000 Penalty: 5751.377441 Iteration 31Q: 3 clusters Score -1.434618e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 108058 members Entering Unmasked Estep Score: -14346180.000000 Penalty: 5751.377441 Iteration 32Q: 3 clusters Score -1.434618e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 108061 members Entering Unmasked Estep Score: -14346184.000000 Penalty: 5751.377441 Iteration 33Q: 3 clusters Score -1.434618e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 108067 members Entering Unmasked Estep Score: -14346204.000000 Penalty: 5751.377441 Iteration 34Q: 3 clusters Score -1.43462e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 108073 members Entering Unmasked Estep Score: -14346204.000000 Penalty: 5751.377441 Iteration 35Q: 3 clusters Score -1.43462e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 108075 members Entering Unmasked Estep Score: -14346205.000000 Penalty: 5751.377441 Iteration 36Q: 3 clusters Score -1.43462e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 108075 members Entering Unmasked Estep Score: -14346207.000000 Penalty: 5751.377441 Iteration 37Q: 3 clusters Score -1.434621e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 108077 members Entering Unmasked Estep Score: -14346221.000000 Penalty: 5751.377441 Iteration 38Q: 3 clusters Score -1.434622e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 108081 members Entering Unmasked Estep Score: -14346227.000000 Penalty: 5751.377441 Iteration 39Q: 3 clusters Score -1.434623e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 108083 members Entering Unmasked Estep Score: -14346227.000000 Penalty: 5751.377441 Iteration 40F: 3 clusters Score -1.434623e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 108083 members Entering Unmasked Estep Score: -14346233.000000 Penalty: 5751.377441 Iteration 41Q: 3 clusters Score -1.434623e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 108085 members Entering Unmasked Estep Score: -14346232.000000 Penalty: 5751.377441 Iteration 42Q: 3 clusters Score -1.434623e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 108087 members Entering Unmasked Estep Score: -14346224.000000 Penalty: 5751.377441 Iteration 43Q: 3 clusters Score -1.434622e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 108087 members Entering Unmasked Estep Score: -14346224.000000 Penalty: 5751.377441 Iteration 44F: 3 clusters Score -1.434622e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Entering Unmasked Estep Score: -453879.625000 Penalty: 2034.962036 Iteration 0F: 2 clusters Score -453879.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -450168.187500 Penalty: 4069.924072 Iteration 0F: 3 clusters Score -450168.2 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -451014.968750 Penalty: 4069.924072 Iteration 1F: 3 clusters Score -451015 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -451198.593750 Penalty: 4069.924072 Iteration 2F: 3 clusters Score -451198.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -451311.125000 Penalty: 4069.924072 Iteration 3Q: 3 clusters Score -451311.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -451407.468750 Penalty: 4069.924072 Iteration 4Q: 3 clusters Score -451407.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -451483.312500 Penalty: 4069.924072 Iteration 5Q: 3 clusters Score -451483.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -451570.343750 Penalty: 4069.924072 Iteration 6Q: 3 clusters Score -451570.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -451668.718750 Penalty: 4069.924072 Iteration 7Q: 3 clusters Score -451668.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -451781.843750 Penalty: 4069.924072 Iteration 8Q: 3 clusters Score -451781.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -451889.156250 Penalty: 4069.924072 Iteration 9Q: 3 clusters Score -451889.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -451953.906250 Penalty: 4069.924072 Iteration 10Q: 3 clusters Score -451953.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -451990.562500 Penalty: 4069.924072 Iteration 11Q: 3 clusters Score -451990.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -452014.125000 Penalty: 4069.924072 Iteration 12Q: 3 clusters Score -452014.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -452040.093750 Penalty: 4069.924072 Iteration 13Q: 3 clusters Score -452040.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -452061.031250 Penalty: 4069.924072 Iteration 14Q: 3 clusters Score -452061 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -452079.718750 Penalty: 4069.924072 Iteration 15Q: 3 clusters Score -452079.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -452095.281250 Penalty: 4069.924072 Iteration 16Q: 3 clusters Score -452095.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -452107.593750 Penalty: 4069.924072 Iteration 17Q: 3 clusters Score -452107.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -452119.156250 Penalty: 4069.924072 Iteration 18Q: 3 clusters Score -452119.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -452129.500000 Penalty: 4069.924072 Iteration 19Q: 3 clusters Score -452129.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1837 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -452138.000000 Penalty: 4069.924072 Iteration 20F: 3 clusters Score -452138 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -452148.250000 Penalty: 4069.924072 Iteration 21Q: 3 clusters Score -452148.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -452157.687500 Penalty: 4069.924072 Iteration 22Q: 3 clusters Score -452157.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -452166.718750 Penalty: 4069.924072 Iteration 23Q: 3 clusters Score -452166.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -452171.343750 Penalty: 4069.924072 Iteration 24Q: 3 clusters Score -452171.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -452174.875000 Penalty: 4069.924072 Iteration 25Q: 3 clusters Score -452174.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -452179.125000 Penalty: 4069.924072 Iteration 26Q: 3 clusters Score -452179.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -452181.812500 Penalty: 4069.924072 Iteration 27Q: 3 clusters Score -452181.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -452185.906250 Penalty: 4069.924072 Iteration 28Q: 3 clusters Score -452185.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -452189.031250 Penalty: 4069.924072 Iteration 29Q: 3 clusters Score -452189 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -452193.125000 Penalty: 4069.924072 Iteration 30Q: 3 clusters Score -452193.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -452197.125000 Penalty: 4069.924072 Iteration 31Q: 3 clusters Score -452197.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -452200.343750 Penalty: 4069.924072 Iteration 32Q: 3 clusters Score -452200.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -452202.062500 Penalty: 4069.924072 Iteration 33Q: 3 clusters Score -452202.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -452203.656250 Penalty: 4069.924072 Iteration 34Q: 3 clusters Score -452203.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -452204.312500 Penalty: 4069.924072 Iteration 35Q: 3 clusters Score -452204.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -452205.968750 Penalty: 4069.924072 Iteration 36Q: 3 clusters Score -452206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -452205.968750 Penalty: 4069.924072 Iteration 37Q: 3 clusters Score -452206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -452207.093750 Penalty: 4069.924072 Iteration 38Q: 3 clusters Score -452207.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -452208.906250 Penalty: 4069.924072 Iteration 39Q: 3 clusters Score -452208.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -452209.625000 Penalty: 4069.924072 Iteration 40F: 3 clusters Score -452209.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -452211.468750 Penalty: 4069.924072 Iteration 41Q: 3 clusters Score -452211.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -452212.656250 Penalty: 4069.924072 Iteration 42Q: 3 clusters Score -452212.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -452214.812500 Penalty: 4069.924072 Iteration 43Q: 3 clusters Score -452214.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -452218.093750 Penalty: 4069.924072 Iteration 44Q: 3 clusters Score -452218.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -452219.843750 Penalty: 4069.924072 Iteration 45Q: 3 clusters Score -452219.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -452224.750000 Penalty: 4069.924072 Iteration 46Q: 3 clusters Score -452224.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -452226.343750 Penalty: 4069.924072 Iteration 47Q: 3 clusters Score -452226.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -452227.062500 Penalty: 4069.924072 Iteration 48Q: 3 clusters Score -452227.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -452229.625000 Penalty: 4069.924072 Iteration 49Q: 3 clusters Score -452229.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -452230.593750 Penalty: 4069.924072 Iteration 50Q: 3 clusters Score -452230.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -452230.750000 Penalty: 4069.924072 Iteration 51Q: 3 clusters Score -452230.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -452230.750000 Penalty: 4069.924072 Iteration 52F: 3 clusters Score -452230.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (6454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Entering Unmasked Estep Score: -863252.062500 Penalty: 2175.568848 Iteration 0F: 2 clusters Score -863252.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -857821.500000 Penalty: 4351.137695 Iteration 0F: 3 clusters Score -857821.5 nChanged 2560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -859255.250000 Penalty: 4351.137695 Iteration 1F: 3 clusters Score -859255.2 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -859516.062500 Penalty: 4351.137695 Iteration 2F: 3 clusters Score -859516.1 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -859702.687500 Penalty: 4351.137695 Iteration 3F: 3 clusters Score -859702.7 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -859841.812500 Penalty: 4351.137695 Iteration 4Q: 3 clusters Score -859841.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 3814 members Entering Unmasked Estep Score: -859954.500000 Penalty: 4351.137695 Iteration 5Q: 3 clusters Score -859954.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -860061.375000 Penalty: 4351.137695 Iteration 6Q: 3 clusters Score -860061.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -860157.875000 Penalty: 4351.137695 Iteration 7Q: 3 clusters Score -860157.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -860229.875000 Penalty: 4351.137695 Iteration 8Q: 3 clusters Score -860229.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -860305.875000 Penalty: 4351.137695 Iteration 9Q: 3 clusters Score -860305.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -860374.812500 Penalty: 4351.137695 Iteration 10Q: 3 clusters Score -860374.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -860449.062500 Penalty: 4351.137695 Iteration 11Q: 3 clusters Score -860449.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -860530.625000 Penalty: 4351.137695 Iteration 12Q: 3 clusters Score -860530.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -860610.500000 Penalty: 4351.137695 Iteration 13Q: 3 clusters Score -860610.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -860671.750000 Penalty: 4351.137695 Iteration 14Q: 3 clusters Score -860671.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -860724.875000 Penalty: 4351.137695 Iteration 15Q: 3 clusters Score -860724.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -860761.687500 Penalty: 4351.137695 Iteration 16Q: 3 clusters Score -860761.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -860797.000000 Penalty: 4351.137695 Iteration 17Q: 3 clusters Score -860797 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -860839.875000 Penalty: 4351.137695 Iteration 18Q: 3 clusters Score -860839.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -860874.375000 Penalty: 4351.137695 Iteration 19Q: 3 clusters Score -860874.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -860904.375000 Penalty: 4351.137695 Iteration 20F: 3 clusters Score -860904.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 5137 members Entering Unmasked Estep Score: -860939.875000 Penalty: 4351.137695 Iteration 21Q: 3 clusters Score -860939.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 5198 members Entering Unmasked Estep Score: -860973.375000 Penalty: 4351.137695 Iteration 22Q: 3 clusters Score -860973.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -860999.250000 Penalty: 4351.137695 Iteration 23Q: 3 clusters Score -860999.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -861023.187500 Penalty: 4351.137695 Iteration 24Q: 3 clusters Score -861023.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -861040.500000 Penalty: 4351.137695 Iteration 25Q: 3 clusters Score -861040.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 5355 members Entering Unmasked Estep Score: -861060.812500 Penalty: 4351.137695 Iteration 26Q: 3 clusters Score -861060.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -861083.875000 Penalty: 4351.137695 Iteration 27Q: 3 clusters Score -861083.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -861107.187500 Penalty: 4351.137695 Iteration 28Q: 3 clusters Score -861107.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -861128.750000 Penalty: 4351.137695 Iteration 29Q: 3 clusters Score -861128.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -861145.750000 Penalty: 4351.137695 Iteration 30Q: 3 clusters Score -861145.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 5492 members Entering Unmasked Estep Score: -861164.062500 Penalty: 4351.137695 Iteration 31Q: 3 clusters Score -861164.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 5517 members Entering Unmasked Estep Score: -861181.250000 Penalty: 4351.137695 Iteration 32Q: 3 clusters Score -861181.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -861196.375000 Penalty: 4351.137695 Iteration 33Q: 3 clusters Score -861196.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 5565 members Entering Unmasked Estep Score: -861214.187500 Penalty: 4351.137695 Iteration 34Q: 3 clusters Score -861214.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 5591 members Entering Unmasked Estep Score: -861227.937500 Penalty: 4351.137695 Iteration 35Q: 3 clusters Score -861227.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -861238.687500 Penalty: 4351.137695 Iteration 36Q: 3 clusters Score -861238.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 5625 members Entering Unmasked Estep Score: -861247.750000 Penalty: 4351.137695 Iteration 37Q: 3 clusters Score -861247.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -861255.687500 Penalty: 4351.137695 Iteration 38Q: 3 clusters Score -861255.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 5653 members Entering Unmasked Estep Score: -861263.437500 Penalty: 4351.137695 Iteration 39Q: 3 clusters Score -861263.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -861267.562500 Penalty: 4351.137695 Iteration 40F: 3 clusters Score -861267.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 5666 members Entering Unmasked Estep Score: -861274.500000 Penalty: 4351.137695 Iteration 41Q: 3 clusters Score -861274.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 5678 members Entering Unmasked Estep Score: -861280.875000 Penalty: 4351.137695 Iteration 42Q: 3 clusters Score -861280.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 5689 members Entering Unmasked Estep Score: -861288.250000 Penalty: 4351.137695 Iteration 43Q: 3 clusters Score -861288.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 5702 members Entering Unmasked Estep Score: -861295.187500 Penalty: 4351.137695 Iteration 44Q: 3 clusters Score -861295.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -861302.937500 Penalty: 4351.137695 Iteration 45Q: 3 clusters Score -861302.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -861312.312500 Penalty: 4351.137695 Iteration 46Q: 3 clusters Score -861312.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -861326.562500 Penalty: 4351.137695 Iteration 47Q: 3 clusters Score -861326.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -861338.750000 Penalty: 4351.137695 Iteration 48Q: 3 clusters Score -861338.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -861353.562500 Penalty: 4351.137695 Iteration 49Q: 3 clusters Score -861353.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 5780 members Entering Unmasked Estep Score: -861357.250000 Penalty: 4351.137695 Iteration 50Q: 3 clusters Score -861357.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 5782 members Entering Unmasked Estep Score: -861363.812500 Penalty: 4351.137695 Iteration 51Q: 3 clusters Score -861363.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -861368.125000 Penalty: 4351.137695 Iteration 52Q: 3 clusters Score -861368.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -861372.437500 Penalty: 4351.137695 Iteration 53Q: 3 clusters Score -861372.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5807 members Entering Unmasked Estep Score: -861381.375000 Penalty: 4351.137695 Iteration 54Q: 3 clusters Score -861381.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 5814 members Entering Unmasked Estep Score: -861386.562500 Penalty: 4351.137695 Iteration 55Q: 3 clusters Score -861386.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 5819 members Entering Unmasked Estep Score: -861389.937500 Penalty: 4351.137695 Iteration 56Q: 3 clusters Score -861389.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 5825 members Entering Unmasked Estep Score: -861393.375000 Penalty: 4351.137695 Iteration 57Q: 3 clusters Score -861393.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -861393.875000 Penalty: 4351.137695 Iteration 58Q: 3 clusters Score -861393.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 5831 members Entering Unmasked Estep Score: -861396.187500 Penalty: 4351.137695 Iteration 59Q: 3 clusters Score -861396.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 5832 members Entering Unmasked Estep Score: -861397.312500 Penalty: 4351.137695 Iteration 60F: 3 clusters Score -861397.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -861398.625000 Penalty: 4351.137695 Iteration 61Q: 3 clusters Score -861398.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -861398.625000 Penalty: 4351.137695 Iteration 62F: 3 clusters Score -861398.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (10774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Entering Unmasked Estep Score: -1402517.500000 Penalty: 2302.653076 Iteration 0F: 2 clusters Score -1402518 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -1394329.250000 Penalty: 4605.306152 Iteration 0F: 3 clusters Score -1394329 nChanged 4526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -1396846.375000 Penalty: 4605.306152 Iteration 1F: 3 clusters Score -1396846 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -1397306.125000 Penalty: 4605.306152 Iteration 2F: 3 clusters Score -1397306 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 5373 members Entering Unmasked Estep Score: -1397718.875000 Penalty: 4605.306152 Iteration 3F: 3 clusters Score -1397719 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 5608 members Entering Unmasked Estep Score: -1398104.875000 Penalty: 4605.306152 Iteration 4F: 3 clusters Score -1398105 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 5899 members Entering Unmasked Estep Score: -1398438.125000 Penalty: 4605.306152 Iteration 5F: 3 clusters Score -1398438 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -1398762.875000 Penalty: 4605.306152 Iteration 6F: 3 clusters Score -1398763 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -1399063.375000 Penalty: 4605.306152 Iteration 7F: 3 clusters Score -1399063 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 7015 members Entering Unmasked Estep Score: -1399352.125000 Penalty: 4605.306152 Iteration 8Q: 3 clusters Score -1399352 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -1399626.000000 Penalty: 4605.306152 Iteration 9Q: 3 clusters Score -1399626 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2992 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -1399889.125000 Penalty: 4605.306152 Iteration 10Q: 3 clusters Score -1399889 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -1400149.625000 Penalty: 4605.306152 Iteration 11Q: 3 clusters Score -1400150 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 8471 members Entering Unmasked Estep Score: -1400360.375000 Penalty: 4605.306152 Iteration 12Q: 3 clusters Score -1400360 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 8731 members Entering Unmasked Estep Score: -1400524.125000 Penalty: 4605.306152 Iteration 13Q: 3 clusters Score -1400524 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 8929 members Entering Unmasked Estep Score: -1400650.000000 Penalty: 4605.306152 Iteration 14Q: 3 clusters Score -1400650 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 9124 members Entering Unmasked Estep Score: -1400770.000000 Penalty: 4605.306152 Iteration 15Q: 3 clusters Score -1400770 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 9285 members Entering Unmasked Estep Score: -1400869.750000 Penalty: 4605.306152 Iteration 16Q: 3 clusters Score -1400870 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 9417 members Entering Unmasked Estep Score: -1400955.125000 Penalty: 4605.306152 Iteration 17Q: 3 clusters Score -1400955 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 9529 members Entering Unmasked Estep Score: -1401024.000000 Penalty: 4605.306152 Iteration 18Q: 3 clusters Score -1401024 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 9618 members Entering Unmasked Estep Score: -1401073.125000 Penalty: 4605.306152 Iteration 19Q: 3 clusters Score -1401073 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -1401108.375000 Penalty: 4605.306152 Iteration 20F: 3 clusters Score -1401108 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 9737 members Entering Unmasked Estep Score: -1401133.250000 Penalty: 4605.306152 Iteration 21Q: 3 clusters Score -1401133 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 9776 members Entering Unmasked Estep Score: -1401149.625000 Penalty: 4605.306152 Iteration 22Q: 3 clusters Score -1401150 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 9812 members Entering Unmasked Estep Score: -1401169.875000 Penalty: 4605.306152 Iteration 23Q: 3 clusters Score -1401170 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -1401189.125000 Penalty: 4605.306152 Iteration 24Q: 3 clusters Score -1401189 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -1401195.000000 Penalty: 4605.306152 Iteration 25Q: 3 clusters Score -1401195 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -1401208.500000 Penalty: 4605.306152 Iteration 26Q: 3 clusters Score -1401208 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -1401215.125000 Penalty: 4605.306152 Iteration 27Q: 3 clusters Score -1401215 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 9907 members Entering Unmasked Estep Score: -1401222.250000 Penalty: 4605.306152 Iteration 28Q: 3 clusters Score -1401222 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -1401226.125000 Penalty: 4605.306152 Iteration 29Q: 3 clusters Score -1401226 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 9927 members Entering Unmasked Estep Score: -1401228.250000 Penalty: 4605.306152 Iteration 30Q: 3 clusters Score -1401228 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 9937 members Entering Unmasked Estep Score: -1401235.500000 Penalty: 4605.306152 Iteration 31Q: 3 clusters Score -1401236 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 9949 members Entering Unmasked Estep Score: -1401236.000000 Penalty: 4605.306152 Iteration 32Q: 3 clusters Score -1401236 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -1401236.500000 Penalty: 4605.306152 Iteration 33Q: 3 clusters Score -1401236 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 9960 members Entering Unmasked Estep Score: -1401239.375000 Penalty: 4605.306152 Iteration 34Q: 3 clusters Score -1401239 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -1401243.750000 Penalty: 4605.306152 Iteration 35Q: 3 clusters Score -1401244 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 9968 members Entering Unmasked Estep Score: -1401248.000000 Penalty: 4605.306152 Iteration 36Q: 3 clusters Score -1401248 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -1401251.250000 Penalty: 4605.306152 Iteration 37Q: 3 clusters Score -1401251 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 9977 members Entering Unmasked Estep Score: -1401251.125000 Penalty: 4605.306152 Iteration 38Q: 3 clusters Score -1401251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 9981 members Entering Unmasked Estep Score: -1401253.125000 Penalty: 4605.306152 Iteration 39Q: 3 clusters Score -1401253 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 9983 members Entering Unmasked Estep Score: -1401253.750000 Penalty: 4605.306152 Iteration 40F: 3 clusters Score -1401254 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -1401253.500000 Penalty: 4605.306152 Iteration 41Q: 3 clusters Score -1401254 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 9987 members Entering Unmasked Estep Score: -1401254.250000 Penalty: 4605.306152 Iteration 42Q: 3 clusters Score -1401254 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 9989 members Entering Unmasked Estep Score: -1401258.000000 Penalty: 4605.306152 Iteration 43Q: 3 clusters Score -1401258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 9992 members Entering Unmasked Estep Score: -1401261.000000 Penalty: 4605.306152 Iteration 44Q: 3 clusters Score -1401261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -1401259.750000 Penalty: 4605.306152 Iteration 45Q: 3 clusters Score -1401260 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -1401259.750000 Penalty: 4605.306152 Iteration 46F: 3 clusters Score -1401260 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Entering Unmasked Estep Score: -80878.031250 Penalty: 1615.648804 Iteration 0F: 2 clusters Score -80878.03 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 340 members Entering Unmasked Estep Score: -79262.625000 Penalty: 3231.297607 Iteration 0F: 3 clusters Score -79262.62 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -79523.117188 Penalty: 3231.297607 Iteration 1F: 3 clusters Score -79523.12 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -79646.609375 Penalty: 3231.297607 Iteration 2F: 3 clusters Score -79646.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -79720.359375 Penalty: 3231.297607 Iteration 3Q: 3 clusters Score -79720.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -79780.429688 Penalty: 3231.297607 Iteration 4Q: 3 clusters Score -79780.43 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -79848.570312 Penalty: 3231.297607 Iteration 5Q: 3 clusters Score -79848.57 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -79950.500000 Penalty: 3231.297607 Iteration 6Q: 3 clusters Score -79950.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -80106.054688 Penalty: 3231.297607 Iteration 7Q: 3 clusters Score -80106.05 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -80216.031250 Penalty: 3231.297607 Iteration 8Q: 3 clusters Score -80216.03 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -80332.585938 Penalty: 3231.297607 Iteration 9Q: 3 clusters Score -80332.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -80373.898438 Penalty: 3231.297607 Iteration 10Q: 3 clusters Score -80373.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -80396.085938 Penalty: 3231.297607 Iteration 11Q: 3 clusters Score -80396.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -80413.312500 Penalty: 3231.297607 Iteration 12Q: 3 clusters Score -80413.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -80425.375000 Penalty: 3231.297607 Iteration 13Q: 3 clusters Score -80425.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -80434.921875 Penalty: 3231.297607 Iteration 14Q: 3 clusters Score -80434.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -80434.921875 Penalty: 3231.297607 Iteration 15F: 3 clusters Score -80434.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -75780.757812 Penalty: 1605.141846 Iteration 0F: 2 clusters Score -75780.76 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 309 members Entering Unmasked Estep Score: -74182.007812 Penalty: 3210.283691 Iteration 0F: 3 clusters Score -74182.01 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -74437.265625 Penalty: 3210.283691 Iteration 1F: 3 clusters Score -74437.27 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -74522.281250 Penalty: 3210.283691 Iteration 2Q: 3 clusters Score -74522.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -74585.171875 Penalty: 3210.283691 Iteration 3Q: 3 clusters Score -74585.17 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -74658.710938 Penalty: 3210.283691 Iteration 4Q: 3 clusters Score -74658.71 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -74691.484375 Penalty: 3210.283691 Iteration 5Q: 3 clusters Score -74691.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -74702.179688 Penalty: 3210.283691 Iteration 6Q: 3 clusters Score -74702.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -74704.687500 Penalty: 3210.283691 Iteration 7Q: 3 clusters Score -74704.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -74708.867188 Penalty: 3210.283691 Iteration 8Q: 3 clusters Score -74708.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -74709.679688 Penalty: 3210.283691 Iteration 9Q: 3 clusters Score -74709.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -74712.273438 Penalty: 3210.283691 Iteration 10Q: 3 clusters Score -74712.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -74713.906250 Penalty: 3210.283691 Iteration 11Q: 3 clusters Score -74713.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -74716.726562 Penalty: 3210.283691 Iteration 12Q: 3 clusters Score -74716.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -74716.726562 Penalty: 3210.283691 Iteration 13F: 3 clusters Score -74716.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (73819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73819 members Entering Unmasked Estep Score: -9915040.000000 Penalty: 2779.924072 Iteration 0F: 2 clusters Score -9915040 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36936 members Mstep: Class 2 contains 36883 members Entering Unmasked Estep Score: -9865791.000000 Penalty: 5559.848145 Iteration 0F: 3 clusters Score -9865791 nChanged 34648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36952 members Mstep: Class 2 contains 36867 members Entering Unmasked Estep Score: -9885410.000000 Penalty: 5559.848145 Iteration 1F: 3 clusters Score -9885410 nChanged 2722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36736 members Mstep: Class 2 contains 37083 members Entering Unmasked Estep Score: -9886236.000000 Penalty: 5559.848145 Iteration 2Q: 3 clusters Score -9886236 nChanged 2855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36339 members Mstep: Class 2 contains 37480 members Entering Unmasked Estep Score: -9887093.000000 Penalty: 5559.848145 Iteration 3Q: 3 clusters Score -9887093 nChanged 2839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35724 members Mstep: Class 2 contains 38095 members Entering Unmasked Estep Score: -9888078.000000 Penalty: 5559.848145 Iteration 4Q: 3 clusters Score -9888078 nChanged 2988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34746 members Mstep: Class 2 contains 39073 members Entering Unmasked Estep Score: -9889108.000000 Penalty: 5559.848145 Iteration 5Q: 3 clusters Score -9889108 nChanged 3127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33389 members Mstep: Class 2 contains 40430 members Entering Unmasked Estep Score: -9890121.000000 Penalty: 5559.848145 Iteration 6Q: 3 clusters Score -9890121 nChanged 3295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31416 members Mstep: Class 2 contains 42403 members Entering Unmasked Estep Score: -9891413.000000 Penalty: 5559.848145 Iteration 7Q: 3 clusters Score -9891413 nChanged 3628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28774 members Mstep: Class 2 contains 45045 members Entering Unmasked Estep Score: -9893058.000000 Penalty: 5559.848145 Iteration 8Q: 3 clusters Score -9893058 nChanged 3933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25513 members Mstep: Class 2 contains 48306 members Entering Unmasked Estep Score: -9895024.000000 Penalty: 5559.848145 Iteration 9F: 3 clusters Score -9895024 nChanged 4013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21850 members Mstep: Class 2 contains 51969 members Entering Unmasked Estep Score: -9897422.000000 Penalty: 5559.848145 Iteration 10F: 3 clusters Score -9897422 nChanged 4017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18013 members Mstep: Class 2 contains 55806 members Entering Unmasked Estep Score: -9900145.000000 Penalty: 5559.848145 Iteration 11F: 3 clusters Score -9900145 nChanged 3867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14226 members Mstep: Class 2 contains 59593 members Entering Unmasked Estep Score: -9903156.000000 Penalty: 5559.848145 Iteration 12F: 3 clusters Score -9903156 nChanged 3395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10865 members Mstep: Class 2 contains 62954 members Entering Unmasked Estep Score: -9906029.000000 Penalty: 5559.848145 Iteration 13Q: 3 clusters Score -9906029 nChanged 2622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 65558 members Entering Unmasked Estep Score: -9908275.000000 Penalty: 5559.848145 Iteration 14Q: 3 clusters Score -9908275 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 67384 members Entering Unmasked Estep Score: -9909758.000000 Penalty: 5559.848145 Iteration 15Q: 3 clusters Score -9909758 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 68642 members Entering Unmasked Estep Score: -9910745.000000 Penalty: 5559.848145 Iteration 16Q: 3 clusters Score -9910745 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 69530 members Entering Unmasked Estep Score: -9911350.000000 Penalty: 5559.848145 Iteration 17Q: 3 clusters Score -9911350 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 70214 members Entering Unmasked Estep Score: -9911835.000000 Penalty: 5559.848145 Iteration 18Q: 3 clusters Score -9911835 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 70741 members Entering Unmasked Estep Score: -9912188.000000 Penalty: 5559.848145 Iteration 19Q: 3 clusters Score -9912188 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 71164 members Entering Unmasked Estep Score: -9912494.000000 Penalty: 5559.848145 Iteration 20F: 3 clusters Score -9912494 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 71458 members Entering Unmasked Estep Score: -9912702.000000 Penalty: 5559.848145 Iteration 21Q: 3 clusters Score -9912702 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 71681 members Entering Unmasked Estep Score: -9912837.000000 Penalty: 5559.848145 Iteration 22Q: 3 clusters Score -9912837 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 71846 members Entering Unmasked Estep Score: -9912916.000000 Penalty: 5559.848145 Iteration 23Q: 3 clusters Score -9912916 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 71976 members Entering Unmasked Estep Score: -9912991.000000 Penalty: 5559.848145 Iteration 24Q: 3 clusters Score -9912991 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 72066 members Entering Unmasked Estep Score: -9913006.000000 Penalty: 5559.848145 Iteration 25Q: 3 clusters Score -9913006 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 72142 members Entering Unmasked Estep Score: -9913039.000000 Penalty: 5559.848145 Iteration 26Q: 3 clusters Score -9913039 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 72201 members Entering Unmasked Estep Score: -9913074.000000 Penalty: 5559.848145 Iteration 27Q: 3 clusters Score -9913074 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 72251 members Entering Unmasked Estep Score: -9913110.000000 Penalty: 5559.848145 Iteration 28Q: 3 clusters Score -9913110 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 72288 members Entering Unmasked Estep Score: -9913111.000000 Penalty: 5559.848145 Iteration 29Q: 3 clusters Score -9913111 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 72321 members Entering Unmasked Estep Score: -9913110.000000 Penalty: 5559.848145 Iteration 30Q: 3 clusters Score -9913110 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 72348 members Entering Unmasked Estep Score: -9913100.000000 Penalty: 5559.848145 Iteration 31Q: 3 clusters Score -9913100 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 72373 members Entering Unmasked Estep Score: -9913094.000000 Penalty: 5559.848145 Iteration 32Q: 3 clusters Score -9913094 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 72394 members Entering Unmasked Estep Score: -9913105.000000 Penalty: 5559.848145 Iteration 33Q: 3 clusters Score -9913105 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 72411 members Entering Unmasked Estep Score: -9913116.000000 Penalty: 5559.848145 Iteration 34Q: 3 clusters Score -9913116 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 72424 members Entering Unmasked Estep Score: -9913120.000000 Penalty: 5559.848145 Iteration 35Q: 3 clusters Score -9913120 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 72438 members Entering Unmasked Estep Score: -9913127.000000 Penalty: 5559.848145 Iteration 36Q: 3 clusters Score -9913127 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 72444 members Entering Unmasked Estep Score: -9913118.000000 Penalty: 5559.848145 Iteration 37Q: 3 clusters Score -9913118 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 72445 members Entering Unmasked Estep Score: -9913111.000000 Penalty: 5559.848145 Iteration 38Q: 3 clusters Score -9913111 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 72449 members Entering Unmasked Estep Score: -9913110.000000 Penalty: 5559.848145 Iteration 39Q: 3 clusters Score -9913110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 72454 members Entering Unmasked Estep Score: -9913113.000000 Penalty: 5559.848145 Iteration 40F: 3 clusters Score -9913113 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 72462 members Entering Unmasked Estep Score: -9913113.000000 Penalty: 5559.848145 Iteration 41Q: 3 clusters Score -9913113 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 72470 members Entering Unmasked Estep Score: -9913125.000000 Penalty: 5559.848145 Iteration 42Q: 3 clusters Score -9913125 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 72477 members Entering Unmasked Estep Score: -9913131.000000 Penalty: 5559.848145 Iteration 43Q: 3 clusters Score -9913131 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 72484 members Entering Unmasked Estep Score: -9913126.000000 Penalty: 5559.848145 Iteration 44Q: 3 clusters Score -9913126 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 72494 members Entering Unmasked Estep Score: -9913130.000000 Penalty: 5559.848145 Iteration 45Q: 3 clusters Score -9913130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 72498 members Entering Unmasked Estep Score: -9913132.000000 Penalty: 5559.848145 Iteration 46Q: 3 clusters Score -9913132 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 72499 members Entering Unmasked Estep Score: -9913132.000000 Penalty: 5559.848145 Iteration 47Q: 3 clusters Score -9913132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 72500 members Entering Unmasked Estep Score: -9913135.000000 Penalty: 5559.848145 Iteration 48Q: 3 clusters Score -9913135 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 72504 members Entering Unmasked Estep Score: -9913140.000000 Penalty: 5559.848145 Iteration 49Q: 3 clusters Score -9913140 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 72505 members Entering Unmasked Estep Score: -9913142.000000 Penalty: 5559.848145 Iteration 50Q: 3 clusters Score -9913142 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 72505 members Entering Unmasked Estep Score: -9913149.000000 Penalty: 5559.848145 Iteration 51Q: 3 clusters Score -9913149 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 72505 members Entering Unmasked Estep Score: -9913149.000000 Penalty: 5559.848145 Iteration 52F: 3 clusters Score -9913149 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (783 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Entering Unmasked Estep Score: -94205.304688 Penalty: 1652.456909 Iteration 0F: 2 clusters Score -94205.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -92452.062500 Penalty: 3304.913818 Iteration 0F: 3 clusters Score -92452.06 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -92765.617188 Penalty: 3304.913818 Iteration 1F: 3 clusters Score -92765.62 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -92967.406250 Penalty: 3304.913818 Iteration 2F: 3 clusters Score -92967.41 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -93130.492188 Penalty: 3304.913818 Iteration 3F: 3 clusters Score -93130.49 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -93260.695312 Penalty: 3304.913818 Iteration 4F: 3 clusters Score -93260.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -93424.476562 Penalty: 3304.913818 Iteration 5Q: 3 clusters Score -93424.48 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -93566.187500 Penalty: 3304.913818 Iteration 6Q: 3 clusters Score -93566.19 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -93682.156250 Penalty: 3304.913818 Iteration 7Q: 3 clusters Score -93682.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -93734.085938 Penalty: 3304.913818 Iteration 8Q: 3 clusters Score -93734.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -93787.976562 Penalty: 3304.913818 Iteration 9Q: 3 clusters Score -93787.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -93885.000000 Penalty: 3304.913818 Iteration 10Q: 3 clusters Score -93885 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -94019.312500 Penalty: 3304.913818 Iteration 11Q: 3 clusters Score -94019.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -94139.085938 Penalty: 3304.913818 Iteration 12Q: 3 clusters Score -94139.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -94146.375000 Penalty: 3304.913818 Iteration 13Q: 3 clusters Score -94146.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -94148.625000 Penalty: 3304.913818 Iteration 14Q: 3 clusters Score -94148.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -94150.382812 Penalty: 3304.913818 Iteration 15Q: 3 clusters Score -94150.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -94153.398438 Penalty: 3304.913818 Iteration 16Q: 3 clusters Score -94153.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -94157.164062 Penalty: 3304.913818 Iteration 17Q: 3 clusters Score -94157.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -94161.804688 Penalty: 3304.913818 Iteration 18Q: 3 clusters Score -94161.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -94168.007812 Penalty: 3304.913818 Iteration 19Q: 3 clusters Score -94168.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -94169.546875 Penalty: 3304.913818 Iteration 20F: 3 clusters Score -94169.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -94170.226562 Penalty: 3304.913818 Iteration 21Q: 3 clusters Score -94170.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -94170.226562 Penalty: 3304.913818 Iteration 22F: 3 clusters Score -94170.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (64398 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64398 members Entering Unmasked Estep Score: -8726450.000000 Penalty: 2746.063721 Iteration 0F: 2 clusters Score -8726450 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32379 members Mstep: Class 2 contains 32019 members Entering Unmasked Estep Score: -8683474.000000 Penalty: 5492.127441 Iteration 0F: 3 clusters Score -8683474 nChanged 30022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33021 members Mstep: Class 2 contains 31377 members Entering Unmasked Estep Score: -8700734.000000 Penalty: 5492.127441 Iteration 1F: 3 clusters Score -8700734 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32986 members Mstep: Class 2 contains 31412 members Entering Unmasked Estep Score: -8702282.000000 Penalty: 5492.127441 Iteration 2Q: 3 clusters Score -8702282 nChanged 3971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32719 members Mstep: Class 2 contains 31679 members Entering Unmasked Estep Score: -8704786.000000 Penalty: 5492.127441 Iteration 3F: 3 clusters Score -8704786 nChanged 4671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32348 members Mstep: Class 2 contains 32050 members Entering Unmasked Estep Score: -8707884.000000 Penalty: 5492.127441 Iteration 4F: 3 clusters Score -8707884 nChanged 4698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32210 members Mstep: Class 2 contains 32188 members Entering Unmasked Estep Score: -8710742.000000 Penalty: 5492.127441 Iteration 5F: 3 clusters Score -8710742 nChanged 3986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32514 members Mstep: Class 2 contains 31884 members Entering Unmasked Estep Score: -8712767.000000 Penalty: 5492.127441 Iteration 6F: 3 clusters Score -8712767 nChanged 3200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33190 members Mstep: Class 2 contains 31208 members Entering Unmasked Estep Score: -8714141.000000 Penalty: 5492.127441 Iteration 7Q: 3 clusters Score -8714141 nChanged 2430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34182 members Mstep: Class 2 contains 30216 members Entering Unmasked Estep Score: -8715020.000000 Penalty: 5492.127441 Iteration 8Q: 3 clusters Score -8715020 nChanged 1951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35429 members Mstep: Class 2 contains 28969 members Entering Unmasked Estep Score: -8715777.000000 Penalty: 5492.127441 Iteration 9Q: 3 clusters Score -8715777 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36912 members Mstep: Class 2 contains 27486 members Entering Unmasked Estep Score: -8716484.000000 Penalty: 5492.127441 Iteration 10Q: 3 clusters Score -8716484 nChanged 1786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38602 members Mstep: Class 2 contains 25796 members Entering Unmasked Estep Score: -8717383.000000 Penalty: 5492.127441 Iteration 11Q: 3 clusters Score -8717383 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40503 members Mstep: Class 2 contains 23895 members Entering Unmasked Estep Score: -8718452.000000 Penalty: 5492.127441 Iteration 12Q: 3 clusters Score -8718452 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42469 members Mstep: Class 2 contains 21929 members Entering Unmasked Estep Score: -8719597.000000 Penalty: 5492.127441 Iteration 13Q: 3 clusters Score -8719597 nChanged 1845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44292 members Mstep: Class 2 contains 20106 members Entering Unmasked Estep Score: -8720378.000000 Penalty: 5492.127441 Iteration 14Q: 3 clusters Score -8720378 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45915 members Mstep: Class 2 contains 18483 members Entering Unmasked Estep Score: -8720922.000000 Penalty: 5492.127441 Iteration 15Q: 3 clusters Score -8720922 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47332 members Mstep: Class 2 contains 17066 members Entering Unmasked Estep Score: -8721337.000000 Penalty: 5492.127441 Iteration 16Q: 3 clusters Score -8721337 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48634 members Mstep: Class 2 contains 15764 members Entering Unmasked Estep Score: -8721799.000000 Penalty: 5492.127441 Iteration 17Q: 3 clusters Score -8721799 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49857 members Mstep: Class 2 contains 14541 members Entering Unmasked Estep Score: -8722187.000000 Penalty: 5492.127441 Iteration 18Q: 3 clusters Score -8722187 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50986 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -8722410.000000 Penalty: 5492.127441 Iteration 19Q: 3 clusters Score -8722410 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51994 members Mstep: Class 2 contains 12404 members Entering Unmasked Estep Score: -8722660.000000 Penalty: 5492.127441 Iteration 20F: 3 clusters Score -8722660 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52946 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -8722915.000000 Penalty: 5492.127441 Iteration 21Q: 3 clusters Score -8722915 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53795 members Mstep: Class 2 contains 10603 members Entering Unmasked Estep Score: -8723144.000000 Penalty: 5492.127441 Iteration 22Q: 3 clusters Score -8723144 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54594 members Mstep: Class 2 contains 9804 members Entering Unmasked Estep Score: -8723343.000000 Penalty: 5492.127441 Iteration 23Q: 3 clusters Score -8723343 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55273 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -8723513.000000 Penalty: 5492.127441 Iteration 24Q: 3 clusters Score -8723513 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55893 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -8723650.000000 Penalty: 5492.127441 Iteration 25Q: 3 clusters Score -8723650 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56430 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -8723798.000000 Penalty: 5492.127441 Iteration 26Q: 3 clusters Score -8723798 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56907 members Mstep: Class 2 contains 7491 members Entering Unmasked Estep Score: -8723916.000000 Penalty: 5492.127441 Iteration 27Q: 3 clusters Score -8723916 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57338 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -8724007.000000 Penalty: 5492.127441 Iteration 28Q: 3 clusters Score -8724007 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57730 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -8724077.000000 Penalty: 5492.127441 Iteration 29Q: 3 clusters Score -8724077 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58080 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -8724176.000000 Penalty: 5492.127441 Iteration 30Q: 3 clusters Score -8724176 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58378 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -8724212.000000 Penalty: 5492.127441 Iteration 31Q: 3 clusters Score -8724212 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58621 members Mstep: Class 2 contains 5777 members Entering Unmasked Estep Score: -8724290.000000 Penalty: 5492.127441 Iteration 32Q: 3 clusters Score -8724290 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58834 members Mstep: Class 2 contains 5564 members Entering Unmasked Estep Score: -8724317.000000 Penalty: 5492.127441 Iteration 33Q: 3 clusters Score -8724317 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59048 members Mstep: Class 2 contains 5350 members Entering Unmasked Estep Score: -8724379.000000 Penalty: 5492.127441 Iteration 34Q: 3 clusters Score -8724379 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59248 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -8724418.000000 Penalty: 5492.127441 Iteration 35Q: 3 clusters Score -8724418 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59428 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -8724453.000000 Penalty: 5492.127441 Iteration 36Q: 3 clusters Score -8724453 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59588 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -8724478.000000 Penalty: 5492.127441 Iteration 37Q: 3 clusters Score -8724478 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59741 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -8724490.000000 Penalty: 5492.127441 Iteration 38Q: 3 clusters Score -8724490 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59865 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -8724517.000000 Penalty: 5492.127441 Iteration 39Q: 3 clusters Score -8724517 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59975 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -8724514.000000 Penalty: 5492.127441 Iteration 40F: 3 clusters Score -8724514 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60076 members Mstep: Class 2 contains 4322 members Entering Unmasked Estep Score: -8724553.000000 Penalty: 5492.127441 Iteration 41Q: 3 clusters Score -8724553 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60173 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -8724576.000000 Penalty: 5492.127441 Iteration 42Q: 3 clusters Score -8724576 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60253 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -8724590.000000 Penalty: 5492.127441 Iteration 43Q: 3 clusters Score -8724590 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60310 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -8724620.000000 Penalty: 5492.127441 Iteration 44Q: 3 clusters Score -8724620 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60373 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -8724627.000000 Penalty: 5492.127441 Iteration 45Q: 3 clusters Score -8724627 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60423 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -8724638.000000 Penalty: 5492.127441 Iteration 46Q: 3 clusters Score -8724638 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60455 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -8724639.000000 Penalty: 5492.127441 Iteration 47Q: 3 clusters Score -8724639 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60476 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -8724637.000000 Penalty: 5492.127441 Iteration 48Q: 3 clusters Score -8724637 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60494 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -8724642.000000 Penalty: 5492.127441 Iteration 49Q: 3 clusters Score -8724642 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60513 members Mstep: Class 2 contains 3885 members Entering Unmasked Estep Score: -8724641.000000 Penalty: 5492.127441 Iteration 50Q: 3 clusters Score -8724641 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60536 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -8724642.000000 Penalty: 5492.127441 Iteration 51Q: 3 clusters Score -8724642 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60559 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -8724645.000000 Penalty: 5492.127441 Iteration 52Q: 3 clusters Score -8724645 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60575 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -8724644.000000 Penalty: 5492.127441 Iteration 53Q: 3 clusters Score -8724644 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60598 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -8724637.000000 Penalty: 5492.127441 Iteration 54Q: 3 clusters Score -8724637 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60617 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -8724650.000000 Penalty: 5492.127441 Iteration 55Q: 3 clusters Score -8724650 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60633 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -8724654.000000 Penalty: 5492.127441 Iteration 56Q: 3 clusters Score -8724654 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60649 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -8724661.000000 Penalty: 5492.127441 Iteration 57Q: 3 clusters Score -8724661 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60666 members Mstep: Class 2 contains 3732 members Entering Unmasked Estep Score: -8724669.000000 Penalty: 5492.127441 Iteration 58Q: 3 clusters Score -8724669 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60679 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -8724666.000000 Penalty: 5492.127441 Iteration 59Q: 3 clusters Score -8724666 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60690 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -8724664.000000 Penalty: 5492.127441 Iteration 60F: 3 clusters Score -8724664 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60700 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -8724675.000000 Penalty: 5492.127441 Iteration 61Q: 3 clusters Score -8724675 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60714 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -8724680.000000 Penalty: 5492.127441 Iteration 62Q: 3 clusters Score -8724680 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60727 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -8724674.000000 Penalty: 5492.127441 Iteration 63Q: 3 clusters Score -8724674 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60735 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -8724677.000000 Penalty: 5492.127441 Iteration 64Q: 3 clusters Score -8724677 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60744 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -8724674.000000 Penalty: 5492.127441 Iteration 65Q: 3 clusters Score -8724674 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60756 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -8724680.000000 Penalty: 5492.127441 Iteration 66Q: 3 clusters Score -8724680 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60762 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -8724668.000000 Penalty: 5492.127441 Iteration 67Q: 3 clusters Score -8724668 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60776 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -8724671.000000 Penalty: 5492.127441 Iteration 68Q: 3 clusters Score -8724671 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60794 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -8724662.000000 Penalty: 5492.127441 Iteration 69Q: 3 clusters Score -8724662 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60814 members Mstep: Class 2 contains 3584 members Entering Unmasked Estep Score: -8724672.000000 Penalty: 5492.127441 Iteration 70Q: 3 clusters Score -8724672 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60828 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -8724680.000000 Penalty: 5492.127441 Iteration 71Q: 3 clusters Score -8724680 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60840 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -8724697.000000 Penalty: 5492.127441 Iteration 72Q: 3 clusters Score -8724697 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60850 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -8724694.000000 Penalty: 5492.127441 Iteration 73Q: 3 clusters Score -8724694 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60860 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -8724696.000000 Penalty: 5492.127441 Iteration 74Q: 3 clusters Score -8724696 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60870 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -8724704.000000 Penalty: 5492.127441 Iteration 75Q: 3 clusters Score -8724704 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60878 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -8724706.000000 Penalty: 5492.127441 Iteration 76Q: 3 clusters Score -8724706 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60884 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -8724699.000000 Penalty: 5492.127441 Iteration 77Q: 3 clusters Score -8724699 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60895 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -8724701.000000 Penalty: 5492.127441 Iteration 78Q: 3 clusters Score -8724701 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60900 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -8724698.000000 Penalty: 5492.127441 Iteration 79Q: 3 clusters Score -8724698 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60907 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -8724702.000000 Penalty: 5492.127441 Iteration 80F: 3 clusters Score -8724702 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60914 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -8724699.000000 Penalty: 5492.127441 Iteration 81Q: 3 clusters Score -8724699 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60917 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -8724698.000000 Penalty: 5492.127441 Iteration 82Q: 3 clusters Score -8724698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60920 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -8724699.000000 Penalty: 5492.127441 Iteration 83Q: 3 clusters Score -8724699 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60923 members Mstep: Class 2 contains 3475 members Entering Unmasked Estep Score: -8724699.000000 Penalty: 5492.127441 Iteration 84Q: 3 clusters Score -8724699 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60928 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -8724688.000000 Penalty: 5492.127441 Iteration 85Q: 3 clusters Score -8724688 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60936 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -8724695.000000 Penalty: 5492.127441 Iteration 86Q: 3 clusters Score -8724695 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60940 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -8724694.000000 Penalty: 5492.127441 Iteration 87Q: 3 clusters Score -8724694 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60945 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -8724692.000000 Penalty: 5492.127441 Iteration 88Q: 3 clusters Score -8724692 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60952 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -8724692.000000 Penalty: 5492.127441 Iteration 89Q: 3 clusters Score -8724692 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60958 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -8724700.000000 Penalty: 5492.127441 Iteration 90Q: 3 clusters Score -8724700 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60966 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -8724700.000000 Penalty: 5492.127441 Iteration 91Q: 3 clusters Score -8724700 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60968 members Mstep: Class 2 contains 3430 members Entering Unmasked Estep Score: -8724692.000000 Penalty: 5492.127441 Iteration 92Q: 3 clusters Score -8724692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60967 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -8724696.000000 Penalty: 5492.127441 Iteration 93Q: 3 clusters Score -8724696 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60967 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -8724696.000000 Penalty: 5492.127441 Iteration 94F: 3 clusters Score -8724696 nChanged 0 --- Evaluating fit on full set of 1966367 points --- Entering Unmasked Estep Score: -256863904.000000 Penalty: 97036.414062 23->28 Clusters: Score -256863904.000000, best is -256853856.000000 THE BEST YET! Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 655455 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28469 members Mstep: Class 2 contains 28754 members Mstep: Class 3 contains 28612 members Mstep: Class 4 contains 28601 members Mstep: Class 5 contains 28735 members Mstep: Class 6 contains 28537 members Mstep: Class 7 contains 28400 members Mstep: Class 8 contains 28280 members Mstep: Class 9 contains 28324 members Mstep: Class 10 contains 28553 members Mstep: Class 11 contains 28677 members Mstep: Class 12 contains 28432 members Mstep: Class 13 contains 28400 members Mstep: Class 14 contains 28432 members Mstep: Class 15 contains 28363 members Mstep: Class 16 contains 28172 members Mstep: Class 17 contains 28438 members Mstep: Class 18 contains 28450 members Mstep: Class 19 contains 28572 members Mstep: Class 20 contains 28615 members Mstep: Class 21 contains 28544 members Mstep: Class 22 contains 28455 members Mstep: Class 23 contains 28640 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 688.200439 but Gain 3321.484375 Score: -81905320.000000 Penalty: 73072.671875 Iteration 0F: 23 clusters Score -8.190532e+07 nChanged 624820 Entering Unmasked Mstep Mstep: Class 0 contains 2385 members Mstep: Class 1 contains 65921 members Mstep: Class 2 contains 25385 members Mstep: Class 3 contains 6443 members Mstep: Class 4 contains 11829 members Mstep: Class 5 contains 28319 members Mstep: Class 6 contains 34813 members Mstep: Class 7 contains 75270 members Mstep: Class 8 contains 10739 members Mstep: Class 9 contains 14309 members Mstep: Class 10 contains 106573 members Mstep: Class 12 contains 24750 members Mstep: Class 13 contains 32368 members Mstep: Class 14 contains 6614 members Mstep: Class 15 contains 9515 members Mstep: Class 16 contains 22343 members Mstep: Class 17 contains 14740 members Mstep: Class 18 contains 20698 members Mstep: Class 19 contains 11943 members Mstep: Class 20 contains 57394 members Mstep: Class 21 contains 2722 members Mstep: Class 22 contains 51953 members Mstep: Class 23 contains 18429 members Entering Unmasked Estep ConsiderDeletion Score: -84037776.000000 Penalty: 73072.671875 Iteration 1F: 23 clusters Score -8.403778e+07 nChanged 263514 Entering Unmasked Mstep Mstep: Class 0 contains 2226 members Mstep: Class 1 contains 88930 members Mstep: Class 2 contains 22754 members Mstep: Class 3 contains 3314 members Mstep: Class 4 contains 5147 members Mstep: Class 5 contains 19970 members Mstep: Class 6 contains 32892 members Mstep: Class 7 contains 95424 members Mstep: Class 8 contains 14621 members Mstep: Class 9 contains 7691 members Mstep: Class 10 contains 116650 members Mstep: Class 12 contains 15970 members Mstep: Class 13 contains 28552 members Mstep: Class 14 contains 3946 members Mstep: Class 15 contains 6271 members Mstep: Class 16 contains 17848 members Mstep: Class 17 contains 7105 members Mstep: Class 18 contains 13997 members Mstep: Class 19 contains 11455 members Mstep: Class 20 contains 66127 members Mstep: Class 21 contains 3343 members Mstep: Class 22 contains 64169 members Mstep: Class 23 contains 7053 members Entering Unmasked Estep ConsiderDeletion Score: -84646920.000000 Penalty: 73072.671875 Iteration 2F: 23 clusters Score -8.464692e+07 nChanged 190221 Entering Unmasked Mstep Mstep: Class 0 contains 1728 members Mstep: Class 1 contains 98826 members Mstep: Class 2 contains 24323 members Mstep: Class 3 contains 2280 members Mstep: Class 4 contains 3386 members Mstep: Class 5 contains 12254 members Mstep: Class 6 contains 35731 members Mstep: Class 7 contains 97811 members Mstep: Class 8 contains 23468 members Mstep: Class 9 contains 5686 members Mstep: Class 10 contains 116232 members Mstep: Class 12 contains 14295 members Mstep: Class 13 contains 23507 members Mstep: Class 14 contains 3414 members Mstep: Class 15 contains 4061 members Mstep: Class 16 contains 14305 members Mstep: Class 17 contains 4978 members Mstep: Class 18 contains 11637 members Mstep: Class 19 contains 12514 members Mstep: Class 20 contains 61475 members Mstep: Class 21 contains 3772 members Mstep: Class 22 contains 77397 members Mstep: Class 23 contains 2375 members Entering Unmasked Estep ConsiderDeletion Score: -85044432.000000 Penalty: 73072.671875 Iteration 3F: 23 clusters Score -8.504443e+07 nChanged 140080 Entering Unmasked Mstep Mstep: Class 0 contains 570 members Mstep: Class 1 contains 101297 members Mstep: Class 2 contains 26122 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 3427 members Mstep: Class 5 contains 8180 members Mstep: Class 6 contains 35804 members Mstep: Class 7 contains 91623 members Mstep: Class 8 contains 32268 members Mstep: Class 9 contains 6026 members Mstep: Class 10 contains 116354 members Mstep: Class 12 contains 17589 members Mstep: Class 13 contains 20464 members Mstep: Class 14 contains 2769 members Mstep: Class 15 contains 2861 members Mstep: Class 16 contains 13069 members Mstep: Class 17 contains 4389 members Mstep: Class 18 contains 9502 members Mstep: Class 19 contains 11478 members Mstep: Class 20 contains 53428 members Mstep: Class 21 contains 3844 members Mstep: Class 22 contains 90591 members Mstep: Class 23 contains 1633 members Entering Unmasked Estep ConsiderDeletion Score: -85316928.000000 Penalty: 73072.671875 Iteration 4F: 23 clusters Score -8.531693e+07 nChanged 107425 Entering Unmasked Mstep Mstep: Class 0 contains 181 members Mstep: Class 1 contains 96409 members Mstep: Class 2 contains 27134 members Mstep: Class 3 contains 2488 members Mstep: Class 4 contains 3648 members Mstep: Class 5 contains 6669 members Mstep: Class 6 contains 35970 members Mstep: Class 7 contains 85361 members Mstep: Class 8 contains 37482 members Mstep: Class 9 contains 7035 members Mstep: Class 10 contains 116739 members Mstep: Class 12 contains 22887 members Mstep: Class 13 contains 17771 members Mstep: Class 14 contains 2014 members Mstep: Class 15 contains 2342 members Mstep: Class 16 contains 13805 members Mstep: Class 17 contains 4129 members Mstep: Class 18 contains 7553 members Mstep: Class 19 contains 8997 members Mstep: Class 20 contains 46633 members Mstep: Class 21 contains 3426 members Mstep: Class 22 contains 105389 members Mstep: Class 23 contains 1393 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 3126.051025 but Gain 3321.484375 Score: -85442176.000000 Penalty: 69751.187500 Iteration 5F: 22 clusters Score -8.544218e+07 nChanged 86997 Entering Unmasked Mstep Mstep: Class 0 contains 161 members Mstep: Class 1 contains 89046 members Mstep: Class 2 contains 28530 members Mstep: Class 3 contains 2863 members Mstep: Class 4 contains 3785 members Mstep: Class 5 contains 5936 members Mstep: Class 6 contains 36711 members Mstep: Class 7 contains 80595 members Mstep: Class 8 contains 40567 members Mstep: Class 9 contains 7453 members Mstep: Class 10 contains 118184 members Mstep: Class 12 contains 28474 members Mstep: Class 13 contains 15325 members Mstep: Class 15 contains 2132 members Mstep: Class 16 contains 15700 members Mstep: Class 17 contains 4151 members Mstep: Class 18 contains 5838 members Mstep: Class 19 contains 6658 members Mstep: Class 20 contains 39426 members Mstep: Class 21 contains 2812 members Mstep: Class 22 contains 119728 members Mstep: Class 23 contains 1380 members Entering Unmasked Estep ConsiderDeletion Score: -85532368.000000 Penalty: 69751.187500 Iteration 6F: 22 clusters Score -8.553237e+07 nChanged 68721 Entering Unmasked Mstep Mstep: Class 0 contains 146 members Mstep: Class 1 contains 81935 members Mstep: Class 2 contains 27919 members Mstep: Class 3 contains 3077 members Mstep: Class 4 contains 3661 members Mstep: Class 5 contains 5512 members Mstep: Class 6 contains 38169 members Mstep: Class 7 contains 76489 members Mstep: Class 8 contains 42729 members Mstep: Class 9 contains 7060 members Mstep: Class 10 contains 120711 members Mstep: Class 12 contains 33943 members Mstep: Class 13 contains 13148 members Mstep: Class 15 contains 2083 members Mstep: Class 16 contains 18032 members Mstep: Class 17 contains 4516 members Mstep: Class 18 contains 4363 members Mstep: Class 19 contains 4919 members Mstep: Class 20 contains 31408 members Mstep: Class 21 contains 2320 members Mstep: Class 22 contains 131937 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85603944.000000 Penalty: 69751.187500 Iteration 7F: 22 clusters Score -8.560394e+07 nChanged 56333 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 76825 members Mstep: Class 2 contains 27157 members Mstep: Class 3 contains 3079 members Mstep: Class 4 contains 3646 members Mstep: Class 5 contains 5408 members Mstep: Class 6 contains 41609 members Mstep: Class 7 contains 72461 members Mstep: Class 8 contains 44167 members Mstep: Class 9 contains 6496 members Mstep: Class 10 contains 122865 members Mstep: Class 12 contains 37926 members Mstep: Class 13 contains 11420 members Mstep: Class 15 contains 2119 members Mstep: Class 16 contains 20385 members Mstep: Class 17 contains 5136 members Mstep: Class 18 contains 3192 members Mstep: Class 19 contains 3789 members Mstep: Class 20 contains 24565 members Mstep: Class 21 contains 2061 members Mstep: Class 22 contains 139664 members Mstep: Class 23 contains 1379 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 3213.715332 but Gain 3321.484375 Score: -85670368.000000 Penalty: 66429.703125 Iteration 8F: 21 clusters Score -8.567037e+07 nChanged 48122 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 74325 members Mstep: Class 2 contains 26767 members Mstep: Class 3 contains 2846 members Mstep: Class 4 contains 3801 members Mstep: Class 5 contains 5344 members Mstep: Class 6 contains 47687 members Mstep: Class 7 contains 70172 members Mstep: Class 8 contains 45300 members Mstep: Class 9 contains 6131 members Mstep: Class 10 contains 124158 members Mstep: Class 12 contains 39687 members Mstep: Class 13 contains 10446 members Mstep: Class 15 contains 2106 members Mstep: Class 16 contains 22422 members Mstep: Class 17 contains 5983 members Mstep: Class 19 contains 3132 members Mstep: Class 20 contains 21653 members Mstep: Class 21 contains 1919 members Mstep: Class 22 contains 140106 members Mstep: Class 23 contains 1380 members Entering Unmasked Estep ConsiderDeletion Score: -85724216.000000 Penalty: 66429.703125 Iteration 9F: 21 clusters Score -8.572422e+07 nChanged 38306 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 72512 members Mstep: Class 2 contains 25786 members Mstep: Class 3 contains 2519 members Mstep: Class 4 contains 4099 members Mstep: Class 5 contains 5286 members Mstep: Class 6 contains 54788 members Mstep: Class 7 contains 71222 members Mstep: Class 8 contains 46199 members Mstep: Class 9 contains 5930 members Mstep: Class 10 contains 122424 members Mstep: Class 12 contains 40090 members Mstep: Class 13 contains 9525 members Mstep: Class 15 contains 1966 members Mstep: Class 16 contains 23801 members Mstep: Class 17 contains 6824 members Mstep: Class 19 contains 2752 members Mstep: Class 20 contains 22118 members Mstep: Class 21 contains 1840 members Mstep: Class 22 contains 134308 members Mstep: Class 23 contains 1379 members Entering Unmasked Estep ConsiderDeletion Score: -85756680.000000 Penalty: 66429.703125 Iteration 10F: 21 clusters Score -8.575668e+07 nChanged 31459 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 71151 members Mstep: Class 2 contains 24780 members Mstep: Class 3 contains 2162 members Mstep: Class 4 contains 4465 members Mstep: Class 5 contains 5232 members Mstep: Class 6 contains 60413 members Mstep: Class 7 contains 73617 members Mstep: Class 8 contains 47068 members Mstep: Class 9 contains 5941 members Mstep: Class 10 contains 120275 members Mstep: Class 12 contains 40194 members Mstep: Class 13 contains 8924 members Mstep: Class 15 contains 1798 members Mstep: Class 16 contains 24701 members Mstep: Class 17 contains 7617 members Mstep: Class 19 contains 2598 members Mstep: Class 20 contains 23134 members Mstep: Class 21 contains 1802 members Mstep: Class 22 contains 128120 members Mstep: Class 23 contains 1377 members Entering Unmasked Estep ConsiderDeletion Score: -85780096.000000 Penalty: 66429.703125 Iteration 11Q: 21 clusters Score -8.57801e+07 nChanged 26209 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 70106 members Mstep: Class 2 contains 23646 members Mstep: Class 3 contains 1827 members Mstep: Class 4 contains 4823 members Mstep: Class 5 contains 5191 members Mstep: Class 6 contains 63794 members Mstep: Class 7 contains 77098 members Mstep: Class 8 contains 47805 members Mstep: Class 9 contains 6064 members Mstep: Class 10 contains 118155 members Mstep: Class 12 contains 40299 members Mstep: Class 13 contains 8531 members Mstep: Class 15 contains 1686 members Mstep: Class 16 contains 25389 members Mstep: Class 17 contains 8327 members Mstep: Class 19 contains 2634 members Mstep: Class 20 contains 23827 members Mstep: Class 21 contains 1783 members Mstep: Class 22 contains 123010 members Mstep: Class 23 contains 1377 members Entering Unmasked Estep ConsiderDeletion Score: -85800824.000000 Penalty: 66429.703125 Iteration 12Q: 21 clusters Score -8.580082e+07 nChanged 22766 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 69183 members Mstep: Class 2 contains 22431 members Mstep: Class 3 contains 1620 members Mstep: Class 4 contains 5024 members Mstep: Class 5 contains 5167 members Mstep: Class 6 contains 65816 members Mstep: Class 7 contains 81324 members Mstep: Class 8 contains 48350 members Mstep: Class 9 contains 6191 members Mstep: Class 10 contains 116327 members Mstep: Class 12 contains 40381 members Mstep: Class 13 contains 8350 members Mstep: Class 15 contains 1643 members Mstep: Class 16 contains 25584 members Mstep: Class 17 contains 9043 members Mstep: Class 19 contains 2686 members Mstep: Class 20 contains 24013 members Mstep: Class 21 contains 1755 members Mstep: Class 22 contains 119107 members Mstep: Class 23 contains 1376 members Entering Unmasked Estep ConsiderDeletion Score: -85819816.000000 Penalty: 66429.703125 Iteration 13Q: 21 clusters Score -8.581982e+07 nChanged 19054 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 68334 members Mstep: Class 2 contains 21142 members Mstep: Class 3 contains 1495 members Mstep: Class 4 contains 5180 members Mstep: Class 5 contains 5158 members Mstep: Class 6 contains 67243 members Mstep: Class 7 contains 84669 members Mstep: Class 8 contains 48759 members Mstep: Class 9 contains 6278 members Mstep: Class 10 contains 115235 members Mstep: Class 12 contains 40474 members Mstep: Class 13 contains 8278 members Mstep: Class 15 contains 1653 members Mstep: Class 16 contains 25000 members Mstep: Class 17 contains 9633 members Mstep: Class 19 contains 2750 members Mstep: Class 20 contains 23218 members Mstep: Class 21 contains 1724 members Mstep: Class 22 contains 117772 members Mstep: Class 23 contains 1376 members Entering Unmasked Estep ConsiderDeletion Score: -85832144.000000 Penalty: 66429.703125 Iteration 14Q: 21 clusters Score -8.583214e+07 nChanged 15059 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 67590 members Mstep: Class 2 contains 19862 members Mstep: Class 3 contains 1413 members Mstep: Class 4 contains 5264 members Mstep: Class 5 contains 5143 members Mstep: Class 6 contains 68325 members Mstep: Class 7 contains 86560 members Mstep: Class 8 contains 49048 members Mstep: Class 9 contains 6349 members Mstep: Class 10 contains 114769 members Mstep: Class 12 contains 40560 members Mstep: Class 13 contains 8224 members Mstep: Class 15 contains 1706 members Mstep: Class 16 contains 23923 members Mstep: Class 17 contains 10151 members Mstep: Class 19 contains 2783 members Mstep: Class 20 contains 21651 members Mstep: Class 21 contains 1703 members Mstep: Class 22 contains 118971 members Mstep: Class 23 contains 1376 members Entering Unmasked Estep ConsiderDeletion Score: -85839360.000000 Penalty: 66429.703125 Iteration 15Q: 21 clusters Score -8.583936e+07 nChanged 11990 Entering Unmasked Mstep Mstep: Class 0 contains 84 members Mstep: Class 1 contains 66864 members Mstep: Class 2 contains 18602 members Mstep: Class 3 contains 1351 members Mstep: Class 4 contains 5337 members Mstep: Class 5 contains 5131 members Mstep: Class 6 contains 69249 members Mstep: Class 7 contains 87662 members Mstep: Class 8 contains 49242 members Mstep: Class 9 contains 6452 members Mstep: Class 10 contains 114541 members Mstep: Class 12 contains 40632 members Mstep: Class 13 contains 8250 members Mstep: Class 15 contains 1773 members Mstep: Class 16 contains 22705 members Mstep: Class 17 contains 10592 members Mstep: Class 19 contains 2817 members Mstep: Class 20 contains 19844 members Mstep: Class 21 contains 1688 members Mstep: Class 22 contains 121263 members Mstep: Class 23 contains 1376 members Entering Unmasked Estep ConsiderDeletion Score: -85844040.000000 Penalty: 66429.703125 Iteration 16Q: 21 clusters Score -8.584404e+07 nChanged 9874 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 66247 members Mstep: Class 2 contains 17437 members Mstep: Class 3 contains 1312 members Mstep: Class 4 contains 5364 members Mstep: Class 5 contains 5121 members Mstep: Class 6 contains 69983 members Mstep: Class 7 contains 88522 members Mstep: Class 8 contains 49426 members Mstep: Class 9 contains 6521 members Mstep: Class 10 contains 114408 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 8320 members Mstep: Class 15 contains 1852 members Mstep: Class 16 contains 21441 members Mstep: Class 17 contains 10981 members Mstep: Class 19 contains 2864 members Mstep: Class 20 contains 18005 members Mstep: Class 21 contains 1679 members Mstep: Class 22 contains 123787 members Mstep: Class 23 contains 1376 members Entering Unmasked Estep ConsiderDeletion Score: -85847936.000000 Penalty: 66429.703125 Iteration 17Q: 21 clusters Score -8.584794e+07 nChanged 8283 Entering Unmasked Mstep Mstep: Class 0 contains 85 members Mstep: Class 1 contains 65714 members Mstep: Class 2 contains 16473 members Mstep: Class 3 contains 1300 members Mstep: Class 4 contains 5382 members Mstep: Class 5 contains 5116 members Mstep: Class 6 contains 70551 members Mstep: Class 7 contains 89372 members Mstep: Class 8 contains 49585 members Mstep: Class 9 contains 6592 members Mstep: Class 10 contains 114230 members Mstep: Class 12 contains 40790 members Mstep: Class 13 contains 8359 members Mstep: Class 15 contains 1927 members Mstep: Class 16 contains 20202 members Mstep: Class 17 contains 11333 members Mstep: Class 19 contains 2911 members Mstep: Class 20 contains 16275 members Mstep: Class 21 contains 1669 members Mstep: Class 22 contains 126213 members Mstep: Class 23 contains 1376 members Entering Unmasked Estep ConsiderDeletion Score: -85850656.000000 Penalty: 66429.703125 Iteration 18Q: 21 clusters Score -8.585066e+07 nChanged 7270 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 65243 members Mstep: Class 2 contains 15659 members Mstep: Class 3 contains 1290 members Mstep: Class 4 contains 5385 members Mstep: Class 5 contains 5116 members Mstep: Class 6 contains 71037 members Mstep: Class 7 contains 90202 members Mstep: Class 8 contains 49700 members Mstep: Class 9 contains 6672 members Mstep: Class 10 contains 114068 members Mstep: Class 12 contains 40856 members Mstep: Class 13 contains 8387 members Mstep: Class 15 contains 1977 members Mstep: Class 16 contains 19031 members Mstep: Class 17 contains 11661 members Mstep: Class 19 contains 2945 members Mstep: Class 20 contains 14554 members Mstep: Class 21 contains 1660 members Mstep: Class 22 contains 128550 members Mstep: Class 23 contains 1376 members Entering Unmasked Estep ConsiderDeletion Score: -85853264.000000 Penalty: 66429.703125 Iteration 19Q: 21 clusters Score -8.585326e+07 nChanged 6450 Entering Unmasked Mstep Mstep: Class 0 contains 87 members Mstep: Class 1 contains 64879 members Mstep: Class 2 contains 14953 members Mstep: Class 3 contains 1283 members Mstep: Class 4 contains 5389 members Mstep: Class 5 contains 5108 members Mstep: Class 6 contains 71429 members Mstep: Class 7 contains 91081 members Mstep: Class 8 contains 49799 members Mstep: Class 9 contains 6748 members Mstep: Class 10 contains 113903 members Mstep: Class 12 contains 40912 members Mstep: Class 13 contains 8402 members Mstep: Class 15 contains 2016 members Mstep: Class 16 contains 17908 members Mstep: Class 17 contains 11904 members Mstep: Class 19 contains 2985 members Mstep: Class 20 contains 12829 members Mstep: Class 21 contains 1654 members Mstep: Class 22 contains 130810 members Mstep: Class 23 contains 1376 members Entering Unmasked Estep ConsiderDeletion Score: -85856216.000000 Penalty: 66429.703125 Iteration 20F: 21 clusters Score -8.585622e+07 nChanged 6160 Entering Unmasked Mstep Mstep: Class 0 contains 86 members Mstep: Class 1 contains 64583 members Mstep: Class 2 contains 14330 members Mstep: Class 3 contains 1283 members Mstep: Class 4 contains 5425 members Mstep: Class 5 contains 5101 members Mstep: Class 6 contains 71809 members Mstep: Class 7 contains 92054 members Mstep: Class 8 contains 49868 members Mstep: Class 9 contains 6797 members Mstep: Class 10 contains 113559 members Mstep: Class 12 contains 40944 members Mstep: Class 13 contains 8574 members Mstep: Class 15 contains 2063 members Mstep: Class 16 contains 16820 members Mstep: Class 17 contains 12131 members Mstep: Class 19 contains 3051 members Mstep: Class 20 contains 11249 members Mstep: Class 21 contains 1614 members Mstep: Class 22 contains 132738 members Mstep: Class 23 contains 1376 members Entering Unmasked Estep ConsiderDeletion Score: -85859432.000000 Penalty: 66429.703125 Iteration 21Q: 21 clusters Score -8.585943e+07 nChanged 5779 Entering Unmasked Mstep Mstep: Class 0 contains 88 members Mstep: Class 1 contains 64318 members Mstep: Class 2 contains 13798 members Mstep: Class 3 contains 1261 members Mstep: Class 4 contains 5451 members Mstep: Class 5 contains 5097 members Mstep: Class 6 contains 72173 members Mstep: Class 7 contains 93010 members Mstep: Class 8 contains 49943 members Mstep: Class 9 contains 6840 members Mstep: Class 10 contains 113229 members Mstep: Class 12 contains 40984 members Mstep: Class 13 contains 8665 members Mstep: Class 15 contains 2100 members Mstep: Class 16 contains 15871 members Mstep: Class 17 contains 12340 members Mstep: Class 19 contains 3095 members Mstep: Class 20 contains 9725 members Mstep: Class 21 contains 1587 members Mstep: Class 22 contains 134503 members Mstep: Class 23 contains 1377 members Entering Unmasked Estep ConsiderDeletion Score: -85861552.000000 Penalty: 66429.703125 Iteration 22Q: 21 clusters Score -8.586155e+07 nChanged 5238 Entering Unmasked Mstep Mstep: Class 0 contains 88 members Mstep: Class 1 contains 64069 members Mstep: Class 2 contains 13359 members Mstep: Class 3 contains 1221 members Mstep: Class 4 contains 5495 members Mstep: Class 5 contains 5090 members Mstep: Class 6 contains 72501 members Mstep: Class 7 contains 93897 members Mstep: Class 8 contains 50019 members Mstep: Class 9 contains 6895 members Mstep: Class 10 contains 112951 members Mstep: Class 12 contains 41021 members Mstep: Class 13 contains 8675 members Mstep: Class 15 contains 2127 members Mstep: Class 16 contains 15022 members Mstep: Class 17 contains 12536 members Mstep: Class 19 contains 3130 members Mstep: Class 20 contains 8269 members Mstep: Class 21 contains 1574 members Mstep: Class 22 contains 136139 members Mstep: Class 23 contains 1377 members Entering Unmasked Estep ConsiderDeletion Score: -85863616.000000 Penalty: 66429.703125 Iteration 23Q: 21 clusters Score -8.586362e+07 nChanged 4765 Entering Unmasked Mstep Mstep: Class 0 contains 89 members Mstep: Class 1 contains 63832 members Mstep: Class 2 contains 12978 members Mstep: Class 3 contains 1185 members Mstep: Class 4 contains 5517 members Mstep: Class 5 contains 5082 members Mstep: Class 6 contains 72816 members Mstep: Class 7 contains 94701 members Mstep: Class 8 contains 50079 members Mstep: Class 9 contains 6925 members Mstep: Class 10 contains 112594 members Mstep: Class 12 contains 41038 members Mstep: Class 13 contains 8682 members Mstep: Class 15 contains 2154 members Mstep: Class 16 contains 14362 members Mstep: Class 17 contains 12734 members Mstep: Class 19 contains 3142 members Mstep: Class 20 contains 6965 members Mstep: Class 21 contains 1564 members Mstep: Class 22 contains 137639 members Mstep: Class 23 contains 1377 members Entering Unmasked Estep ConsiderDeletion Score: -85866176.000000 Penalty: 66429.703125 Iteration 24Q: 21 clusters Score -8.586618e+07 nChanged 4291 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 63580 members Mstep: Class 2 contains 12653 members Mstep: Class 3 contains 1173 members Mstep: Class 4 contains 5521 members Mstep: Class 5 contains 5075 members Mstep: Class 6 contains 73065 members Mstep: Class 7 contains 95416 members Mstep: Class 8 contains 50129 members Mstep: Class 9 contains 6948 members Mstep: Class 10 contains 112189 members Mstep: Class 12 contains 41020 members Mstep: Class 13 contains 8670 members Mstep: Class 15 contains 2188 members Mstep: Class 16 contains 13960 members Mstep: Class 17 contains 12900 members Mstep: Class 19 contains 3160 members Mstep: Class 20 contains 5891 members Mstep: Class 21 contains 1553 members Mstep: Class 22 contains 138897 members Mstep: Class 23 contains 1377 members Entering Unmasked Estep ConsiderDeletion Score: -85867688.000000 Penalty: 66429.703125 Iteration 25Q: 21 clusters Score -8.586769e+07 nChanged 3713 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 63372 members Mstep: Class 2 contains 12402 members Mstep: Class 3 contains 1173 members Mstep: Class 4 contains 5527 members Mstep: Class 5 contains 5071 members Mstep: Class 6 contains 73286 members Mstep: Class 7 contains 96037 members Mstep: Class 8 contains 50163 members Mstep: Class 9 contains 6938 members Mstep: Class 10 contains 111739 members Mstep: Class 12 contains 40995 members Mstep: Class 13 contains 8659 members Mstep: Class 15 contains 2201 members Mstep: Class 16 contains 13706 members Mstep: Class 17 contains 13043 members Mstep: Class 19 contains 3183 members Mstep: Class 20 contains 4987 members Mstep: Class 21 contains 1537 members Mstep: Class 22 contains 139968 members Mstep: Class 23 contains 1377 members Entering Unmasked Estep ConsiderDeletion Score: -85868672.000000 Penalty: 66429.703125 Iteration 26Q: 21 clusters Score -8.586867e+07 nChanged 3221 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 63176 members Mstep: Class 2 contains 12168 members Mstep: Class 3 contains 1170 members Mstep: Class 4 contains 5514 members Mstep: Class 5 contains 5069 members Mstep: Class 6 contains 73502 members Mstep: Class 7 contains 96546 members Mstep: Class 8 contains 50179 members Mstep: Class 9 contains 6928 members Mstep: Class 10 contains 111333 members Mstep: Class 12 contains 40956 members Mstep: Class 13 contains 8627 members Mstep: Class 15 contains 2213 members Mstep: Class 16 contains 13585 members Mstep: Class 17 contains 13201 members Mstep: Class 19 contains 3197 members Mstep: Class 20 contains 4260 members Mstep: Class 21 contains 1531 members Mstep: Class 22 contains 140829 members Mstep: Class 23 contains 1377 members Entering Unmasked Estep ConsiderDeletion Score: -85870160.000000 Penalty: 66429.703125 Iteration 27Q: 21 clusters Score -8.587016e+07 nChanged 2704 Entering Unmasked Mstep Mstep: Class 0 contains 97 members Mstep: Class 1 contains 62998 members Mstep: Class 2 contains 11968 members Mstep: Class 3 contains 1170 members Mstep: Class 4 contains 5513 members Mstep: Class 5 contains 5064 members Mstep: Class 6 contains 73684 members Mstep: Class 7 contains 96928 members Mstep: Class 8 contains 50201 members Mstep: Class 9 contains 6920 members Mstep: Class 10 contains 110930 members Mstep: Class 12 contains 40912 members Mstep: Class 13 contains 8595 members Mstep: Class 15 contains 2222 members Mstep: Class 16 contains 13623 members Mstep: Class 17 contains 13335 members Mstep: Class 19 contains 3196 members Mstep: Class 20 contains 3677 members Mstep: Class 21 contains 1520 members Mstep: Class 22 contains 141524 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85871512.000000 Penalty: 66429.703125 Iteration 28Q: 21 clusters Score -8.587151e+07 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62855 members Mstep: Class 2 contains 11797 members Mstep: Class 3 contains 1175 members Mstep: Class 4 contains 5511 members Mstep: Class 5 contains 5062 members Mstep: Class 6 contains 73852 members Mstep: Class 7 contains 97246 members Mstep: Class 8 contains 50220 members Mstep: Class 9 contains 6904 members Mstep: Class 10 contains 110440 members Mstep: Class 12 contains 40874 members Mstep: Class 13 contains 8587 members Mstep: Class 15 contains 2230 members Mstep: Class 16 contains 13726 members Mstep: Class 17 contains 13461 members Mstep: Class 19 contains 3213 members Mstep: Class 20 contains 3201 members Mstep: Class 21 contains 1512 members Mstep: Class 22 contains 142116 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 3213.297363 but Gain 3321.488281 Score: -85872944.000000 Penalty: 63108.214844 Iteration 29Q: 20 clusters Score -8.587294e+07 nChanged 4906 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 62717 members Mstep: Class 2 contains 11630 members Mstep: Class 3 contains 1171 members Mstep: Class 4 contains 5514 members Mstep: Class 5 contains 5062 members Mstep: Class 6 contains 74015 members Mstep: Class 7 contains 97521 members Mstep: Class 8 contains 50244 members Mstep: Class 9 contains 6884 members Mstep: Class 10 contains 110064 members Mstep: Class 12 contains 40857 members Mstep: Class 13 contains 8574 members Mstep: Class 15 contains 2236 members Mstep: Class 16 contains 13810 members Mstep: Class 17 contains 13609 members Mstep: Class 19 contains 3231 members Mstep: Class 21 contains 1507 members Mstep: Class 22 contains 145337 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85876592.000000 Penalty: 63108.214844 Iteration 30Q: 20 clusters Score -8.587659e+07 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 62589 members Mstep: Class 2 contains 11476 members Mstep: Class 3 contains 1167 members Mstep: Class 4 contains 5518 members Mstep: Class 5 contains 5058 members Mstep: Class 6 contains 74200 members Mstep: Class 7 contains 97732 members Mstep: Class 8 contains 50271 members Mstep: Class 9 contains 6854 members Mstep: Class 10 contains 109657 members Mstep: Class 12 contains 40829 members Mstep: Class 13 contains 8616 members Mstep: Class 15 contains 2246 members Mstep: Class 16 contains 13954 members Mstep: Class 17 contains 13752 members Mstep: Class 19 contains 3245 members Mstep: Class 21 contains 1502 members Mstep: Class 22 contains 145317 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85876760.000000 Penalty: 63108.214844 Iteration 31Q: 20 clusters Score -8.587676e+07 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 94 members Mstep: Class 1 contains 62477 members Mstep: Class 2 contains 11304 members Mstep: Class 3 contains 1166 members Mstep: Class 4 contains 5518 members Mstep: Class 5 contains 5051 members Mstep: Class 6 contains 74353 members Mstep: Class 7 contains 97938 members Mstep: Class 8 contains 50299 members Mstep: Class 9 contains 6829 members Mstep: Class 10 contains 109355 members Mstep: Class 12 contains 40800 members Mstep: Class 13 contains 8634 members Mstep: Class 15 contains 2255 members Mstep: Class 16 contains 14088 members Mstep: Class 17 contains 13868 members Mstep: Class 19 contains 3259 members Mstep: Class 21 contains 1500 members Mstep: Class 22 contains 145289 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85876856.000000 Penalty: 63108.214844 Iteration 32Q: 20 clusters Score -8.587686e+07 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62385 members Mstep: Class 2 contains 11179 members Mstep: Class 3 contains 1167 members Mstep: Class 4 contains 5521 members Mstep: Class 5 contains 5048 members Mstep: Class 6 contains 74480 members Mstep: Class 7 contains 98108 members Mstep: Class 8 contains 50319 members Mstep: Class 9 contains 6781 members Mstep: Class 10 contains 109061 members Mstep: Class 12 contains 40788 members Mstep: Class 13 contains 8629 members Mstep: Class 15 contains 2260 members Mstep: Class 16 contains 14249 members Mstep: Class 17 contains 13957 members Mstep: Class 19 contains 3266 members Mstep: Class 21 contains 1498 members Mstep: Class 22 contains 145286 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85876936.000000 Penalty: 63108.214844 Iteration 33Q: 20 clusters Score -8.587694e+07 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62315 members Mstep: Class 2 contains 11074 members Mstep: Class 3 contains 1169 members Mstep: Class 4 contains 5527 members Mstep: Class 5 contains 5048 members Mstep: Class 6 contains 74595 members Mstep: Class 7 contains 98228 members Mstep: Class 8 contains 50331 members Mstep: Class 9 contains 6746 members Mstep: Class 10 contains 108796 members Mstep: Class 12 contains 40787 members Mstep: Class 13 contains 8611 members Mstep: Class 15 contains 2264 members Mstep: Class 16 contains 14385 members Mstep: Class 17 contains 14049 members Mstep: Class 19 contains 3272 members Mstep: Class 21 contains 1498 members Mstep: Class 22 contains 145287 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85877168.000000 Penalty: 63108.214844 Iteration 34Q: 20 clusters Score -8.587717e+07 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62244 members Mstep: Class 2 contains 10988 members Mstep: Class 3 contains 1173 members Mstep: Class 4 contains 5531 members Mstep: Class 5 contains 5044 members Mstep: Class 6 contains 74698 members Mstep: Class 7 contains 98332 members Mstep: Class 8 contains 50347 members Mstep: Class 9 contains 6732 members Mstep: Class 10 contains 108539 members Mstep: Class 12 contains 40776 members Mstep: Class 13 contains 8600 members Mstep: Class 15 contains 2266 members Mstep: Class 16 contains 14522 members Mstep: Class 17 contains 14125 members Mstep: Class 19 contains 3282 members Mstep: Class 21 contains 1497 members Mstep: Class 22 contains 145286 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85877192.000000 Penalty: 63108.214844 Iteration 35Q: 20 clusters Score -8.587719e+07 nChanged 714 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62180 members Mstep: Class 2 contains 10925 members Mstep: Class 3 contains 1172 members Mstep: Class 4 contains 5529 members Mstep: Class 5 contains 5042 members Mstep: Class 6 contains 74801 members Mstep: Class 7 contains 98427 members Mstep: Class 8 contains 50350 members Mstep: Class 9 contains 6707 members Mstep: Class 10 contains 108315 members Mstep: Class 12 contains 40769 members Mstep: Class 13 contains 8586 members Mstep: Class 15 contains 2274 members Mstep: Class 16 contains 14637 members Mstep: Class 17 contains 14204 members Mstep: Class 19 contains 3284 members Mstep: Class 21 contains 1497 members Mstep: Class 22 contains 145283 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85877168.000000 Penalty: 63108.214844 Iteration 36Q: 20 clusters Score -8.587717e+07 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 96 members Mstep: Class 1 contains 62131 members Mstep: Class 2 contains 10866 members Mstep: Class 3 contains 1173 members Mstep: Class 4 contains 5526 members Mstep: Class 5 contains 5038 members Mstep: Class 6 contains 74896 members Mstep: Class 7 contains 98520 members Mstep: Class 8 contains 50346 members Mstep: Class 9 contains 6688 members Mstep: Class 10 contains 108111 members Mstep: Class 12 contains 40757 members Mstep: Class 13 contains 8576 members Mstep: Class 15 contains 2283 members Mstep: Class 16 contains 14739 members Mstep: Class 17 contains 14259 members Mstep: Class 19 contains 3298 members Mstep: Class 21 contains 1497 members Mstep: Class 22 contains 145277 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85877136.000000 Penalty: 63108.214844 Iteration 37Q: 20 clusters Score -8.587714e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62088 members Mstep: Class 2 contains 10809 members Mstep: Class 3 contains 1174 members Mstep: Class 4 contains 5530 members Mstep: Class 5 contains 5033 members Mstep: Class 6 contains 74956 members Mstep: Class 7 contains 98604 members Mstep: Class 8 contains 50350 members Mstep: Class 9 contains 6669 members Mstep: Class 10 contains 107947 members Mstep: Class 12 contains 40754 members Mstep: Class 13 contains 8546 members Mstep: Class 15 contains 2291 members Mstep: Class 16 contains 14842 members Mstep: Class 17 contains 14314 members Mstep: Class 19 contains 3307 members Mstep: Class 21 contains 1497 members Mstep: Class 22 contains 145271 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep ConsiderDeletion Score: -85877256.000000 Penalty: 63108.214844 Iteration 38Q: 20 clusters Score -8.587726e+07 nChanged 538 Entering ConstructFrom: Score: -85877256.000000 Penalty: 63108.214844 Entering ConstructFrom: Trying to split cluster 1 (62050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62050 members Entering Unmasked Estep Score: -8422778.000000 Penalty: 2736.852539 Iteration 0F: 2 clusters Score -8422778 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30974 members Mstep: Class 2 contains 31076 members Entering Unmasked Estep Score: -8381114.000000 Penalty: 5473.705078 Iteration 0F: 3 clusters Score -8381114 nChanged 28947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29909 members Mstep: Class 2 contains 32141 members Entering Unmasked Estep Score: -8397321.000000 Penalty: 5473.705078 Iteration 1F: 3 clusters Score -8397321 nChanged 2080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29385 members Mstep: Class 2 contains 32665 members Entering Unmasked Estep Score: -8397820.000000 Penalty: 5473.705078 Iteration 2Q: 3 clusters Score -8397820 nChanged 2095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28602 members Mstep: Class 2 contains 33448 members Entering Unmasked Estep Score: -8398331.000000 Penalty: 5473.705078 Iteration 3Q: 3 clusters Score -8398331 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27390 members Mstep: Class 2 contains 34660 members Entering Unmasked Estep Score: -8399057.000000 Penalty: 5473.705078 Iteration 4Q: 3 clusters Score -8399057 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25712 members Mstep: Class 2 contains 36338 members Entering Unmasked Estep Score: -8399902.000000 Penalty: 5473.705078 Iteration 5Q: 3 clusters Score -8399902 nChanged 2980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23386 members Mstep: Class 2 contains 38664 members Entering Unmasked Estep Score: -8401271.000000 Penalty: 5473.705078 Iteration 6Q: 3 clusters Score -8401271 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20189 members Mstep: Class 2 contains 41861 members Entering Unmasked Estep Score: -8403334.000000 Penalty: 5473.705078 Iteration 7F: 3 clusters Score -8403334 nChanged 4324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16213 members Mstep: Class 2 contains 45837 members Entering Unmasked Estep Score: -8406373.000000 Penalty: 5473.705078 Iteration 8F: 3 clusters Score -8406373 nChanged 4548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 50223 members Entering Unmasked Estep Score: -8409923.000000 Penalty: 5473.705078 Iteration 9F: 3 clusters Score -8409923 nChanged 4090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7797 members Mstep: Class 2 contains 54253 members Entering Unmasked Estep Score: -8413451.000000 Penalty: 5473.705078 Iteration 10F: 3 clusters Score -8413451 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 57416 members Entering Unmasked Estep Score: -8416254.000000 Penalty: 5473.705078 Iteration 11F: 3 clusters Score -8416254 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 59565 members Entering Unmasked Estep Score: -8418223.000000 Penalty: 5473.705078 Iteration 12Q: 3 clusters Score -8418223 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 60762 members Entering Unmasked Estep Score: -8419355.000000 Penalty: 5473.705078 Iteration 13Q: 3 clusters Score -8419355 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 61293 members Entering Unmasked Estep Score: -8419857.000000 Penalty: 5473.705078 Iteration 14Q: 3 clusters Score -8419857 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 61508 members Entering Unmasked Estep Score: -8420104.000000 Penalty: 5473.705078 Iteration 15Q: 3 clusters Score -8420104 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 61587 members Entering Unmasked Estep Score: -8420219.000000 Penalty: 5473.705078 Iteration 16Q: 3 clusters Score -8420219 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 61629 members Entering Unmasked Estep Score: -8420280.000000 Penalty: 5473.705078 Iteration 17Q: 3 clusters Score -8420280 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 61646 members Entering Unmasked Estep Score: -8420305.000000 Penalty: 5473.705078 Iteration 18Q: 3 clusters Score -8420305 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 61652 members Entering Unmasked Estep Score: -8420326.000000 Penalty: 5473.705078 Iteration 19Q: 3 clusters Score -8420326 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 61659 members Entering Unmasked Estep Score: -8420345.000000 Penalty: 5473.705078 Iteration 20F: 3 clusters Score -8420345 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 61663 members Entering Unmasked Estep Score: -8420372.000000 Penalty: 5473.705078 Iteration 21Q: 3 clusters Score -8420372 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 61665 members Entering Unmasked Estep Score: -8420375.000000 Penalty: 5473.705078 Iteration 22Q: 3 clusters Score -8420375 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 61666 members Entering Unmasked Estep Score: -8420381.000000 Penalty: 5473.705078 Iteration 23Q: 3 clusters Score -8420381 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 61667 members Entering Unmasked Estep Score: -8420390.000000 Penalty: 5473.705078 Iteration 24Q: 3 clusters Score -8420390 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 61667 members Entering Unmasked Estep Score: -8420385.000000 Penalty: 5473.705078 Iteration 25Q: 3 clusters Score -8420385 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 61668 members Entering Unmasked Estep Score: -8420398.000000 Penalty: 5473.705078 Iteration 26Q: 3 clusters Score -8420398 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 61669 members Entering Unmasked Estep Score: -8420399.000000 Penalty: 5473.705078 Iteration 27Q: 3 clusters Score -8420399 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 61669 members Entering Unmasked Estep Score: -8420408.000000 Penalty: 5473.705078 Iteration 28Q: 3 clusters Score -8420408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 61670 members Entering Unmasked Estep Score: -8420411.000000 Penalty: 5473.705078 Iteration 29Q: 3 clusters Score -8420411 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 61673 members Entering Unmasked Estep Score: -8420426.000000 Penalty: 5473.705078 Iteration 30Q: 3 clusters Score -8420426 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 61675 members Entering Unmasked Estep Score: -8420432.000000 Penalty: 5473.705078 Iteration 31Q: 3 clusters Score -8420432 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 61677 members Entering Unmasked Estep Score: -8420437.000000 Penalty: 5473.705078 Iteration 32Q: 3 clusters Score -8420437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 61678 members Entering Unmasked Estep Score: -8420433.000000 Penalty: 5473.705078 Iteration 33Q: 3 clusters Score -8420433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 61679 members Entering Unmasked Estep Score: -8420437.000000 Penalty: 5473.705078 Iteration 34Q: 3 clusters Score -8420437 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 61680 members Entering Unmasked Estep Score: -8420431.000000 Penalty: 5473.705078 Iteration 35Q: 3 clusters Score -8420431 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 61680 members Entering Unmasked Estep Score: -8420433.000000 Penalty: 5473.705078 Iteration 36Q: 3 clusters Score -8420433 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 61679 members Entering Unmasked Estep Score: -8420439.000000 Penalty: 5473.705078 Iteration 37Q: 3 clusters Score -8420439 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 61680 members Entering Unmasked Estep Score: -8420439.000000 Penalty: 5473.705078 Iteration 38Q: 3 clusters Score -8420439 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 61680 members Entering Unmasked Estep Score: -8420439.000000 Penalty: 5473.705078 Iteration 39F: 3 clusters Score -8420439 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (10754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Entering Unmasked Estep Score: -1396645.125000 Penalty: 2302.192383 Iteration 0F: 2 clusters Score -1396645 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 5321 members Entering Unmasked Estep Score: -1388445.375000 Penalty: 4604.384766 Iteration 0F: 3 clusters Score -1388445 nChanged 4521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5612 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1390939.125000 Penalty: 4604.384766 Iteration 1F: 3 clusters Score -1390939 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 5033 members Entering Unmasked Estep Score: -1391280.375000 Penalty: 4604.384766 Iteration 2F: 3 clusters Score -1391280 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -1391656.125000 Penalty: 4604.384766 Iteration 3F: 3 clusters Score -1391656 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5854 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -1392042.125000 Penalty: 4604.384766 Iteration 4Q: 3 clusters Score -1392042 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -1392391.000000 Penalty: 4604.384766 Iteration 5Q: 3 clusters Score -1392391 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5818 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -1392682.875000 Penalty: 4604.384766 Iteration 6Q: 3 clusters Score -1392683 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 5037 members Entering Unmasked Estep Score: -1392925.750000 Penalty: 4604.384766 Iteration 7Q: 3 clusters Score -1392926 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1393135.125000 Penalty: 4604.384766 Iteration 8Q: 3 clusters Score -1393135 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 5291 members Entering Unmasked Estep Score: -1393315.625000 Penalty: 4604.384766 Iteration 9Q: 3 clusters Score -1393316 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 5452 members Entering Unmasked Estep Score: -1393459.000000 Penalty: 4604.384766 Iteration 10Q: 3 clusters Score -1393459 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -1393566.750000 Penalty: 4604.384766 Iteration 11Q: 3 clusters Score -1393567 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5038 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -1393639.125000 Penalty: 4604.384766 Iteration 12Q: 3 clusters Score -1393639 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4909 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -1393702.125000 Penalty: 4604.384766 Iteration 13Q: 3 clusters Score -1393702 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -1393758.750000 Penalty: 4604.384766 Iteration 14Q: 3 clusters Score -1393759 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 6118 members Entering Unmasked Estep Score: -1393796.875000 Penalty: 4604.384766 Iteration 15Q: 3 clusters Score -1393797 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -1393837.625000 Penalty: 4604.384766 Iteration 16Q: 3 clusters Score -1393838 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1393880.375000 Penalty: 4604.384766 Iteration 17Q: 3 clusters Score -1393880 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -1393923.500000 Penalty: 4604.384766 Iteration 18Q: 3 clusters Score -1393924 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -1393947.875000 Penalty: 4604.384766 Iteration 19Q: 3 clusters Score -1393948 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -1393984.000000 Penalty: 4604.384766 Iteration 20F: 3 clusters Score -1393984 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1394014.750000 Penalty: 4604.384766 Iteration 21Q: 3 clusters Score -1394015 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 6860 members Entering Unmasked Estep Score: -1394045.375000 Penalty: 4604.384766 Iteration 22Q: 3 clusters Score -1394045 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1394068.375000 Penalty: 4604.384766 Iteration 23Q: 3 clusters Score -1394068 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 7044 members Entering Unmasked Estep Score: -1394094.500000 Penalty: 4604.384766 Iteration 24Q: 3 clusters Score -1394094 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -1394133.375000 Penalty: 4604.384766 Iteration 25Q: 3 clusters Score -1394133 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -1394166.500000 Penalty: 4604.384766 Iteration 26Q: 3 clusters Score -1394166 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 7401 members Entering Unmasked Estep Score: -1394208.125000 Penalty: 4604.384766 Iteration 27Q: 3 clusters Score -1394208 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 7545 members Entering Unmasked Estep Score: -1394260.125000 Penalty: 4604.384766 Iteration 28Q: 3 clusters Score -1394260 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 7696 members Entering Unmasked Estep Score: -1394317.875000 Penalty: 4604.384766 Iteration 29Q: 3 clusters Score -1394318 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2898 members Mstep: Class 2 contains 7856 members Entering Unmasked Estep Score: -1394373.750000 Penalty: 4604.384766 Iteration 30Q: 3 clusters Score -1394374 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -1394438.500000 Penalty: 4604.384766 Iteration 31Q: 3 clusters Score -1394438 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 8158 members Entering Unmasked Estep Score: -1394505.750000 Penalty: 4604.384766 Iteration 32Q: 3 clusters Score -1394506 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -1394570.750000 Penalty: 4604.384766 Iteration 33Q: 3 clusters Score -1394571 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 8479 members Entering Unmasked Estep Score: -1394631.875000 Penalty: 4604.384766 Iteration 34Q: 3 clusters Score -1394632 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 8620 members Entering Unmasked Estep Score: -1394689.250000 Penalty: 4604.384766 Iteration 35Q: 3 clusters Score -1394689 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -1394747.750000 Penalty: 4604.384766 Iteration 36Q: 3 clusters Score -1394748 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 8895 members Entering Unmasked Estep Score: -1394813.750000 Penalty: 4604.384766 Iteration 37Q: 3 clusters Score -1394814 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 9029 members Entering Unmasked Estep Score: -1394879.375000 Penalty: 4604.384766 Iteration 38Q: 3 clusters Score -1394879 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 9122 members Entering Unmasked Estep Score: -1394917.125000 Penalty: 4604.384766 Iteration 39Q: 3 clusters Score -1394917 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 9209 members Entering Unmasked Estep Score: -1394967.000000 Penalty: 4604.384766 Iteration 40F: 3 clusters Score -1394967 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 9297 members Entering Unmasked Estep Score: -1395012.375000 Penalty: 4604.384766 Iteration 41Q: 3 clusters Score -1395012 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 9382 members Entering Unmasked Estep Score: -1395053.125000 Penalty: 4604.384766 Iteration 42Q: 3 clusters Score -1395053 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 9460 members Entering Unmasked Estep Score: -1395098.125000 Penalty: 4604.384766 Iteration 43Q: 3 clusters Score -1395098 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 9538 members Entering Unmasked Estep Score: -1395135.250000 Penalty: 4604.384766 Iteration 44Q: 3 clusters Score -1395135 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -1395170.000000 Penalty: 4604.384766 Iteration 45Q: 3 clusters Score -1395170 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 9661 members Entering Unmasked Estep Score: -1395198.875000 Penalty: 4604.384766 Iteration 46Q: 3 clusters Score -1395199 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 9709 members Entering Unmasked Estep Score: -1395218.000000 Penalty: 4604.384766 Iteration 47Q: 3 clusters Score -1395218 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 9752 members Entering Unmasked Estep Score: -1395241.750000 Penalty: 4604.384766 Iteration 48Q: 3 clusters Score -1395242 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -1395266.375000 Penalty: 4604.384766 Iteration 49Q: 3 clusters Score -1395266 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 9830 members Entering Unmasked Estep Score: -1395290.500000 Penalty: 4604.384766 Iteration 50Q: 3 clusters Score -1395290 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 9861 members Entering Unmasked Estep Score: -1395313.000000 Penalty: 4604.384766 Iteration 51Q: 3 clusters Score -1395313 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 9897 members Entering Unmasked Estep Score: -1395336.000000 Penalty: 4604.384766 Iteration 52Q: 3 clusters Score -1395336 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 9923 members Entering Unmasked Estep Score: -1395353.625000 Penalty: 4604.384766 Iteration 53Q: 3 clusters Score -1395354 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -1395368.250000 Penalty: 4604.384766 Iteration 54Q: 3 clusters Score -1395368 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -1395385.125000 Penalty: 4604.384766 Iteration 55Q: 3 clusters Score -1395385 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 10003 members Entering Unmasked Estep Score: -1395398.750000 Penalty: 4604.384766 Iteration 56Q: 3 clusters Score -1395399 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -1395408.375000 Penalty: 4604.384766 Iteration 57Q: 3 clusters Score -1395408 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -1395414.125000 Penalty: 4604.384766 Iteration 58Q: 3 clusters Score -1395414 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 10034 members Entering Unmasked Estep Score: -1395422.875000 Penalty: 4604.384766 Iteration 59Q: 3 clusters Score -1395423 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 10036 members Entering Unmasked Estep Score: -1395421.625000 Penalty: 4604.384766 Iteration 60F: 3 clusters Score -1395422 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Entering Unmasked Estep Score: -139953.078125 Penalty: 1751.635986 Iteration 0F: 2 clusters Score -139953.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -138036.015625 Penalty: 3503.271973 Iteration 0F: 3 clusters Score -138036 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -138527.250000 Penalty: 3503.271973 Iteration 1F: 3 clusters Score -138527.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -138681.765625 Penalty: 3503.271973 Iteration 2F: 3 clusters Score -138681.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -138840.500000 Penalty: 3503.271973 Iteration 3F: 3 clusters Score -138840.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -139017.359375 Penalty: 3503.271973 Iteration 4F: 3 clusters Score -139017.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -139246.640625 Penalty: 3503.271973 Iteration 5F: 3 clusters Score -139246.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -139493.484375 Penalty: 3503.271973 Iteration 6F: 3 clusters Score -139493.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -139709.000000 Penalty: 3503.271973 Iteration 7F: 3 clusters Score -139709 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -139827.921875 Penalty: 3503.271973 Iteration 8Q: 3 clusters Score -139827.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -139903.281250 Penalty: 3503.271973 Iteration 9Q: 3 clusters Score -139903.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -139961.812500 Penalty: 3503.271973 Iteration 10Q: 3 clusters Score -139961.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -140006.359375 Penalty: 3503.271973 Iteration 11Q: 3 clusters Score -140006.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -140043.062500 Penalty: 3503.271973 Iteration 12Q: 3 clusters Score -140043.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -140060.953125 Penalty: 3503.271973 Iteration 13Q: 3 clusters Score -140061 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -140075.609375 Penalty: 3503.271973 Iteration 14Q: 3 clusters Score -140075.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -140081.296875 Penalty: 3503.271973 Iteration 15Q: 3 clusters Score -140081.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -140082.734375 Penalty: 3503.271973 Iteration 16Q: 3 clusters Score -140082.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -140083.640625 Penalty: 3503.271973 Iteration 17Q: 3 clusters Score -140083.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -140084.437500 Penalty: 3503.271973 Iteration 18Q: 3 clusters Score -140084.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -140087.187500 Penalty: 3503.271973 Iteration 19F: 3 clusters Score -140087.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -140154.484375 Penalty: 3503.271973 Iteration 20F: 3 clusters Score -140154.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -140255.109375 Penalty: 3503.271973 Iteration 21Q: 3 clusters Score -140255.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -140519.781250 Penalty: 3503.271973 Iteration 22Q: 3 clusters Score -140519.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -140684.453125 Penalty: 3503.271973 Iteration 23Q: 3 clusters Score -140684.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -140899.296875 Penalty: 3503.271973 Iteration 24Q: 3 clusters Score -140899.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -141011.437500 Penalty: 3503.271973 Iteration 25Q: 3 clusters Score -141011.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -141061.531250 Penalty: 3503.271973 Iteration 26Q: 3 clusters Score -141061.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -141073.671875 Penalty: 3503.271973 Iteration 27Q: 3 clusters Score -141073.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -141079.062500 Penalty: 3503.271973 Iteration 28Q: 3 clusters Score -141079.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -141087.671875 Penalty: 3503.271973 Iteration 29Q: 3 clusters Score -141087.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -141099.328125 Penalty: 3503.271973 Iteration 30F: 3 clusters Score -141099.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -141171.437500 Penalty: 3503.271973 Iteration 31Q: 3 clusters Score -141171.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -141239.703125 Penalty: 3503.271973 Iteration 32Q: 3 clusters Score -141239.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -141259.312500 Penalty: 3503.271973 Iteration 33Q: 3 clusters Score -141259.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -141265.093750 Penalty: 3503.271973 Iteration 34Q: 3 clusters Score -141265.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -141274.484375 Penalty: 3503.271973 Iteration 35Q: 3 clusters Score -141274.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -141274.484375 Penalty: 3503.271973 Iteration 36F: 3 clusters Score -141274.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62050 members Mstep: Class 2 contains 10754 members Mstep: Class 3 contains 398 members Mstep: Class 4 contains 5535 members Mstep: Class 5 contains 5032 members Mstep: Class 6 contains 75013 members Mstep: Class 7 contains 98683 members Mstep: Class 8 contains 50350 members Mstep: Class 9 contains 6643 members Mstep: Class 10 contains 107788 members Mstep: Class 11 contains 770 members Mstep: Class 12 contains 40746 members Mstep: Class 13 contains 8528 members Mstep: Class 15 contains 2300 members Mstep: Class 16 contains 14933 members Mstep: Class 17 contains 14375 members Mstep: Class 19 contains 3319 members Mstep: Class 21 contains 1497 members Mstep: Class 22 contains 145268 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep Score: -85877432.000000 Penalty: 66429.703125 Splitting cluster 3 changes total score from -85877256.000000 to -85877432.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 4 (5535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Entering Unmasked Estep Score: -686857.375000 Penalty: 2137.474121 Iteration 0F: 2 clusters Score -686857.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -682239.312500 Penalty: 4274.948242 Iteration 0F: 3 clusters Score -682239.3 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -683994.937500 Penalty: 4274.948242 Iteration 1F: 3 clusters Score -683994.9 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -684627.250000 Penalty: 4274.948242 Iteration 2F: 3 clusters Score -684627.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -685203.687500 Penalty: 4274.948242 Iteration 3F: 3 clusters Score -685203.7 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -685902.937500 Penalty: 4274.948242 Iteration 4F: 3 clusters Score -685902.9 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -686511.500000 Penalty: 4274.948242 Iteration 5F: 3 clusters Score -686511.5 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 3293 members Entering Unmasked Estep Score: -686929.625000 Penalty: 4274.948242 Iteration 6F: 3 clusters Score -686929.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -687199.062500 Penalty: 4274.948242 Iteration 7F: 3 clusters Score -687199.1 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 3740 members Entering Unmasked Estep Score: -687393.875000 Penalty: 4274.948242 Iteration 8Q: 3 clusters Score -687393.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -687524.562500 Penalty: 4274.948242 Iteration 9Q: 3 clusters Score -687524.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -687624.437500 Penalty: 4274.948242 Iteration 10Q: 3 clusters Score -687624.4 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -687700.000000 Penalty: 4274.948242 Iteration 11Q: 3 clusters Score -687700 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -687775.562500 Penalty: 4274.948242 Iteration 12Q: 3 clusters Score -687775.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -687845.687500 Penalty: 4274.948242 Iteration 13Q: 3 clusters Score -687845.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -687908.937500 Penalty: 4274.948242 Iteration 14Q: 3 clusters Score -687908.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -687966.437500 Penalty: 4274.948242 Iteration 15Q: 3 clusters Score -687966.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 4452 members Entering Unmasked Estep Score: -687996.250000 Penalty: 4274.948242 Iteration 16Q: 3 clusters Score -687996.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -688016.250000 Penalty: 4274.948242 Iteration 17Q: 3 clusters Score -688016.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 4500 members Entering Unmasked Estep Score: -688027.250000 Penalty: 4274.948242 Iteration 18Q: 3 clusters Score -688027.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 4513 members Entering Unmasked Estep Score: -688031.250000 Penalty: 4274.948242 Iteration 19Q: 3 clusters Score -688031.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 4522 members Entering Unmasked Estep Score: -688094.312500 Penalty: 4274.948242 Iteration 20F: 3 clusters Score -688094.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 4517 members Entering Unmasked Estep Score: -688313.375000 Penalty: 4274.948242 Iteration 21Q: 3 clusters Score -688313.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 4527 members Entering Unmasked Estep Score: -688555.500000 Penalty: 4274.948242 Iteration 22Q: 3 clusters Score -688555.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 4556 members Entering Unmasked Estep Score: -688701.312500 Penalty: 4274.948242 Iteration 23Q: 3 clusters Score -688701.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -688795.312500 Penalty: 4274.948242 Iteration 24Q: 3 clusters Score -688795.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -688898.000000 Penalty: 4274.948242 Iteration 25Q: 3 clusters Score -688898 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -688945.562500 Penalty: 4274.948242 Iteration 26Q: 3 clusters Score -688945.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -688984.687500 Penalty: 4274.948242 Iteration 27Q: 3 clusters Score -688984.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 4604 members Entering Unmasked Estep Score: -689004.875000 Penalty: 4274.948242 Iteration 28Q: 3 clusters Score -689004.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -689021.125000 Penalty: 4274.948242 Iteration 29Q: 3 clusters Score -689021.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 4615 members Entering Unmasked Estep Score: -689037.625000 Penalty: 4274.948242 Iteration 30Q: 3 clusters Score -689037.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -689042.687500 Penalty: 4274.948242 Iteration 31Q: 3 clusters Score -689042.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -689050.062500 Penalty: 4274.948242 Iteration 32Q: 3 clusters Score -689050.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -689051.687500 Penalty: 4274.948242 Iteration 33Q: 3 clusters Score -689051.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -689056.937500 Penalty: 4274.948242 Iteration 34Q: 3 clusters Score -689056.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 4639 members Entering Unmasked Estep Score: -689061.187500 Penalty: 4274.948242 Iteration 35Q: 3 clusters Score -689061.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -689063.062500 Penalty: 4274.948242 Iteration 36Q: 3 clusters Score -689063.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -689064.625000 Penalty: 4274.948242 Iteration 37Q: 3 clusters Score -689064.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -689065.000000 Penalty: 4274.948242 Iteration 38Q: 3 clusters Score -689065 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -689106.812500 Penalty: 4274.948242 Iteration 39F: 3 clusters Score -689106.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -689124.625000 Penalty: 4274.948242 Iteration 40F: 3 clusters Score -689124.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -689132.437500 Penalty: 4274.948242 Iteration 41Q: 3 clusters Score -689132.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 4629 members Entering Unmasked Estep Score: -689136.187500 Penalty: 4274.948242 Iteration 42Q: 3 clusters Score -689136.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -689141.375000 Penalty: 4274.948242 Iteration 43Q: 3 clusters Score -689141.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -689141.562500 Penalty: 4274.948242 Iteration 44Q: 3 clusters Score -689141.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 4634 members Entering Unmasked Estep Score: -689141.562500 Penalty: 4274.948242 Iteration 45F: 3 clusters Score -689141.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62050 members Mstep: Class 2 contains 10754 members Mstep: Class 3 contains 398 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 5032 members Mstep: Class 6 contains 75013 members Mstep: Class 7 contains 98683 members Mstep: Class 8 contains 50350 members Mstep: Class 9 contains 6643 members Mstep: Class 10 contains 107788 members Mstep: Class 11 contains 770 members Mstep: Class 12 contains 40746 members Mstep: Class 13 contains 8528 members Mstep: Class 14 contains 4634 members Mstep: Class 15 contains 2300 members Mstep: Class 16 contains 14933 members Mstep: Class 17 contains 14375 members Mstep: Class 19 contains 3319 members Mstep: Class 21 contains 1497 members Mstep: Class 22 contains 145268 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep Score: -85878696.000000 Penalty: 69751.187500 Splitting cluster 4 changes total score from -85877256.000000 to -85878696.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 5 (5032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Entering Unmasked Estep Score: -668837.687500 Penalty: 2113.846191 Iteration 0F: 2 clusters Score -668837.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -664267.687500 Penalty: 4227.692383 Iteration 0F: 3 clusters Score -664267.7 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -665358.750000 Penalty: 4227.692383 Iteration 1F: 3 clusters Score -665358.8 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -665672.687500 Penalty: 4227.692383 Iteration 2F: 3 clusters Score -665672.7 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -665880.312500 Penalty: 4227.692383 Iteration 3F: 3 clusters Score -665880.3 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -666017.625000 Penalty: 4227.692383 Iteration 4Q: 3 clusters Score -666017.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -666118.500000 Penalty: 4227.692383 Iteration 5Q: 3 clusters Score -666118.5 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -666198.500000 Penalty: 4227.692383 Iteration 6Q: 3 clusters Score -666198.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -666266.812500 Penalty: 4227.692383 Iteration 7Q: 3 clusters Score -666266.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -666332.500000 Penalty: 4227.692383 Iteration 8Q: 3 clusters Score -666332.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -666399.750000 Penalty: 4227.692383 Iteration 9Q: 3 clusters Score -666399.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -666472.875000 Penalty: 4227.692383 Iteration 10Q: 3 clusters Score -666472.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3277 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -666557.812500 Penalty: 4227.692383 Iteration 11Q: 3 clusters Score -666557.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -666663.312500 Penalty: 4227.692383 Iteration 12Q: 3 clusters Score -666663.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -666769.812500 Penalty: 4227.692383 Iteration 13Q: 3 clusters Score -666769.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -666855.812500 Penalty: 4227.692383 Iteration 14Q: 3 clusters Score -666855.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -666944.312500 Penalty: 4227.692383 Iteration 15Q: 3 clusters Score -666944.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -667046.250000 Penalty: 4227.692383 Iteration 16Q: 3 clusters Score -667046.2 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -667139.250000 Penalty: 4227.692383 Iteration 17Q: 3 clusters Score -667139.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4201 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -667231.625000 Penalty: 4227.692383 Iteration 18Q: 3 clusters Score -667231.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -667308.125000 Penalty: 4227.692383 Iteration 19Q: 3 clusters Score -667308.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -667368.750000 Penalty: 4227.692383 Iteration 20F: 3 clusters Score -667368.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -667425.500000 Penalty: 4227.692383 Iteration 21Q: 3 clusters Score -667425.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -667463.000000 Penalty: 4227.692383 Iteration 22Q: 3 clusters Score -667463 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -667484.062500 Penalty: 4227.692383 Iteration 23Q: 3 clusters Score -667484.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -667499.437500 Penalty: 4227.692383 Iteration 24Q: 3 clusters Score -667499.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -667513.562500 Penalty: 4227.692383 Iteration 25Q: 3 clusters Score -667513.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -667532.437500 Penalty: 4227.692383 Iteration 26Q: 3 clusters Score -667532.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -667545.937500 Penalty: 4227.692383 Iteration 27Q: 3 clusters Score -667545.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -667558.250000 Penalty: 4227.692383 Iteration 28Q: 3 clusters Score -667558.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -667570.437500 Penalty: 4227.692383 Iteration 29Q: 3 clusters Score -667570.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4636 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -667581.312500 Penalty: 4227.692383 Iteration 30Q: 3 clusters Score -667581.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -667594.750000 Penalty: 4227.692383 Iteration 31Q: 3 clusters Score -667594.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -667599.062500 Penalty: 4227.692383 Iteration 32Q: 3 clusters Score -667599.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4655 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -667604.187500 Penalty: 4227.692383 Iteration 33Q: 3 clusters Score -667604.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4658 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -667608.000000 Penalty: 4227.692383 Iteration 34Q: 3 clusters Score -667608 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -667610.500000 Penalty: 4227.692383 Iteration 35Q: 3 clusters Score -667610.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -667613.437500 Penalty: 4227.692383 Iteration 36Q: 3 clusters Score -667613.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -667616.312500 Penalty: 4227.692383 Iteration 37Q: 3 clusters Score -667616.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -667619.187500 Penalty: 4227.692383 Iteration 38Q: 3 clusters Score -667619.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4670 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -667621.687500 Penalty: 4227.692383 Iteration 39Q: 3 clusters Score -667621.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -667622.312500 Penalty: 4227.692383 Iteration 40F: 3 clusters Score -667622.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (75013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75013 members Entering Unmasked Estep Score: -10065637.000000 Penalty: 2783.903564 Iteration 0F: 2 clusters Score -1.006564e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37322 members Mstep: Class 2 contains 37691 members Entering Unmasked Estep Score: -10015484.000000 Penalty: 5567.807129 Iteration 0F: 3 clusters Score -1.001548e+07 nChanged 35147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36011 members Mstep: Class 2 contains 39002 members Entering Unmasked Estep Score: -10035148.000000 Penalty: 5567.807129 Iteration 1F: 3 clusters Score -1.003515e+07 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35249 members Mstep: Class 2 contains 39764 members Entering Unmasked Estep Score: -10035833.000000 Penalty: 5567.807129 Iteration 2Q: 3 clusters Score -1.003583e+07 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34061 members Mstep: Class 2 contains 40952 members Entering Unmasked Estep Score: -10036468.000000 Penalty: 5567.807129 Iteration 3Q: 3 clusters Score -1.003647e+07 nChanged 2666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32363 members Mstep: Class 2 contains 42650 members Entering Unmasked Estep Score: -10037355.000000 Penalty: 5567.807129 Iteration 4Q: 3 clusters Score -1.003736e+07 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29992 members Mstep: Class 2 contains 45021 members Entering Unmasked Estep Score: -10038653.000000 Penalty: 5567.807129 Iteration 5Q: 3 clusters Score -1.003865e+07 nChanged 3647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26709 members Mstep: Class 2 contains 48304 members Entering Unmasked Estep Score: -10040545.000000 Penalty: 5567.807129 Iteration 6Q: 3 clusters Score -1.004054e+07 nChanged 4540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22285 members Mstep: Class 2 contains 52728 members Entering Unmasked Estep Score: -10043571.000000 Penalty: 5567.807129 Iteration 7F: 3 clusters Score -1.004357e+07 nChanged 5567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16740 members Mstep: Class 2 contains 58273 members Entering Unmasked Estep Score: -10048131.000000 Penalty: 5567.807129 Iteration 8F: 3 clusters Score -1.004813e+07 nChanged 5970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10774 members Mstep: Class 2 contains 64239 members Entering Unmasked Estep Score: -10053459.000000 Penalty: 5567.807129 Iteration 9F: 3 clusters Score -1.005346e+07 nChanged 4955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 69190 members Entering Unmasked Estep Score: -10058073.000000 Penalty: 5567.807129 Iteration 10F: 3 clusters Score -1.005807e+07 nChanged 3137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 72325 members Entering Unmasked Estep Score: -10060875.000000 Penalty: 5567.807129 Iteration 11Q: 3 clusters Score -1.006088e+07 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 73815 members Entering Unmasked Estep Score: -10062211.000000 Penalty: 5567.807129 Iteration 12Q: 3 clusters Score -1.006221e+07 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 74368 members Entering Unmasked Estep Score: -10062699.000000 Penalty: 5567.807129 Iteration 13Q: 3 clusters Score -1.00627e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 74582 members Entering Unmasked Estep Score: -10062914.000000 Penalty: 5567.807129 Iteration 14Q: 3 clusters Score -1.006291e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 74685 members Entering Unmasked Estep Score: -10063063.000000 Penalty: 5567.807129 Iteration 15Q: 3 clusters Score -1.006306e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 74728 members Entering Unmasked Estep Score: -10063137.000000 Penalty: 5567.807129 Iteration 16Q: 3 clusters Score -1.006314e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 74745 members Entering Unmasked Estep Score: -10063167.000000 Penalty: 5567.807129 Iteration 17Q: 3 clusters Score -1.006317e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 74757 members Entering Unmasked Estep Score: -10063191.000000 Penalty: 5567.807129 Iteration 18Q: 3 clusters Score -1.006319e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 74765 members Entering Unmasked Estep Score: -10063200.000000 Penalty: 5567.807129 Iteration 19Q: 3 clusters Score -1.00632e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 74769 members Entering Unmasked Estep Score: -10063215.000000 Penalty: 5567.807129 Iteration 20F: 3 clusters Score -1.006322e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 74769 members Entering Unmasked Estep Score: -10063222.000000 Penalty: 5567.807129 Iteration 21Q: 3 clusters Score -1.006322e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 74772 members Entering Unmasked Estep Score: -10063235.000000 Penalty: 5567.807129 Iteration 22Q: 3 clusters Score -1.006324e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 74774 members Entering Unmasked Estep Score: -10063236.000000 Penalty: 5567.807129 Iteration 23Q: 3 clusters Score -1.006324e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 74776 members Entering Unmasked Estep Score: -10063239.000000 Penalty: 5567.807129 Iteration 24Q: 3 clusters Score -1.006324e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 74777 members Entering Unmasked Estep Score: -10063237.000000 Penalty: 5567.807129 Iteration 25Q: 3 clusters Score -1.006324e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 74777 members Entering Unmasked Estep Score: -10063237.000000 Penalty: 5567.807129 Iteration 26F: 3 clusters Score -1.006324e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (98683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98683 members Entering Unmasked Estep Score: -13174681.000000 Penalty: 2851.917725 Iteration 0F: 2 clusters Score -1.317468e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49438 members Mstep: Class 2 contains 49245 members Entering Unmasked Estep Score: -13109104.000000 Penalty: 5703.835449 Iteration 0F: 3 clusters Score -1.31091e+07 nChanged 46572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50104 members Mstep: Class 2 contains 48579 members Entering Unmasked Estep Score: -13135514.000000 Penalty: 5703.835449 Iteration 1F: 3 clusters Score -1.313551e+07 nChanged 3375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50413 members Mstep: Class 2 contains 48270 members Entering Unmasked Estep Score: -13136319.000000 Penalty: 5703.835449 Iteration 2Q: 3 clusters Score -1.313632e+07 nChanged 3230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50885 members Mstep: Class 2 contains 47798 members Entering Unmasked Estep Score: -13137127.000000 Penalty: 5703.835449 Iteration 3Q: 3 clusters Score -1.313713e+07 nChanged 3438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51557 members Mstep: Class 2 contains 47126 members Entering Unmasked Estep Score: -13137964.000000 Penalty: 5703.835449 Iteration 4Q: 3 clusters Score -1.313796e+07 nChanged 3622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52511 members Mstep: Class 2 contains 46172 members Entering Unmasked Estep Score: -13139221.000000 Penalty: 5703.835449 Iteration 5Q: 3 clusters Score -1.313922e+07 nChanged 4030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53841 members Mstep: Class 2 contains 44842 members Entering Unmasked Estep Score: -13140774.000000 Penalty: 5703.835449 Iteration 6Q: 3 clusters Score -1.314077e+07 nChanged 4214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55597 members Mstep: Class 2 contains 43086 members Entering Unmasked Estep Score: -13142611.000000 Penalty: 5703.835449 Iteration 7Q: 3 clusters Score -1.314261e+07 nChanged 4610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57975 members Mstep: Class 2 contains 40708 members Entering Unmasked Estep Score: -13144977.000000 Penalty: 5703.835449 Iteration 8Q: 3 clusters Score -1.314498e+07 nChanged 4986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61051 members Mstep: Class 2 contains 37632 members Entering Unmasked Estep Score: -13147862.000000 Penalty: 5703.835449 Iteration 9F: 3 clusters Score -1.314786e+07 nChanged 5293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64830 members Mstep: Class 2 contains 33853 members Entering Unmasked Estep Score: -13151399.000000 Penalty: 5703.835449 Iteration 10F: 3 clusters Score -1.31514e+07 nChanged 5339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69101 members Mstep: Class 2 contains 29582 members Entering Unmasked Estep Score: -13155352.000000 Penalty: 5703.835449 Iteration 11F: 3 clusters Score -1.315535e+07 nChanged 5107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73328 members Mstep: Class 2 contains 25355 members Entering Unmasked Estep Score: -13159595.000000 Penalty: 5703.835449 Iteration 12F: 3 clusters Score -1.31596e+07 nChanged 4234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76754 members Mstep: Class 2 contains 21929 members Entering Unmasked Estep Score: -13163244.000000 Penalty: 5703.835449 Iteration 13Q: 3 clusters Score -1.316324e+07 nChanged 3448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79258 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -13166158.000000 Penalty: 5703.835449 Iteration 14Q: 3 clusters Score -1.316616e+07 nChanged 2629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80807 members Mstep: Class 2 contains 17876 members Entering Unmasked Estep Score: -13168214.000000 Penalty: 5703.835449 Iteration 15Q: 3 clusters Score -1.316821e+07 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81706 members Mstep: Class 2 contains 16977 members Entering Unmasked Estep Score: -13169431.000000 Penalty: 5703.835449 Iteration 16Q: 3 clusters Score -1.316943e+07 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82289 members Mstep: Class 2 contains 16394 members Entering Unmasked Estep Score: -13170165.000000 Penalty: 5703.835449 Iteration 17Q: 3 clusters Score -1.317016e+07 nChanged 1378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82681 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -13170605.000000 Penalty: 5703.835449 Iteration 18Q: 3 clusters Score -1.31706e+07 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82932 members Mstep: Class 2 contains 15751 members Entering Unmasked Estep Score: -13170859.000000 Penalty: 5703.835449 Iteration 19Q: 3 clusters Score -1.317086e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83112 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -13171103.000000 Penalty: 5703.835449 Iteration 20F: 3 clusters Score -1.31711e+07 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83169 members Mstep: Class 2 contains 15514 members Entering Unmasked Estep Score: -13171250.000000 Penalty: 5703.835449 Iteration 21Q: 3 clusters Score -1.317125e+07 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83194 members Mstep: Class 2 contains 15489 members Entering Unmasked Estep Score: -13171307.000000 Penalty: 5703.835449 Iteration 22Q: 3 clusters Score -1.317131e+07 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83194 members Mstep: Class 2 contains 15489 members Entering Unmasked Estep Score: -13171382.000000 Penalty: 5703.835449 Iteration 23Q: 3 clusters Score -1.317138e+07 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83200 members Mstep: Class 2 contains 15483 members Entering Unmasked Estep Score: -13171452.000000 Penalty: 5703.835449 Iteration 24Q: 3 clusters Score -1.317145e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83181 members Mstep: Class 2 contains 15502 members Entering Unmasked Estep Score: -13171442.000000 Penalty: 5703.835449 Iteration 25Q: 3 clusters Score -1.317144e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83164 members Mstep: Class 2 contains 15519 members Entering Unmasked Estep Score: -13171497.000000 Penalty: 5703.835449 Iteration 26Q: 3 clusters Score -1.31715e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83131 members Mstep: Class 2 contains 15552 members Entering Unmasked Estep Score: -13171588.000000 Penalty: 5703.835449 Iteration 27Q: 3 clusters Score -1.317159e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83076 members Mstep: Class 2 contains 15607 members Entering Unmasked Estep Score: -13171602.000000 Penalty: 5703.835449 Iteration 28Q: 3 clusters Score -1.31716e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83020 members Mstep: Class 2 contains 15663 members Entering Unmasked Estep Score: -13171613.000000 Penalty: 5703.835449 Iteration 29Q: 3 clusters Score -1.317161e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82929 members Mstep: Class 2 contains 15754 members Entering Unmasked Estep Score: -13171643.000000 Penalty: 5703.835449 Iteration 30Q: 3 clusters Score -1.317164e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82848 members Mstep: Class 2 contains 15835 members Entering Unmasked Estep Score: -13171639.000000 Penalty: 5703.835449 Iteration 31Q: 3 clusters Score -1.317164e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82744 members Mstep: Class 2 contains 15939 members Entering Unmasked Estep Score: -13171654.000000 Penalty: 5703.835449 Iteration 32Q: 3 clusters Score -1.317165e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82626 members Mstep: Class 2 contains 16057 members Entering Unmasked Estep Score: -13171639.000000 Penalty: 5703.835449 Iteration 33Q: 3 clusters Score -1.317164e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82511 members Mstep: Class 2 contains 16172 members Entering Unmasked Estep Score: -13171628.000000 Penalty: 5703.835449 Iteration 34Q: 3 clusters Score -1.317163e+07 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82383 members Mstep: Class 2 contains 16300 members Entering Unmasked Estep Score: -13171637.000000 Penalty: 5703.835449 Iteration 35Q: 3 clusters Score -1.317164e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82263 members Mstep: Class 2 contains 16420 members Entering Unmasked Estep Score: -13171684.000000 Penalty: 5703.835449 Iteration 36Q: 3 clusters Score -1.317168e+07 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82124 members Mstep: Class 2 contains 16559 members Entering Unmasked Estep Score: -13171675.000000 Penalty: 5703.835449 Iteration 37Q: 3 clusters Score -1.317168e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81978 members Mstep: Class 2 contains 16705 members Entering Unmasked Estep Score: -13171665.000000 Penalty: 5703.835449 Iteration 38Q: 3 clusters Score -1.317166e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81786 members Mstep: Class 2 contains 16897 members Entering Unmasked Estep Score: -13171711.000000 Penalty: 5703.835449 Iteration 39Q: 3 clusters Score -1.317171e+07 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81575 members Mstep: Class 2 contains 17108 members Entering Unmasked Estep Score: -13171728.000000 Penalty: 5703.835449 Iteration 40F: 3 clusters Score -1.317173e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81336 members Mstep: Class 2 contains 17347 members Entering Unmasked Estep Score: -13171741.000000 Penalty: 5703.835449 Iteration 41Q: 3 clusters Score -1.317174e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81084 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -13171766.000000 Penalty: 5703.835449 Iteration 42Q: 3 clusters Score -1.317177e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80809 members Mstep: Class 2 contains 17874 members Entering Unmasked Estep Score: -13171817.000000 Penalty: 5703.835449 Iteration 43Q: 3 clusters Score -1.317182e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80514 members Mstep: Class 2 contains 18169 members Entering Unmasked Estep Score: -13171868.000000 Penalty: 5703.835449 Iteration 44Q: 3 clusters Score -1.317187e+07 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80166 members Mstep: Class 2 contains 18517 members Entering Unmasked Estep Score: -13171986.000000 Penalty: 5703.835449 Iteration 45Q: 3 clusters Score -1.317199e+07 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79809 members Mstep: Class 2 contains 18874 members Entering Unmasked Estep Score: -13172077.000000 Penalty: 5703.835449 Iteration 46Q: 3 clusters Score -1.317208e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79402 members Mstep: Class 2 contains 19281 members Entering Unmasked Estep Score: -13172091.000000 Penalty: 5703.835449 Iteration 47Q: 3 clusters Score -1.317209e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78949 members Mstep: Class 2 contains 19734 members Entering Unmasked Estep Score: -13172125.000000 Penalty: 5703.835449 Iteration 48Q: 3 clusters Score -1.317212e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78421 members Mstep: Class 2 contains 20262 members Entering Unmasked Estep Score: -13172237.000000 Penalty: 5703.835449 Iteration 49Q: 3 clusters Score -1.317224e+07 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77812 members Mstep: Class 2 contains 20871 members Entering Unmasked Estep Score: -13172371.000000 Penalty: 5703.835449 Iteration 50Q: 3 clusters Score -1.317237e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77149 members Mstep: Class 2 contains 21534 members Entering Unmasked Estep Score: -13172460.000000 Penalty: 5703.835449 Iteration 51Q: 3 clusters Score -1.317246e+07 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76426 members Mstep: Class 2 contains 22257 members Entering Unmasked Estep Score: -13172545.000000 Penalty: 5703.835449 Iteration 52Q: 3 clusters Score -1.317254e+07 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75648 members Mstep: Class 2 contains 23035 members Entering Unmasked Estep Score: -13172695.000000 Penalty: 5703.835449 Iteration 53Q: 3 clusters Score -1.31727e+07 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74846 members Mstep: Class 2 contains 23837 members Entering Unmasked Estep Score: -13172866.000000 Penalty: 5703.835449 Iteration 54Q: 3 clusters Score -1.317287e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73983 members Mstep: Class 2 contains 24700 members Entering Unmasked Estep Score: -13172995.000000 Penalty: 5703.835449 Iteration 55Q: 3 clusters Score -1.3173e+07 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73041 members Mstep: Class 2 contains 25642 members Entering Unmasked Estep Score: -13173205.000000 Penalty: 5703.835449 Iteration 56Q: 3 clusters Score -1.31732e+07 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71977 members Mstep: Class 2 contains 26706 members Entering Unmasked Estep Score: -13173488.000000 Penalty: 5703.835449 Iteration 57Q: 3 clusters Score -1.317349e+07 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70809 members Mstep: Class 2 contains 27874 members Entering Unmasked Estep Score: -13173866.000000 Penalty: 5703.835449 Iteration 58Q: 3 clusters Score -1.317387e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69613 members Mstep: Class 2 contains 29070 members Entering Unmasked Estep Score: -13174229.000000 Penalty: 5703.835449 Iteration 59Q: 3 clusters Score -1.317423e+07 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68335 members Mstep: Class 2 contains 30348 members Entering Unmasked Estep Score: -13174683.000000 Penalty: 5703.835449 Iteration 60F: 3 clusters Score -1.317468e+07 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67032 members Mstep: Class 2 contains 31651 members Entering Unmasked Estep Score: -13175070.000000 Penalty: 5703.835449 Iteration 61Q: 3 clusters Score -1.317507e+07 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65718 members Mstep: Class 2 contains 32965 members Entering Unmasked Estep Score: -13175520.000000 Penalty: 5703.835449 Iteration 62Q: 3 clusters Score -1.317552e+07 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64440 members Mstep: Class 2 contains 34243 members Entering Unmasked Estep Score: -13175914.000000 Penalty: 5703.835449 Iteration 63Q: 3 clusters Score -1.317591e+07 nChanged 1199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63241 members Mstep: Class 2 contains 35442 members Entering Unmasked Estep Score: -13176226.000000 Penalty: 5703.835449 Iteration 64Q: 3 clusters Score -1.317623e+07 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62126 members Mstep: Class 2 contains 36557 members Entering Unmasked Estep Score: -13176595.000000 Penalty: 5703.835449 Iteration 65Q: 3 clusters Score -1.31766e+07 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61065 members Mstep: Class 2 contains 37618 members Entering Unmasked Estep Score: -13176867.000000 Penalty: 5703.835449 Iteration 66Q: 3 clusters Score -1.317687e+07 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60055 members Mstep: Class 2 contains 38628 members Entering Unmasked Estep Score: -13177142.000000 Penalty: 5703.835449 Iteration 67Q: 3 clusters Score -1.317714e+07 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59108 members Mstep: Class 2 contains 39575 members Entering Unmasked Estep Score: -13177408.000000 Penalty: 5703.835449 Iteration 68Q: 3 clusters Score -1.317741e+07 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58233 members Mstep: Class 2 contains 40450 members Entering Unmasked Estep Score: -13177552.000000 Penalty: 5703.835449 Iteration 69Q: 3 clusters Score -1.317755e+07 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57429 members Mstep: Class 2 contains 41254 members Entering Unmasked Estep Score: -13177706.000000 Penalty: 5703.835449 Iteration 70Q: 3 clusters Score -1.317771e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56727 members Mstep: Class 2 contains 41956 members Entering Unmasked Estep Score: -13177866.000000 Penalty: 5703.835449 Iteration 71Q: 3 clusters Score -1.317787e+07 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56087 members Mstep: Class 2 contains 42596 members Entering Unmasked Estep Score: -13177983.000000 Penalty: 5703.835449 Iteration 72Q: 3 clusters Score -1.317798e+07 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55512 members Mstep: Class 2 contains 43171 members Entering Unmasked Estep Score: -13178038.000000 Penalty: 5703.835449 Iteration 73Q: 3 clusters Score -1.317804e+07 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54945 members Mstep: Class 2 contains 43738 members Entering Unmasked Estep Score: -13178160.000000 Penalty: 5703.835449 Iteration 74Q: 3 clusters Score -1.317816e+07 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54434 members Mstep: Class 2 contains 44249 members Entering Unmasked Estep Score: -13178313.000000 Penalty: 5703.835449 Iteration 75Q: 3 clusters Score -1.317831e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54014 members Mstep: Class 2 contains 44669 members Entering Unmasked Estep Score: -13178398.000000 Penalty: 5703.835449 Iteration 76Q: 3 clusters Score -1.31784e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53680 members Mstep: Class 2 contains 45003 members Entering Unmasked Estep Score: -13178392.000000 Penalty: 5703.835449 Iteration 77Q: 3 clusters Score -1.317839e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53403 members Mstep: Class 2 contains 45280 members Entering Unmasked Estep Score: -13178418.000000 Penalty: 5703.835449 Iteration 78Q: 3 clusters Score -1.317842e+07 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53183 members Mstep: Class 2 contains 45500 members Entering Unmasked Estep Score: -13178413.000000 Penalty: 5703.835449 Iteration 79Q: 3 clusters Score -1.317841e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52986 members Mstep: Class 2 contains 45697 members Entering Unmasked Estep Score: -13178440.000000 Penalty: 5703.835449 Iteration 80F: 3 clusters Score -1.317844e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52799 members Mstep: Class 2 contains 45884 members Entering Unmasked Estep Score: -13178433.000000 Penalty: 5703.835449 Iteration 81Q: 3 clusters Score -1.317843e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52623 members Mstep: Class 2 contains 46060 members Entering Unmasked Estep Score: -13178415.000000 Penalty: 5703.835449 Iteration 82Q: 3 clusters Score -1.317842e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52477 members Mstep: Class 2 contains 46206 members Entering Unmasked Estep Score: -13178449.000000 Penalty: 5703.835449 Iteration 83Q: 3 clusters Score -1.317845e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52339 members Mstep: Class 2 contains 46344 members Entering Unmasked Estep Score: -13178453.000000 Penalty: 5703.835449 Iteration 84Q: 3 clusters Score -1.317845e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52232 members Mstep: Class 2 contains 46451 members Entering Unmasked Estep Score: -13178423.000000 Penalty: 5703.835449 Iteration 85Q: 3 clusters Score -1.317842e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52112 members Mstep: Class 2 contains 46571 members Entering Unmasked Estep Score: -13178437.000000 Penalty: 5703.835449 Iteration 86Q: 3 clusters Score -1.317844e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51998 members Mstep: Class 2 contains 46685 members Entering Unmasked Estep Score: -13178418.000000 Penalty: 5703.835449 Iteration 87Q: 3 clusters Score -1.317842e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51898 members Mstep: Class 2 contains 46785 members Entering Unmasked Estep Score: -13178390.000000 Penalty: 5703.835449 Iteration 88Q: 3 clusters Score -1.317839e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51799 members Mstep: Class 2 contains 46884 members Entering Unmasked Estep Score: -13178401.000000 Penalty: 5703.835449 Iteration 89Q: 3 clusters Score -1.31784e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51713 members Mstep: Class 2 contains 46970 members Entering Unmasked Estep Score: -13178388.000000 Penalty: 5703.835449 Iteration 90Q: 3 clusters Score -1.317839e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51645 members Mstep: Class 2 contains 47038 members Entering Unmasked Estep Score: -13178401.000000 Penalty: 5703.835449 Iteration 91Q: 3 clusters Score -1.31784e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51589 members Mstep: Class 2 contains 47094 members Entering Unmasked Estep Score: -13178417.000000 Penalty: 5703.835449 Iteration 92Q: 3 clusters Score -1.317842e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51537 members Mstep: Class 2 contains 47146 members Entering Unmasked Estep Score: -13178399.000000 Penalty: 5703.835449 Iteration 93Q: 3 clusters Score -1.31784e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51484 members Mstep: Class 2 contains 47199 members Entering Unmasked Estep Score: -13178403.000000 Penalty: 5703.835449 Iteration 94Q: 3 clusters Score -1.31784e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51436 members Mstep: Class 2 contains 47247 members Entering Unmasked Estep Score: -13178398.000000 Penalty: 5703.835449 Iteration 95Q: 3 clusters Score -1.31784e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51379 members Mstep: Class 2 contains 47304 members Entering Unmasked Estep Score: -13178422.000000 Penalty: 5703.835449 Iteration 96Q: 3 clusters Score -1.317842e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51322 members Mstep: Class 2 contains 47361 members Entering Unmasked Estep Score: -13178420.000000 Penalty: 5703.835449 Iteration 97Q: 3 clusters Score -1.317842e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51266 members Mstep: Class 2 contains 47417 members Entering Unmasked Estep Score: -13178413.000000 Penalty: 5703.835449 Iteration 98Q: 3 clusters Score -1.317841e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51220 members Mstep: Class 2 contains 47463 members Entering Unmasked Estep Score: -13178434.000000 Penalty: 5703.835449 Iteration 99Q: 3 clusters Score -1.317843e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51165 members Mstep: Class 2 contains 47518 members Entering Unmasked Estep Score: -13178433.000000 Penalty: 5703.835449 Iteration 100F: 3 clusters Score -1.317843e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51104 members Mstep: Class 2 contains 47579 members Entering Unmasked Estep Score: -13178425.000000 Penalty: 5703.835449 Iteration 101Q: 3 clusters Score -1.317842e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51056 members Mstep: Class 2 contains 47627 members Entering Unmasked Estep Score: -13178438.000000 Penalty: 5703.835449 Iteration 102Q: 3 clusters Score -1.317844e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51023 members Mstep: Class 2 contains 47660 members Entering Unmasked Estep Score: -13178459.000000 Penalty: 5703.835449 Iteration 103Q: 3 clusters Score -1.317846e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50998 members Mstep: Class 2 contains 47685 members Entering Unmasked Estep Score: -13178456.000000 Penalty: 5703.835449 Iteration 104Q: 3 clusters Score -1.317846e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50980 members Mstep: Class 2 contains 47703 members Entering Unmasked Estep Score: -13178444.000000 Penalty: 5703.835449 Iteration 105Q: 3 clusters Score -1.317844e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50965 members Mstep: Class 2 contains 47718 members Entering Unmasked Estep Score: -13178446.000000 Penalty: 5703.835449 Iteration 106Q: 3 clusters Score -1.317845e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50955 members Mstep: Class 2 contains 47728 members Entering Unmasked Estep Score: -13178454.000000 Penalty: 5703.835449 Iteration 107Q: 3 clusters Score -1.317845e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50948 members Mstep: Class 2 contains 47735 members Entering Unmasked Estep Score: -13178453.000000 Penalty: 5703.835449 Iteration 108Q: 3 clusters Score -1.317845e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50939 members Mstep: Class 2 contains 47744 members Entering Unmasked Estep Score: -13178450.000000 Penalty: 5703.835449 Iteration 109Q: 3 clusters Score -1.317845e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50925 members Mstep: Class 2 contains 47758 members Entering Unmasked Estep Score: -13178447.000000 Penalty: 5703.835449 Iteration 110Q: 3 clusters Score -1.317845e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50912 members Mstep: Class 2 contains 47771 members Entering Unmasked Estep Score: -13178455.000000 Penalty: 5703.835449 Iteration 111Q: 3 clusters Score -1.317846e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50906 members Mstep: Class 2 contains 47777 members Entering Unmasked Estep Score: -13178469.000000 Penalty: 5703.835449 Iteration 112Q: 3 clusters Score -1.317847e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50900 members Mstep: Class 2 contains 47783 members Entering Unmasked Estep Score: -13178458.000000 Penalty: 5703.835449 Iteration 113Q: 3 clusters Score -1.317846e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50891 members Mstep: Class 2 contains 47792 members Entering Unmasked Estep Score: -13178461.000000 Penalty: 5703.835449 Iteration 114Q: 3 clusters Score -1.317846e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50879 members Mstep: Class 2 contains 47804 members Entering Unmasked Estep Score: -13178455.000000 Penalty: 5703.835449 Iteration 115Q: 3 clusters Score -1.317846e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50867 members Mstep: Class 2 contains 47816 members Entering Unmasked Estep Score: -13178449.000000 Penalty: 5703.835449 Iteration 116Q: 3 clusters Score -1.317845e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50856 members Mstep: Class 2 contains 47827 members Entering Unmasked Estep Score: -13178464.000000 Penalty: 5703.835449 Iteration 117Q: 3 clusters Score -1.317846e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50850 members Mstep: Class 2 contains 47833 members Entering Unmasked Estep Score: -13178464.000000 Penalty: 5703.835449 Iteration 118Q: 3 clusters Score -1.317846e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50847 members Mstep: Class 2 contains 47836 members Entering Unmasked Estep Score: -13178445.000000 Penalty: 5703.835449 Iteration 119Q: 3 clusters Score -1.317844e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50844 members Mstep: Class 2 contains 47839 members Entering Unmasked Estep Score: -13178443.000000 Penalty: 5703.835449 Iteration 120F: 3 clusters Score -1.317844e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50840 members Mstep: Class 2 contains 47843 members Entering Unmasked Estep Score: -13178443.000000 Penalty: 5703.835449 Iteration 121Q: 3 clusters Score -1.317844e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50833 members Mstep: Class 2 contains 47850 members Entering Unmasked Estep Score: -13178441.000000 Penalty: 5703.835449 Iteration 122Q: 3 clusters Score -1.317844e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50822 members Mstep: Class 2 contains 47861 members Entering Unmasked Estep Score: -13178442.000000 Penalty: 5703.835449 Iteration 123Q: 3 clusters Score -1.317844e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50813 members Mstep: Class 2 contains 47870 members Entering Unmasked Estep Score: -13178440.000000 Penalty: 5703.835449 Iteration 124Q: 3 clusters Score -1.317844e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50810 members Mstep: Class 2 contains 47873 members Entering Unmasked Estep Score: -13178449.000000 Penalty: 5703.835449 Iteration 125Q: 3 clusters Score -1.317845e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50806 members Mstep: Class 2 contains 47877 members Entering Unmasked Estep Score: -13178450.000000 Penalty: 5703.835449 Iteration 126Q: 3 clusters Score -1.317845e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50798 members Mstep: Class 2 contains 47885 members Entering Unmasked Estep Score: -13178456.000000 Penalty: 5703.835449 Iteration 127Q: 3 clusters Score -1.317846e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50788 members Mstep: Class 2 contains 47895 members Entering Unmasked Estep Score: -13178450.000000 Penalty: 5703.835449 Iteration 128Q: 3 clusters Score -1.317845e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50778 members Mstep: Class 2 contains 47905 members Entering Unmasked Estep Score: -13178455.000000 Penalty: 5703.835449 Iteration 129Q: 3 clusters Score -1.317846e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50769 members Mstep: Class 2 contains 47914 members Entering Unmasked Estep Score: -13178463.000000 Penalty: 5703.835449 Iteration 130Q: 3 clusters Score -1.317846e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50754 members Mstep: Class 2 contains 47929 members Entering Unmasked Estep Score: -13178437.000000 Penalty: 5703.835449 Iteration 131Q: 3 clusters Score -1.317844e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50733 members Mstep: Class 2 contains 47950 members Entering Unmasked Estep Score: -13178418.000000 Penalty: 5703.835449 Iteration 132Q: 3 clusters Score -1.317842e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50709 members Mstep: Class 2 contains 47974 members Entering Unmasked Estep Score: -13178438.000000 Penalty: 5703.835449 Iteration 133Q: 3 clusters Score -1.317844e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50684 members Mstep: Class 2 contains 47999 members Entering Unmasked Estep Score: -13178438.000000 Penalty: 5703.835449 Iteration 134Q: 3 clusters Score -1.317844e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50667 members Mstep: Class 2 contains 48016 members Entering Unmasked Estep Score: -13178432.000000 Penalty: 5703.835449 Iteration 135Q: 3 clusters Score -1.317843e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50641 members Mstep: Class 2 contains 48042 members Entering Unmasked Estep Score: -13178448.000000 Penalty: 5703.835449 Iteration 136Q: 3 clusters Score -1.317845e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50618 members Mstep: Class 2 contains 48065 members Entering Unmasked Estep Score: -13178447.000000 Penalty: 5703.835449 Iteration 137Q: 3 clusters Score -1.317845e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50593 members Mstep: Class 2 contains 48090 members Entering Unmasked Estep Score: -13178450.000000 Penalty: 5703.835449 Iteration 138Q: 3 clusters Score -1.317845e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50580 members Mstep: Class 2 contains 48103 members Entering Unmasked Estep Score: -13178432.000000 Penalty: 5703.835449 Iteration 139Q: 3 clusters Score -1.317843e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50569 members Mstep: Class 2 contains 48114 members Entering Unmasked Estep Score: -13178448.000000 Penalty: 5703.835449 Iteration 140F: 3 clusters Score -1.317845e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50563 members Mstep: Class 2 contains 48120 members Entering Unmasked Estep Score: -13178443.000000 Penalty: 5703.835449 Iteration 141Q: 3 clusters Score -1.317844e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50558 members Mstep: Class 2 contains 48125 members Entering Unmasked Estep Score: -13178444.000000 Penalty: 5703.835449 Iteration 142Q: 3 clusters Score -1.317844e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50551 members Mstep: Class 2 contains 48132 members Entering Unmasked Estep Score: -13178443.000000 Penalty: 5703.835449 Iteration 143Q: 3 clusters Score -1.317844e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50543 members Mstep: Class 2 contains 48140 members Entering Unmasked Estep Score: -13178435.000000 Penalty: 5703.835449 Iteration 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-13178440.000000 Penalty: 5703.835449 Iteration 148Q: 3 clusters Score -1.317844e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50529 members Mstep: Class 2 contains 48154 members Entering Unmasked Estep Score: -13178441.000000 Penalty: 5703.835449 Iteration 149Q: 3 clusters Score -1.317844e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50525 members Mstep: Class 2 contains 48158 members Entering Unmasked Estep Score: -13178432.000000 Penalty: 5703.835449 Iteration 150Q: 3 clusters Score -1.317843e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50516 members Mstep: Class 2 contains 48167 members Entering Unmasked Estep Score: -13178425.000000 Penalty: 5703.835449 Iteration 151Q: 3 clusters Score -1.317842e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50508 members Mstep: Class 2 contains 48175 members Entering Unmasked Estep Score: -13178428.000000 Penalty: 5703.835449 Iteration 152Q: 3 clusters Score -1.317843e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50504 members Mstep: Class 2 contains 48179 members Entering Unmasked Estep Score: -13178421.000000 Penalty: 5703.835449 Iteration 153Q: 3 clusters Score -1.317842e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50500 members Mstep: Class 2 contains 48183 members Entering Unmasked Estep Score: -13178423.000000 Penalty: 5703.835449 Iteration 154Q: 3 clusters Score -1.317842e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50494 members Mstep: Class 2 contains 48189 members Entering Unmasked Estep Score: -13178420.000000 Penalty: 5703.835449 Iteration 155Q: 3 clusters Score -1.317842e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50489 members Mstep: Class 2 contains 48194 members Entering Unmasked Estep Score: -13178438.000000 Penalty: 5703.835449 Iteration 156Q: 3 clusters Score -1.317844e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50484 members Mstep: Class 2 contains 48199 members Entering Unmasked Estep Score: -13178433.000000 Penalty: 5703.835449 Iteration 157Q: 3 clusters Score -1.317843e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50481 members Mstep: Class 2 contains 48202 members Entering Unmasked Estep Score: -13178430.000000 Penalty: 5703.835449 Iteration 158Q: 3 clusters Score -1.317843e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50478 members Mstep: Class 2 contains 48205 members Entering Unmasked Estep Score: -13178430.000000 Penalty: 5703.835449 Iteration 159Q: 3 clusters Score -1.317843e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50477 members Mstep: Class 2 contains 48206 members Entering Unmasked Estep Score: -13178431.000000 Penalty: 5703.835449 Iteration 160F: 3 clusters Score -1.317843e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50475 members Mstep: Class 2 contains 48208 members Entering Unmasked Estep Score: -13178433.000000 Penalty: 5703.835449 Iteration 161Q: 3 clusters Score -1.317843e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50473 members Mstep: Class 2 contains 48210 members Entering Unmasked Estep Score: -13178435.000000 Penalty: 5703.835449 Iteration 162Q: 3 clusters Score -1.317844e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50473 members Mstep: Class 2 contains 48210 members Entering Unmasked Estep Score: -13178435.000000 Penalty: 5703.835449 Iteration 163F: 3 clusters Score -1.317844e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62050 members Mstep: Class 2 contains 10754 members Mstep: Class 3 contains 398 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 5032 members Mstep: Class 6 contains 75013 members Mstep: Class 7 contains 50473 members Mstep: Class 8 contains 50350 members Mstep: Class 9 contains 6643 members Mstep: Class 10 contains 107788 members Mstep: Class 11 contains 770 members Mstep: Class 12 contains 40746 members Mstep: Class 13 contains 8528 members Mstep: Class 14 contains 4634 members Mstep: Class 15 contains 2300 members Mstep: Class 16 contains 14933 members Mstep: Class 17 contains 14375 members Mstep: Class 18 contains 48210 members Mstep: Class 19 contains 3319 members Mstep: Class 21 contains 1497 members Mstep: Class 22 contains 145268 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep Score: -85881472.000000 Penalty: 73072.671875 Splitting cluster 7 changes total score from -85877256.000000 to -85881472.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 8 (50350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50350 members Entering Unmasked Estep Score: -6742454.000000 Penalty: 2685.034912 Iteration 0F: 2 clusters Score -6742454 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25184 members Mstep: Class 2 contains 25166 members Entering Unmasked Estep Score: -6708757.000000 Penalty: 5370.069824 Iteration 0F: 3 clusters Score -6708757 nChanged 23087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25537 members Mstep: Class 2 contains 24813 members Entering Unmasked Estep Score: -6721522.000000 Penalty: 5370.069824 Iteration 1F: 3 clusters Score -6721522 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26034 members Mstep: Class 2 contains 24316 members Entering Unmasked Estep Score: -6722218.500000 Penalty: 5370.069824 Iteration 2Q: 3 clusters Score -6722218 nChanged 2230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26850 members Mstep: Class 2 contains 23500 members Entering Unmasked Estep Score: -6723005.500000 Penalty: 5370.069824 Iteration 3Q: 3 clusters Score -6723006 nChanged 2485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28081 members Mstep: Class 2 contains 22269 members Entering Unmasked Estep Score: -6724025.500000 Penalty: 5370.069824 Iteration 4Q: 3 clusters Score -6724026 nChanged 2884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29817 members Mstep: Class 2 contains 20533 members Entering Unmasked Estep Score: -6725524.000000 Penalty: 5370.069824 Iteration 5F: 3 clusters Score -6725524 nChanged 3321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32050 members Mstep: Class 2 contains 18300 members Entering Unmasked Estep Score: -6727573.000000 Penalty: 5370.069824 Iteration 6F: 3 clusters Score -6727573 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34600 members Mstep: Class 2 contains 15750 members Entering Unmasked Estep Score: -6729776.000000 Penalty: 5370.069824 Iteration 7F: 3 clusters Score -6729776 nChanged 3270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37210 members Mstep: Class 2 contains 13140 members Entering Unmasked Estep Score: -6731964.500000 Penalty: 5370.069824 Iteration 8F: 3 clusters Score -6731964 nChanged 2968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39682 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -6733974.500000 Penalty: 5370.069824 Iteration 9F: 3 clusters Score -6733974 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41860 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -6735551.500000 Penalty: 5370.069824 Iteration 10Q: 3 clusters Score -6735552 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43750 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -6736789.000000 Penalty: 5370.069824 Iteration 11Q: 3 clusters Score -6736789 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45297 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -6737817.500000 Penalty: 5370.069824 Iteration 12Q: 3 clusters Score -6737818 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46540 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -6738565.500000 Penalty: 5370.069824 Iteration 13Q: 3 clusters Score -6738566 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47455 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -6739137.500000 Penalty: 5370.069824 Iteration 14Q: 3 clusters Score -6739138 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48163 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -6739632.000000 Penalty: 5370.069824 Iteration 15Q: 3 clusters Score -6739632 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48612 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -6739923.500000 Penalty: 5370.069824 Iteration 16Q: 3 clusters Score -6739924 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48922 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -6740144.500000 Penalty: 5370.069824 Iteration 17Q: 3 clusters Score -6740144 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49116 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -6740323.000000 Penalty: 5370.069824 Iteration 18Q: 3 clusters Score -6740323 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49256 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -6740406.000000 Penalty: 5370.069824 Iteration 19Q: 3 clusters Score -6740406 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49343 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -6740496.500000 Penalty: 5370.069824 Iteration 20F: 3 clusters Score -6740496 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49391 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -6740556.500000 Penalty: 5370.069824 Iteration 21Q: 3 clusters Score -6740556 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49433 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -6740611.000000 Penalty: 5370.069824 Iteration 22Q: 3 clusters Score -6740611 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49462 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -6740654.000000 Penalty: 5370.069824 Iteration 23Q: 3 clusters Score -6740654 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49495 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -6740686.000000 Penalty: 5370.069824 Iteration 24Q: 3 clusters Score -6740686 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49507 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -6740707.000000 Penalty: 5370.069824 Iteration 25Q: 3 clusters Score -6740707 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49518 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -6740709.500000 Penalty: 5370.069824 Iteration 26Q: 3 clusters Score -6740710 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49536 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -6740735.500000 Penalty: 5370.069824 Iteration 27Q: 3 clusters Score -6740736 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49546 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -6740754.000000 Penalty: 5370.069824 Iteration 28Q: 3 clusters Score -6740754 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49555 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -6740758.500000 Penalty: 5370.069824 Iteration 29Q: 3 clusters Score -6740758 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49563 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -6740771.500000 Penalty: 5370.069824 Iteration 30Q: 3 clusters Score -6740772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49573 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -6740776.000000 Penalty: 5370.069824 Iteration 31Q: 3 clusters Score -6740776 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49579 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -6740777.000000 Penalty: 5370.069824 Iteration 32Q: 3 clusters Score -6740777 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49578 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -6740777.500000 Penalty: 5370.069824 Iteration 33Q: 3 clusters Score -6740778 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49582 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -6740790.000000 Penalty: 5370.069824 Iteration 34Q: 3 clusters Score -6740790 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49588 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -6740797.000000 Penalty: 5370.069824 Iteration 35Q: 3 clusters Score -6740797 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49595 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -6740815.000000 Penalty: 5370.069824 Iteration 36Q: 3 clusters Score -6740815 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49605 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -6740825.000000 Penalty: 5370.069824 Iteration 37Q: 3 clusters Score -6740825 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49601 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -6740824.500000 Penalty: 5370.069824 Iteration 38Q: 3 clusters Score -6740824 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49598 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -6740837.000000 Penalty: 5370.069824 Iteration 39Q: 3 clusters Score -6740837 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49598 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -6740842.500000 Penalty: 5370.069824 Iteration 40F: 3 clusters Score -6740842 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49600 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -6740843.000000 Penalty: 5370.069824 Iteration 41Q: 3 clusters Score -6740843 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49607 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -6740860.000000 Penalty: 5370.069824 Iteration 42Q: 3 clusters Score -6740860 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49616 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -6740880.000000 Penalty: 5370.069824 Iteration 43Q: 3 clusters Score -6740880 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49623 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -6740899.000000 Penalty: 5370.069824 Iteration 44Q: 3 clusters Score -6740899 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49628 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -6740913.000000 Penalty: 5370.069824 Iteration 45Q: 3 clusters Score -6740913 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49631 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -6740921.000000 Penalty: 5370.069824 Iteration 46Q: 3 clusters Score -6740921 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49633 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -6740925.000000 Penalty: 5370.069824 Iteration 47Q: 3 clusters Score -6740925 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49631 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -6740925.500000 Penalty: 5370.069824 Iteration 48Q: 3 clusters Score -6740926 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49634 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -6740923.000000 Penalty: 5370.069824 Iteration 49Q: 3 clusters Score -6740923 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49632 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -6740931.000000 Penalty: 5370.069824 Iteration 50Q: 3 clusters Score -6740931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49631 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -6740931.000000 Penalty: 5370.069824 Iteration 51Q: 3 clusters Score -6740931 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49631 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -6740938.000000 Penalty: 5370.069824 Iteration 52Q: 3 clusters Score -6740938 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49629 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -6740940.000000 Penalty: 5370.069824 Iteration 53Q: 3 clusters Score -6740940 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49628 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -6740937.000000 Penalty: 5370.069824 Iteration 54Q: 3 clusters Score -6740937 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49627 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -6740941.000000 Penalty: 5370.069824 Iteration 55Q: 3 clusters Score -6740941 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49627 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -6740941.000000 Penalty: 5370.069824 Iteration 56F: 3 clusters Score -6740941 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Entering Unmasked Estep Score: -844300.875000 Penalty: 2182.727051 Iteration 0F: 2 clusters Score -844300.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -838774.437500 Penalty: 4365.454102 Iteration 0F: 3 clusters Score -838774.4 nChanged 2644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -840242.937500 Penalty: 4365.454102 Iteration 1F: 3 clusters Score -840242.9 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -840513.750000 Penalty: 4365.454102 Iteration 2F: 3 clusters Score -840513.8 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -840718.437500 Penalty: 4365.454102 Iteration 3F: 3 clusters Score -840718.4 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 3235 members Entering Unmasked Estep Score: -840904.000000 Penalty: 4365.454102 Iteration 4Q: 3 clusters Score -840904 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -841047.437500 Penalty: 4365.454102 Iteration 5Q: 3 clusters Score -841047.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -841164.875000 Penalty: 4365.454102 Iteration 6Q: 3 clusters Score -841164.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 3289 members Entering Unmasked Estep Score: -841271.687500 Penalty: 4365.454102 Iteration 7Q: 3 clusters Score -841271.7 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -841387.812500 Penalty: 4365.454102 Iteration 8Q: 3 clusters Score -841387.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -841478.625000 Penalty: 4365.454102 Iteration 9Q: 3 clusters Score -841478.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -841567.000000 Penalty: 4365.454102 Iteration 10Q: 3 clusters Score -841567 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -841653.250000 Penalty: 4365.454102 Iteration 11Q: 3 clusters Score -841653.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -841727.187500 Penalty: 4365.454102 Iteration 12Q: 3 clusters Score -841727.2 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -841786.562500 Penalty: 4365.454102 Iteration 13Q: 3 clusters Score -841786.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -841860.062500 Penalty: 4365.454102 Iteration 14Q: 3 clusters Score -841860.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3403 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -841928.312500 Penalty: 4365.454102 Iteration 15Q: 3 clusters Score -841928.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -841992.125000 Penalty: 4365.454102 Iteration 16Q: 3 clusters Score -841992.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -842054.250000 Penalty: 4365.454102 Iteration 17Q: 3 clusters Score -842054.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -842103.812500 Penalty: 4365.454102 Iteration 18Q: 3 clusters Score -842103.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -842160.500000 Penalty: 4365.454102 Iteration 19Q: 3 clusters Score -842160.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -842210.312500 Penalty: 4365.454102 Iteration 20F: 3 clusters Score -842210.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3077 members Entering Unmasked Estep Score: -842256.312500 Penalty: 4365.454102 Iteration 21Q: 3 clusters Score -842256.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -842303.312500 Penalty: 4365.454102 Iteration 22Q: 3 clusters Score -842303.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -842358.500000 Penalty: 4365.454102 Iteration 23Q: 3 clusters Score -842358.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -842396.312500 Penalty: 4365.454102 Iteration 24Q: 3 clusters Score -842396.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 2931 members Entering Unmasked Estep Score: -842423.562500 Penalty: 4365.454102 Iteration 25Q: 3 clusters Score -842423.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -842440.125000 Penalty: 4365.454102 Iteration 26Q: 3 clusters Score -842440.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -842452.187500 Penalty: 4365.454102 Iteration 27Q: 3 clusters Score -842452.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -842459.000000 Penalty: 4365.454102 Iteration 28Q: 3 clusters Score -842459 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -842468.937500 Penalty: 4365.454102 Iteration 29Q: 3 clusters Score -842468.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -842481.875000 Penalty: 4365.454102 Iteration 30Q: 3 clusters Score -842481.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -842490.000000 Penalty: 4365.454102 Iteration 31Q: 3 clusters Score -842490 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -842500.750000 Penalty: 4365.454102 Iteration 32Q: 3 clusters Score -842500.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3893 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -842504.312500 Penalty: 4365.454102 Iteration 33Q: 3 clusters Score -842504.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -842506.000000 Penalty: 4365.454102 Iteration 34Q: 3 clusters Score -842506 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -842509.250000 Penalty: 4365.454102 Iteration 35Q: 3 clusters Score -842509.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -842509.812500 Penalty: 4365.454102 Iteration 36Q: 3 clusters Score -842509.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -842519.437500 Penalty: 4365.454102 Iteration 37Q: 3 clusters Score -842519.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3953 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -842524.562500 Penalty: 4365.454102 Iteration 38Q: 3 clusters Score -842524.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -842532.000000 Penalty: 4365.454102 Iteration 39Q: 3 clusters Score -842532 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -842535.500000 Penalty: 4365.454102 Iteration 40F: 3 clusters Score -842535.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -842538.562500 Penalty: 4365.454102 Iteration 41Q: 3 clusters Score -842538.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -842540.062500 Penalty: 4365.454102 Iteration 42Q: 3 clusters Score -842540.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -842544.687500 Penalty: 4365.454102 Iteration 43Q: 3 clusters Score -842544.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -842547.812500 Penalty: 4365.454102 Iteration 44Q: 3 clusters Score -842547.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -842549.000000 Penalty: 4365.454102 Iteration 45Q: 3 clusters Score -842549 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -842552.187500 Penalty: 4365.454102 Iteration 46Q: 3 clusters Score -842552.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -842553.687500 Penalty: 4365.454102 Iteration 47Q: 3 clusters Score -842553.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -842553.937500 Penalty: 4365.454102 Iteration 48Q: 3 clusters Score -842553.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -842557.687500 Penalty: 4365.454102 Iteration 49Q: 3 clusters Score -842557.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -842557.687500 Penalty: 4365.454102 Iteration 50Q: 3 clusters Score -842557.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -842559.937500 Penalty: 4365.454102 Iteration 51Q: 3 clusters Score -842559.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -842562.375000 Penalty: 4365.454102 Iteration 52Q: 3 clusters Score -842562.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -842562.750000 Penalty: 4365.454102 Iteration 53Q: 3 clusters Score -842562.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -842564.312500 Penalty: 4365.454102 Iteration 54Q: 3 clusters Score -842564.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -842561.625000 Penalty: 4365.454102 Iteration 55Q: 3 clusters Score -842561.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4083 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -842563.937500 Penalty: 4365.454102 Iteration 56Q: 3 clusters Score -842563.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -842562.875000 Penalty: 4365.454102 Iteration 57Q: 3 clusters Score -842562.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -842562.875000 Penalty: 4365.454102 Iteration 58F: 3 clusters Score -842562.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (107788 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107788 members Entering Unmasked Estep Score: -14237211.000000 Penalty: 2873.804443 Iteration 0F: 2 clusters Score -1.423721e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53967 members Mstep: Class 2 contains 53821 members Entering Unmasked Estep Score: -14164881.000000 Penalty: 5747.608887 Iteration 0F: 3 clusters Score -1.416488e+07 nChanged 51148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53841 members Mstep: Class 2 contains 53947 members Entering Unmasked Estep Score: -14194353.000000 Penalty: 5747.608887 Iteration 1F: 3 clusters Score -1.419435e+07 nChanged 3610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53887 members Mstep: Class 2 contains 53901 members Entering Unmasked Estep Score: -14195245.000000 Penalty: 5747.608887 Iteration 2Q: 3 clusters Score -1.419524e+07 nChanged 3626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53963 members Mstep: Class 2 contains 53825 members Entering Unmasked Estep Score: -14196122.000000 Penalty: 5747.608887 Iteration 3Q: 3 clusters Score -1.419612e+07 nChanged 3634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54107 members Mstep: Class 2 contains 53681 members Entering Unmasked Estep Score: -14197188.000000 Penalty: 5747.608887 Iteration 4Q: 3 clusters Score -1.419719e+07 nChanged 3881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54382 members Mstep: Class 2 contains 53406 members Entering Unmasked Estep Score: -14198328.000000 Penalty: 5747.608887 Iteration 5Q: 3 clusters Score -1.419833e+07 nChanged 4152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54832 members Mstep: Class 2 contains 52956 members Entering Unmasked Estep Score: -14199792.000000 Penalty: 5747.608887 Iteration 6Q: 3 clusters Score -1.419979e+07 nChanged 4455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55545 members Mstep: Class 2 contains 52243 members Entering Unmasked Estep Score: -14201611.000000 Penalty: 5747.608887 Iteration 7Q: 3 clusters Score -1.420161e+07 nChanged 4914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56807 members Mstep: Class 2 contains 50981 members Entering Unmasked Estep Score: -14203960.000000 Penalty: 5747.608887 Iteration 8Q: 3 clusters Score -1.420396e+07 nChanged 5450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58387 members Mstep: Class 2 contains 49401 members Entering Unmasked Estep Score: -14207060.000000 Penalty: 5747.608887 Iteration 9F: 3 clusters Score -1.420706e+07 nChanged 5879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60104 members Mstep: Class 2 contains 47684 members Entering Unmasked Estep Score: -14210748.000000 Penalty: 5747.608887 Iteration 10F: 3 clusters Score -1.421075e+07 nChanged 5500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61716 members Mstep: Class 2 contains 46072 members Entering Unmasked Estep Score: -14213843.000000 Penalty: 5747.608887 Iteration 11F: 3 clusters Score -1.421384e+07 nChanged 4419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63013 members Mstep: Class 2 contains 44775 members Entering Unmasked Estep Score: -14215572.000000 Penalty: 5747.608887 Iteration 12Q: 3 clusters Score -1.421557e+07 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64167 members Mstep: Class 2 contains 43621 members Entering Unmasked Estep Score: -14216300.000000 Penalty: 5747.608887 Iteration 13Q: 3 clusters Score -1.42163e+07 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65330 members Mstep: Class 2 contains 42458 members Entering Unmasked Estep Score: -14216663.000000 Penalty: 5747.608887 Iteration 14Q: 3 clusters Score -1.421666e+07 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66469 members Mstep: Class 2 contains 41319 members Entering Unmasked Estep Score: -14216938.000000 Penalty: 5747.608887 Iteration 15Q: 3 clusters Score -1.421694e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67623 members Mstep: Class 2 contains 40165 members Entering Unmasked Estep Score: -14217238.000000 Penalty: 5747.608887 Iteration 16Q: 3 clusters Score -1.421724e+07 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68838 members Mstep: Class 2 contains 38950 members Entering Unmasked Estep Score: -14217425.000000 Penalty: 5747.608887 Iteration 17Q: 3 clusters Score -1.421742e+07 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70178 members Mstep: Class 2 contains 37610 members Entering Unmasked Estep Score: -14217710.000000 Penalty: 5747.608887 Iteration 18Q: 3 clusters Score -1.421771e+07 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71616 members Mstep: Class 2 contains 36172 members Entering Unmasked Estep Score: -14218140.000000 Penalty: 5747.608887 Iteration 19Q: 3 clusters Score -1.421814e+07 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73183 members Mstep: Class 2 contains 34605 members Entering Unmasked Estep Score: -14218652.000000 Penalty: 5747.608887 Iteration 20F: 3 clusters Score -1.421865e+07 nChanged 1710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74889 members Mstep: Class 2 contains 32899 members Entering Unmasked Estep Score: -14219176.000000 Penalty: 5747.608887 Iteration 21Q: 3 clusters Score -1.421918e+07 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76701 members Mstep: Class 2 contains 31087 members Entering Unmasked Estep Score: -14219720.000000 Penalty: 5747.608887 Iteration 22Q: 3 clusters Score -1.421972e+07 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78654 members Mstep: Class 2 contains 29134 members Entering Unmasked Estep Score: -14220267.000000 Penalty: 5747.608887 Iteration 23Q: 3 clusters Score -1.422027e+07 nChanged 2016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80670 members Mstep: Class 2 contains 27118 members Entering Unmasked Estep Score: -14220976.000000 Penalty: 5747.608887 Iteration 24Q: 3 clusters Score -1.422098e+07 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82782 members Mstep: Class 2 contains 25006 members Entering Unmasked Estep Score: -14221763.000000 Penalty: 5747.608887 Iteration 25Q: 3 clusters Score -1.422176e+07 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85031 members Mstep: Class 2 contains 22757 members Entering Unmasked Estep Score: -14222673.000000 Penalty: 5747.608887 Iteration 26Q: 3 clusters Score -1.422267e+07 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87315 members Mstep: Class 2 contains 20473 members Entering Unmasked Estep Score: -14223555.000000 Penalty: 5747.608887 Iteration 27Q: 3 clusters Score -1.422356e+07 nChanged 2295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89610 members Mstep: Class 2 contains 18178 members Entering Unmasked Estep Score: -14224726.000000 Penalty: 5747.608887 Iteration 28Q: 3 clusters Score -1.422473e+07 nChanged 2258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91868 members Mstep: Class 2 contains 15920 members Entering Unmasked Estep Score: -14225773.000000 Penalty: 5747.608887 Iteration 29Q: 3 clusters Score -1.422577e+07 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94020 members Mstep: Class 2 contains 13768 members Entering Unmasked Estep Score: -14226903.000000 Penalty: 5747.608887 Iteration 30Q: 3 clusters Score -1.42269e+07 nChanged 2065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96081 members Mstep: Class 2 contains 11707 members Entering Unmasked Estep Score: -14228167.000000 Penalty: 5747.608887 Iteration 31Q: 3 clusters Score -1.422817e+07 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97994 members Mstep: Class 2 contains 9794 members Entering Unmasked Estep Score: -14229371.000000 Penalty: 5747.608887 Iteration 32Q: 3 clusters Score -1.422937e+07 nChanged 1763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99755 members Mstep: Class 2 contains 8033 members Entering Unmasked Estep Score: -14230542.000000 Penalty: 5747.608887 Iteration 33Q: 3 clusters Score -1.423054e+07 nChanged 1549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101302 members Mstep: Class 2 contains 6486 members Entering Unmasked Estep Score: -14231534.000000 Penalty: 5747.608887 Iteration 34Q: 3 clusters Score -1.423153e+07 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102632 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -14232445.000000 Penalty: 5747.608887 Iteration 35Q: 3 clusters Score -1.423244e+07 nChanged 1111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103719 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -14233215.000000 Penalty: 5747.608887 Iteration 36Q: 3 clusters Score -1.423322e+07 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104511 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -14233766.000000 Penalty: 5747.608887 Iteration 37Q: 3 clusters Score -1.423377e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105113 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -14234175.000000 Penalty: 5747.608887 Iteration 38Q: 3 clusters Score -1.423418e+07 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105564 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -14234481.000000 Penalty: 5747.608887 Iteration 39Q: 3 clusters Score -1.423448e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105866 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -14234738.000000 Penalty: 5747.608887 Iteration 40F: 3 clusters Score -1.423474e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106133 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -14234924.000000 Penalty: 5747.608887 Iteration 41Q: 3 clusters Score -1.423492e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106313 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -14235017.000000 Penalty: 5747.608887 Iteration 42Q: 3 clusters Score -1.423502e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106432 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -14235086.000000 Penalty: 5747.608887 Iteration 43Q: 3 clusters Score -1.423509e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106519 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -14235139.000000 Penalty: 5747.608887 Iteration 44Q: 3 clusters Score -1.423514e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106582 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -14235178.000000 Penalty: 5747.608887 Iteration 45Q: 3 clusters Score -1.423518e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106634 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -14235206.000000 Penalty: 5747.608887 Iteration 46Q: 3 clusters Score -1.423521e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106670 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -14235204.000000 Penalty: 5747.608887 Iteration 47Q: 3 clusters Score -1.42352e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106699 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -14235196.000000 Penalty: 5747.608887 Iteration 48Q: 3 clusters Score -1.42352e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106720 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -14235218.000000 Penalty: 5747.608887 Iteration 49Q: 3 clusters Score -1.423522e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106746 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -14235202.000000 Penalty: 5747.608887 Iteration 50Q: 3 clusters Score -1.42352e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106769 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -14235204.000000 Penalty: 5747.608887 Iteration 51Q: 3 clusters Score -1.42352e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106783 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -14235208.000000 Penalty: 5747.608887 Iteration 52Q: 3 clusters Score -1.423521e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106797 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -14235236.000000 Penalty: 5747.608887 Iteration 53Q: 3 clusters Score -1.423524e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106808 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -14235241.000000 Penalty: 5747.608887 Iteration 54Q: 3 clusters Score -1.423524e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106823 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -14235243.000000 Penalty: 5747.608887 Iteration 55Q: 3 clusters Score -1.423524e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106836 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -14235258.000000 Penalty: 5747.608887 Iteration 56Q: 3 clusters Score -1.423526e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106848 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -14235270.000000 Penalty: 5747.608887 Iteration 57Q: 3 clusters Score -1.423527e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106860 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -14235265.000000 Penalty: 5747.608887 Iteration 58Q: 3 clusters Score -1.423526e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106874 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -14235281.000000 Penalty: 5747.608887 Iteration 59Q: 3 clusters Score -1.423528e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106884 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -14235260.000000 Penalty: 5747.608887 Iteration 60F: 3 clusters Score -1.423526e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106890 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -14235270.000000 Penalty: 5747.608887 Iteration 61Q: 3 clusters Score -1.423527e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106899 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -14235286.000000 Penalty: 5747.608887 Iteration 62Q: 3 clusters Score -1.423529e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106908 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -14235303.000000 Penalty: 5747.608887 Iteration 63Q: 3 clusters Score -1.42353e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106912 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -14235304.000000 Penalty: 5747.608887 Iteration 64Q: 3 clusters Score -1.42353e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106910 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -14235300.000000 Penalty: 5747.608887 Iteration 65Q: 3 clusters Score -1.42353e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106911 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -14235296.000000 Penalty: 5747.608887 Iteration 66Q: 3 clusters Score -1.42353e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106911 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -14235300.000000 Penalty: 5747.608887 Iteration 67Q: 3 clusters Score -1.42353e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106912 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -14235293.000000 Penalty: 5747.608887 Iteration 68Q: 3 clusters Score -1.423529e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106913 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -14235298.000000 Penalty: 5747.608887 Iteration 69Q: 3 clusters Score -1.42353e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106917 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -14235306.000000 Penalty: 5747.608887 Iteration 70Q: 3 clusters Score -1.423531e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106920 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -14235307.000000 Penalty: 5747.608887 Iteration 71Q: 3 clusters Score -1.423531e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106920 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -14235307.000000 Penalty: 5747.608887 Iteration 72F: 3 clusters Score -1.423531e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (40746 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40746 members Entering Unmasked Estep Score: -5465777.500000 Penalty: 2632.548096 Iteration 0F: 2 clusters Score -5465778 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20323 members Mstep: Class 2 contains 20423 members Entering Unmasked Estep Score: -5438262.500000 Penalty: 5265.096191 Iteration 0F: 3 clusters Score -5438262 nChanged 18667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19782 members Mstep: Class 2 contains 20964 members Entering Unmasked Estep Score: -5448495.500000 Penalty: 5265.096191 Iteration 1F: 3 clusters Score -5448496 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19408 members Mstep: Class 2 contains 21338 members Entering Unmasked Estep Score: -5449071.000000 Penalty: 5265.096191 Iteration 2Q: 3 clusters Score -5449071 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18849 members Mstep: Class 2 contains 21897 members Entering Unmasked Estep Score: -5449695.000000 Penalty: 5265.096191 Iteration 3Q: 3 clusters Score -5449695 nChanged 1858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17997 members Mstep: Class 2 contains 22749 members Entering Unmasked Estep Score: -5450481.000000 Penalty: 5265.096191 Iteration 4Q: 3 clusters Score -5450481 nChanged 2145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16696 members Mstep: Class 2 contains 24050 members Entering Unmasked Estep Score: -5451599.000000 Penalty: 5265.096191 Iteration 5F: 3 clusters Score -5451599 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14989 members Mstep: Class 2 contains 25757 members Entering Unmasked Estep Score: -5453068.000000 Penalty: 5265.096191 Iteration 6F: 3 clusters Score -5453068 nChanged 2736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12821 members Mstep: Class 2 contains 27925 members Entering Unmasked Estep Score: -5454917.000000 Penalty: 5265.096191 Iteration 7F: 3 clusters Score -5454917 nChanged 2841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 30264 members Entering Unmasked Estep Score: -5456911.500000 Penalty: 5265.096191 Iteration 8F: 3 clusters Score -5456912 nChanged 2533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8305 members Mstep: Class 2 contains 32441 members Entering Unmasked Estep Score: -5458690.000000 Penalty: 5265.096191 Iteration 9F: 3 clusters Score -5458690 nChanged 1984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 34281 members Entering Unmasked Estep Score: -5460036.500000 Penalty: 5265.096191 Iteration 10Q: 3 clusters Score -5460036 nChanged 1576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4963 members Mstep: Class 2 contains 35783 members Entering Unmasked Estep Score: -5461085.000000 Penalty: 5265.096191 Iteration 11Q: 3 clusters Score -5461085 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 36971 members Entering Unmasked Estep Score: -5461841.500000 Penalty: 5265.096191 Iteration 12Q: 3 clusters Score -5461842 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 37886 members Entering Unmasked Estep Score: -5462462.000000 Penalty: 5265.096191 Iteration 13Q: 3 clusters Score -5462462 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 38502 members Entering Unmasked Estep Score: -5462857.000000 Penalty: 5265.096191 Iteration 14Q: 3 clusters Score -5462857 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 38965 members Entering Unmasked Estep Score: -5463119.000000 Penalty: 5265.096191 Iteration 15Q: 3 clusters Score -5463119 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 39274 members Entering Unmasked Estep Score: -5463288.000000 Penalty: 5265.096191 Iteration 16Q: 3 clusters Score -5463288 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 39468 members Entering Unmasked Estep Score: -5463405.000000 Penalty: 5265.096191 Iteration 17Q: 3 clusters Score -5463405 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 39633 members Entering Unmasked Estep Score: -5463475.000000 Penalty: 5265.096191 Iteration 18Q: 3 clusters Score -5463475 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 39739 members Entering Unmasked Estep Score: -5463543.000000 Penalty: 5265.096191 Iteration 19Q: 3 clusters Score -5463543 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 39804 members Entering Unmasked Estep Score: -5463591.500000 Penalty: 5265.096191 Iteration 20F: 3 clusters Score -5463592 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 39857 members Entering Unmasked Estep Score: -5463636.000000 Penalty: 5265.096191 Iteration 21Q: 3 clusters Score -5463636 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 39890 members Entering Unmasked Estep Score: -5463643.500000 Penalty: 5265.096191 Iteration 22Q: 3 clusters Score -5463644 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 39917 members Entering Unmasked Estep Score: -5463657.000000 Penalty: 5265.096191 Iteration 23Q: 3 clusters Score -5463657 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 39936 members Entering Unmasked Estep Score: -5463661.500000 Penalty: 5265.096191 Iteration 24Q: 3 clusters Score -5463662 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 39954 members Entering Unmasked Estep Score: -5463679.500000 Penalty: 5265.096191 Iteration 25Q: 3 clusters Score -5463680 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 39960 members Entering Unmasked Estep Score: -5463684.500000 Penalty: 5265.096191 Iteration 26Q: 3 clusters Score -5463684 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 39968 members Entering Unmasked Estep Score: -5463688.000000 Penalty: 5265.096191 Iteration 27Q: 3 clusters Score -5463688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 39970 members Entering Unmasked Estep Score: -5463690.500000 Penalty: 5265.096191 Iteration 28Q: 3 clusters Score -5463690 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 39970 members Entering Unmasked Estep Score: -5463691.500000 Penalty: 5265.096191 Iteration 29Q: 3 clusters Score -5463692 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 39972 members Entering Unmasked Estep Score: -5463693.000000 Penalty: 5265.096191 Iteration 30Q: 3 clusters Score -5463693 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 39973 members Entering Unmasked Estep Score: -5463695.000000 Penalty: 5265.096191 Iteration 31Q: 3 clusters Score -5463695 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 39975 members Entering Unmasked Estep Score: -5463694.500000 Penalty: 5265.096191 Iteration 32Q: 3 clusters Score -5463694 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 39977 members Entering Unmasked Estep Score: -5463693.000000 Penalty: 5265.096191 Iteration 33Q: 3 clusters Score -5463693 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 39980 members Entering Unmasked Estep Score: -5463697.000000 Penalty: 5265.096191 Iteration 34Q: 3 clusters Score -5463697 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 39983 members Entering Unmasked Estep Score: -5463698.000000 Penalty: 5265.096191 Iteration 35Q: 3 clusters Score -5463698 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 39985 members Entering Unmasked Estep Score: -5463697.000000 Penalty: 5265.096191 Iteration 36Q: 3 clusters Score -5463697 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 39986 members Entering Unmasked Estep Score: -5463695.000000 Penalty: 5265.096191 Iteration 37Q: 3 clusters Score -5463695 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 39986 members Entering Unmasked Estep Score: -5463695.000000 Penalty: 5265.096191 Iteration 38F: 3 clusters Score -5463695 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -1041904.437500 Penalty: 2244.675293 Iteration 0F: 2 clusters Score -1041904 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -1035125.437500 Penalty: 4489.350586 Iteration 0F: 3 clusters Score -1035125 nChanged 3533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -1037137.625000 Penalty: 4489.350586 Iteration 1F: 3 clusters Score -1037138 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -1037573.375000 Penalty: 4489.350586 Iteration 2F: 3 clusters Score -1037573 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 4463 members Entering Unmasked Estep Score: -1037967.750000 Penalty: 4489.350586 Iteration 3F: 3 clusters Score -1037968 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -1038413.312500 Penalty: 4489.350586 Iteration 4F: 3 clusters Score -1038413 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -1038925.000000 Penalty: 4489.350586 Iteration 5F: 3 clusters Score -1038925 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -1039392.000000 Penalty: 4489.350586 Iteration 6F: 3 clusters Score -1039392 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -1039690.437500 Penalty: 4489.350586 Iteration 7F: 3 clusters Score -1039690 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4183 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -1039933.062500 Penalty: 4489.350586 Iteration 8Q: 3 clusters Score -1039933 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -1040108.437500 Penalty: 4489.350586 Iteration 9Q: 3 clusters Score -1040108 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -1040227.375000 Penalty: 4489.350586 Iteration 10Q: 3 clusters Score -1040227 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -1040317.312500 Penalty: 4489.350586 Iteration 11Q: 3 clusters Score -1040317 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -1040394.625000 Penalty: 4489.350586 Iteration 12Q: 3 clusters Score -1040395 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1040457.750000 Penalty: 4489.350586 Iteration 13Q: 3 clusters Score -1040458 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1040510.500000 Penalty: 4489.350586 Iteration 14Q: 3 clusters Score -1040510 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -1040553.000000 Penalty: 4489.350586 Iteration 15Q: 3 clusters Score -1040553 nChanged 71 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: -1040576.937500 Penalty: 4489.350586 Iteration 16Q: 3 clusters Score -1040577 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -1040599.625000 Penalty: 4489.350586 Iteration 17Q: 3 clusters Score -1040600 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -1040617.500000 Penalty: 4489.350586 Iteration 18Q: 3 clusters Score -1040618 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1040636.000000 Penalty: 4489.350586 Iteration 19Q: 3 clusters Score -1040636 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1040655.625000 Penalty: 4489.350586 Iteration 20F: 3 clusters Score -1040656 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -1040666.625000 Penalty: 4489.350586 Iteration 21Q: 3 clusters Score -1040667 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -1040684.562500 Penalty: 4489.350586 Iteration 22Q: 3 clusters Score -1040685 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1040704.187500 Penalty: 4489.350586 Iteration 23Q: 3 clusters Score -1040704 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1040722.500000 Penalty: 4489.350586 Iteration 24Q: 3 clusters Score -1040722 nChanged 41 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: -1040738.875000 Penalty: 4489.350586 Iteration 25Q: 3 clusters Score -1040739 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -1040743.000000 Penalty: 4489.350586 Iteration 26Q: 3 clusters Score -1040743 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -1040746.875000 Penalty: 4489.350586 Iteration 27Q: 3 clusters Score -1040747 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1040751.687500 Penalty: 4489.350586 Iteration 28Q: 3 clusters Score -1040752 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1040753.750000 Penalty: 4489.350586 Iteration 29Q: 3 clusters Score -1040754 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1040752.812500 Penalty: 4489.350586 Iteration 30Q: 3 clusters Score -1040753 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -1040754.562500 Penalty: 4489.350586 Iteration 31Q: 3 clusters Score -1040755 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -1040755.250000 Penalty: 4489.350586 Iteration 32Q: 3 clusters Score -1040755 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1040757.312500 Penalty: 4489.350586 Iteration 33Q: 3 clusters Score -1040757 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -1040757.312500 Penalty: 4489.350586 Iteration 34F: 3 clusters Score -1040757 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Entering Unmasked Estep Score: -303357.312500 Penalty: 1919.684814 Iteration 0F: 2 clusters Score -303357.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -300593.843750 Penalty: 3839.369629 Iteration 0F: 3 clusters Score -300593.8 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -301131.156250 Penalty: 3839.369629 Iteration 1F: 3 clusters Score -301131.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -301241.500000 Penalty: 3839.369629 Iteration 2F: 3 clusters Score -301241.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -301311.718750 Penalty: 3839.369629 Iteration 3Q: 3 clusters Score -301311.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -301355.500000 Penalty: 3839.369629 Iteration 4Q: 3 clusters Score -301355.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -301381.156250 Penalty: 3839.369629 Iteration 5Q: 3 clusters Score -301381.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -301404.500000 Penalty: 3839.369629 Iteration 6Q: 3 clusters Score -301404.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -301436.812500 Penalty: 3839.369629 Iteration 7Q: 3 clusters Score -301436.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -301467.093750 Penalty: 3839.369629 Iteration 8Q: 3 clusters Score -301467.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -301495.750000 Penalty: 3839.369629 Iteration 9Q: 3 clusters Score -301495.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -301521.250000 Penalty: 3839.369629 Iteration 10Q: 3 clusters Score -301521.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -301543.312500 Penalty: 3839.369629 Iteration 11Q: 3 clusters Score -301543.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -301560.281250 Penalty: 3839.369629 Iteration 12Q: 3 clusters Score -301560.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -301574.718750 Penalty: 3839.369629 Iteration 13Q: 3 clusters Score -301574.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -301590.031250 Penalty: 3839.369629 Iteration 14Q: 3 clusters Score -301590 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -301601.937500 Penalty: 3839.369629 Iteration 15Q: 3 clusters Score -301601.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -301620.031250 Penalty: 3839.369629 Iteration 16Q: 3 clusters Score -301620 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -301635.750000 Penalty: 3839.369629 Iteration 17Q: 3 clusters Score -301635.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -301648.250000 Penalty: 3839.369629 Iteration 18Q: 3 clusters Score -301648.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -301658.281250 Penalty: 3839.369629 Iteration 19Q: 3 clusters Score -301658.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -301661.000000 Penalty: 3839.369629 Iteration 20F: 3 clusters Score -301661 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -301666.875000 Penalty: 3839.369629 Iteration 21Q: 3 clusters Score -301666.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -301671.562500 Penalty: 3839.369629 Iteration 22Q: 3 clusters Score -301671.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -301677.187500 Penalty: 3839.369629 Iteration 23Q: 3 clusters Score -301677.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -301680.750000 Penalty: 3839.369629 Iteration 24Q: 3 clusters Score -301680.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -301681.812500 Penalty: 3839.369629 Iteration 25Q: 3 clusters Score -301681.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -301685.312500 Penalty: 3839.369629 Iteration 26Q: 3 clusters Score -301685.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -301690.437500 Penalty: 3839.369629 Iteration 27Q: 3 clusters Score -301690.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -301696.875000 Penalty: 3839.369629 Iteration 28Q: 3 clusters Score -301696.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -301702.031250 Penalty: 3839.369629 Iteration 29Q: 3 clusters Score -301702 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -301705.906250 Penalty: 3839.369629 Iteration 30Q: 3 clusters Score -301705.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -301709.468750 Penalty: 3839.369629 Iteration 31Q: 3 clusters Score -301709.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -301716.281250 Penalty: 3839.369629 Iteration 32Q: 3 clusters Score -301716.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -301719.343750 Penalty: 3839.369629 Iteration 33Q: 3 clusters Score -301719.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -301724.375000 Penalty: 3839.369629 Iteration 34Q: 3 clusters Score -301724.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -301727.343750 Penalty: 3839.369629 Iteration 35Q: 3 clusters Score -301727.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -301730.906250 Penalty: 3839.369629 Iteration 36Q: 3 clusters Score -301730.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -301737.656250 Penalty: 3839.369629 Iteration 37Q: 3 clusters Score -301737.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -301745.312500 Penalty: 3839.369629 Iteration 38Q: 3 clusters Score -301745.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -301751.000000 Penalty: 3839.369629 Iteration 39Q: 3 clusters Score -301751 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -301756.468750 Penalty: 3839.369629 Iteration 40F: 3 clusters Score -301756.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -301761.000000 Penalty: 3839.369629 Iteration 41Q: 3 clusters Score -301761 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -301767.781250 Penalty: 3839.369629 Iteration 42Q: 3 clusters Score -301767.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -301775.218750 Penalty: 3839.369629 Iteration 43Q: 3 clusters Score -301775.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -301781.687500 Penalty: 3839.369629 Iteration 44Q: 3 clusters Score -301781.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -301788.000000 Penalty: 3839.369629 Iteration 45Q: 3 clusters Score -301788 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -301792.468750 Penalty: 3839.369629 Iteration 46Q: 3 clusters Score -301792.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -301795.281250 Penalty: 3839.369629 Iteration 47Q: 3 clusters Score -301795.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -301796.750000 Penalty: 3839.369629 Iteration 48Q: 3 clusters Score -301796.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -301796.812500 Penalty: 3839.369629 Iteration 49Q: 3 clusters Score -301796.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -301796.812500 Penalty: 3839.369629 Iteration 50F: 3 clusters Score -301796.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (14933 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14933 members Entering Unmasked Estep Score: -1989601.250000 Penalty: 2383.609619 Iteration 0F: 2 clusters Score -1989601 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7510 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -1978705.750000 Penalty: 4767.219238 Iteration 0F: 3 clusters Score -1978706 nChanged 6497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 7332 members Entering Unmasked Estep Score: -1982196.125000 Penalty: 4767.219238 Iteration 1F: 3 clusters Score -1982196 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 7288 members Entering Unmasked Estep Score: -1982507.000000 Penalty: 4767.219238 Iteration 2F: 3 clusters Score -1982507 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -1982732.250000 Penalty: 4767.219238 Iteration 3Q: 3 clusters Score -1982732 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 7254 members Entering Unmasked Estep Score: -1982887.000000 Penalty: 4767.219238 Iteration 4Q: 3 clusters Score -1982887 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 7260 members Entering Unmasked Estep Score: -1983020.000000 Penalty: 4767.219238 Iteration 5Q: 3 clusters Score -1983020 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -1983158.000000 Penalty: 4767.219238 Iteration 6Q: 3 clusters Score -1983158 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7787 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -1983291.500000 Penalty: 4767.219238 Iteration 7Q: 3 clusters Score -1983292 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -1983403.500000 Penalty: 4767.219238 Iteration 8Q: 3 clusters Score -1983404 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -1983504.125000 Penalty: 4767.219238 Iteration 9Q: 3 clusters Score -1983504 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1983608.875000 Penalty: 4767.219238 Iteration 10Q: 3 clusters Score -1983609 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -1983726.125000 Penalty: 4767.219238 Iteration 11Q: 3 clusters Score -1983726 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -1983856.875000 Penalty: 4767.219238 Iteration 12Q: 3 clusters Score -1983857 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8593 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -1983985.500000 Penalty: 4767.219238 Iteration 13Q: 3 clusters Score -1983986 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8826 members Mstep: Class 2 contains 6107 members Entering Unmasked Estep Score: -1984127.750000 Penalty: 4767.219238 Iteration 14Q: 3 clusters Score -1984128 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 5823 members Entering Unmasked Estep Score: -1984302.750000 Penalty: 4767.219238 Iteration 15Q: 3 clusters Score -1984303 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9435 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -1984499.500000 Penalty: 4767.219238 Iteration 16Q: 3 clusters Score -1984500 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9783 members Mstep: Class 2 contains 5150 members Entering Unmasked Estep Score: -1984690.750000 Penalty: 4767.219238 Iteration 17Q: 3 clusters Score -1984691 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10126 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1984907.875000 Penalty: 4767.219238 Iteration 18Q: 3 clusters Score -1984908 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1985131.000000 Penalty: 4767.219238 Iteration 19Q: 3 clusters Score -1985131 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -1985354.750000 Penalty: 4767.219238 Iteration 20F: 3 clusters Score -1985355 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11205 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -1985588.250000 Penalty: 4767.219238 Iteration 21Q: 3 clusters Score -1985588 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11564 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -1985801.250000 Penalty: 4767.219238 Iteration 22Q: 3 clusters Score -1985801 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11899 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -1986012.000000 Penalty: 4767.219238 Iteration 23Q: 3 clusters Score -1986012 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12202 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1986191.125000 Penalty: 4767.219238 Iteration 24Q: 3 clusters Score -1986191 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -1986343.125000 Penalty: 4767.219238 Iteration 25Q: 3 clusters Score -1986343 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12717 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -1986471.875000 Penalty: 4767.219238 Iteration 26Q: 3 clusters Score -1986472 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12946 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -1986603.500000 Penalty: 4767.219238 Iteration 27Q: 3 clusters Score -1986604 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13175 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1986734.500000 Penalty: 4767.219238 Iteration 28Q: 3 clusters Score -1986734 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13377 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -1986864.250000 Penalty: 4767.219238 Iteration 29Q: 3 clusters Score -1986864 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13585 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -1986987.375000 Penalty: 4767.219238 Iteration 30Q: 3 clusters Score -1986987 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13771 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1987117.875000 Penalty: 4767.219238 Iteration 31Q: 3 clusters Score -1987118 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13925 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -1987208.750000 Penalty: 4767.219238 Iteration 32Q: 3 clusters Score -1987209 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14044 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1987273.125000 Penalty: 4767.219238 Iteration 33Q: 3 clusters Score -1987273 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14139 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -1987326.750000 Penalty: 4767.219238 Iteration 34Q: 3 clusters Score -1987327 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14215 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -1987375.625000 Penalty: 4767.219238 Iteration 35Q: 3 clusters Score -1987376 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14285 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1987416.500000 Penalty: 4767.219238 Iteration 36Q: 3 clusters Score -1987416 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14332 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1987444.625000 Penalty: 4767.219238 Iteration 37Q: 3 clusters Score -1987445 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14362 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1987465.625000 Penalty: 4767.219238 Iteration 38Q: 3 clusters Score -1987466 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14391 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -1987489.375000 Penalty: 4767.219238 Iteration 39Q: 3 clusters Score -1987489 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14413 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -1987506.625000 Penalty: 4767.219238 Iteration 40F: 3 clusters Score -1987507 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14431 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -1987517.750000 Penalty: 4767.219238 Iteration 41Q: 3 clusters Score -1987518 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14438 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -1987522.875000 Penalty: 4767.219238 Iteration 42Q: 3 clusters Score -1987523 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14444 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -1987528.500000 Penalty: 4767.219238 Iteration 43Q: 3 clusters Score -1987528 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14451 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1987534.375000 Penalty: 4767.219238 Iteration 44Q: 3 clusters Score -1987534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -1987539.875000 Penalty: 4767.219238 Iteration 45Q: 3 clusters Score -1987540 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14460 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1987540.750000 Penalty: 4767.219238 Iteration 46Q: 3 clusters Score -1987541 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14462 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1987543.750000 Penalty: 4767.219238 Iteration 47Q: 3 clusters Score -1987544 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14464 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1987546.500000 Penalty: 4767.219238 Iteration 48Q: 3 clusters Score -1987546 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14464 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -1987546.500000 Penalty: 4767.219238 Iteration 49F: 3 clusters Score -1987546 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (14375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14375 members Entering Unmasked Estep Score: -1911844.875000 Penalty: 2374.165039 Iteration 0F: 2 clusters Score -1911845 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7212 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -1901411.375000 Penalty: 4748.330078 Iteration 0F: 3 clusters Score -1901411 nChanged 6198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -1904754.000000 Penalty: 4748.330078 Iteration 1F: 3 clusters Score -1904754 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 6756 members Entering Unmasked Estep Score: -1905110.250000 Penalty: 4748.330078 Iteration 2F: 3 clusters Score -1905110 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7805 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -1905388.375000 Penalty: 4748.330078 Iteration 3F: 3 clusters Score -1905388 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8044 members Mstep: Class 2 contains 6331 members Entering Unmasked Estep Score: -1905648.875000 Penalty: 4748.330078 Iteration 4Q: 3 clusters Score -1905649 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8360 members Mstep: Class 2 contains 6015 members Entering Unmasked Estep Score: -1905876.375000 Penalty: 4748.330078 Iteration 5Q: 3 clusters Score -1905876 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 5630 members Entering Unmasked Estep Score: -1906102.875000 Penalty: 4748.330078 Iteration 6Q: 3 clusters Score -1906103 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9218 members Mstep: Class 2 contains 5157 members Entering Unmasked Estep Score: -1906381.000000 Penalty: 4748.330078 Iteration 7Q: 3 clusters Score -1906381 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -1906707.875000 Penalty: 4748.330078 Iteration 8Q: 3 clusters Score -1906708 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10359 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1907094.000000 Penalty: 4748.330078 Iteration 9Q: 3 clusters Score -1907094 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -1907573.250000 Penalty: 4748.330078 Iteration 10Q: 3 clusters Score -1907573 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11707 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -1908114.250000 Penalty: 4748.330078 Iteration 11Q: 3 clusters Score -1908114 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12336 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -1908634.000000 Penalty: 4748.330078 Iteration 12Q: 3 clusters Score -1908634 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12828 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -1909030.125000 Penalty: 4748.330078 Iteration 13Q: 3 clusters Score -1909030 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13188 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -1909313.750000 Penalty: 4748.330078 Iteration 14Q: 3 clusters Score -1909314 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13444 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -1909489.125000 Penalty: 4748.330078 Iteration 15Q: 3 clusters Score -1909489 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13602 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1909610.000000 Penalty: 4748.330078 Iteration 16Q: 3 clusters Score -1909610 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13706 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1909710.125000 Penalty: 4748.330078 Iteration 17Q: 3 clusters Score -1909710 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1909787.375000 Penalty: 4748.330078 Iteration 18Q: 3 clusters Score -1909787 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13846 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1909842.375000 Penalty: 4748.330078 Iteration 19Q: 3 clusters Score -1909842 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13897 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1909892.750000 Penalty: 4748.330078 Iteration 20F: 3 clusters Score -1909893 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13923 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -1909914.625000 Penalty: 4748.330078 Iteration 21Q: 3 clusters Score -1909915 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13949 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1909941.625000 Penalty: 4748.330078 Iteration 22Q: 3 clusters Score -1909942 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13970 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -1909967.375000 Penalty: 4748.330078 Iteration 23Q: 3 clusters Score -1909967 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13985 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1909988.125000 Penalty: 4748.330078 Iteration 24Q: 3 clusters Score -1909988 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13992 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -1910000.250000 Penalty: 4748.330078 Iteration 25Q: 3 clusters Score -1910000 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14000 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -1910009.500000 Penalty: 4748.330078 Iteration 26Q: 3 clusters Score -1910010 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1910028.250000 Penalty: 4748.330078 Iteration 27Q: 3 clusters Score -1910028 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14006 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1910030.000000 Penalty: 4748.330078 Iteration 28Q: 3 clusters Score -1910030 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14005 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -1910036.250000 Penalty: 4748.330078 Iteration 29Q: 3 clusters Score -1910036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14008 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1910041.750000 Penalty: 4748.330078 Iteration 30Q: 3 clusters Score -1910042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14010 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1910041.375000 Penalty: 4748.330078 Iteration 31Q: 3 clusters Score -1910041 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14010 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1910041.375000 Penalty: 4748.330078 Iteration 32F: 3 clusters Score -1910041 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -424988.500000 Penalty: 2010.639893 Iteration 0F: 2 clusters Score -424988.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -421465.218750 Penalty: 4021.279785 Iteration 0F: 3 clusters Score -421465.2 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -422205.906250 Penalty: 4021.279785 Iteration 1F: 3 clusters Score -422205.9 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -422404.250000 Penalty: 4021.279785 Iteration 2F: 3 clusters Score -422404.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -422515.125000 Penalty: 4021.279785 Iteration 3F: 3 clusters Score -422515.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -422586.062500 Penalty: 4021.279785 Iteration 4Q: 3 clusters Score -422586.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -422646.750000 Penalty: 4021.279785 Iteration 5Q: 3 clusters Score -422646.8 nChanged 84 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: -422699.656250 Penalty: 4021.279785 Iteration 6Q: 3 clusters Score -422699.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -422735.781250 Penalty: 4021.279785 Iteration 7Q: 3 clusters Score -422735.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -422761.500000 Penalty: 4021.279785 Iteration 8Q: 3 clusters Score -422761.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -422782.500000 Penalty: 4021.279785 Iteration 9Q: 3 clusters Score -422782.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -422803.187500 Penalty: 4021.279785 Iteration 10Q: 3 clusters Score -422803.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -422831.312500 Penalty: 4021.279785 Iteration 11Q: 3 clusters Score -422831.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -422850.250000 Penalty: 4021.279785 Iteration 12Q: 3 clusters Score -422850.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -422864.218750 Penalty: 4021.279785 Iteration 13Q: 3 clusters Score -422864.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -422878.156250 Penalty: 4021.279785 Iteration 14Q: 3 clusters Score -422878.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -422886.562500 Penalty: 4021.279785 Iteration 15Q: 3 clusters Score -422886.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -422892.968750 Penalty: 4021.279785 Iteration 16Q: 3 clusters Score -422893 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -422898.531250 Penalty: 4021.279785 Iteration 17Q: 3 clusters Score -422898.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -422900.718750 Penalty: 4021.279785 Iteration 18Q: 3 clusters Score -422900.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -422902.031250 Penalty: 4021.279785 Iteration 19Q: 3 clusters Score -422902 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -422905.718750 Penalty: 4021.279785 Iteration 20F: 3 clusters Score -422905.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -422906.343750 Penalty: 4021.279785 Iteration 21Q: 3 clusters Score -422906.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -422907.031250 Penalty: 4021.279785 Iteration 22Q: 3 clusters Score -422907 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -422909.812500 Penalty: 4021.279785 Iteration 23Q: 3 clusters Score -422909.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -422912.781250 Penalty: 4021.279785 Iteration 24Q: 3 clusters Score -422912.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -422915.062500 Penalty: 4021.279785 Iteration 25Q: 3 clusters Score -422915.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -422916.656250 Penalty: 4021.279785 Iteration 26Q: 3 clusters Score -422916.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -422919.406250 Penalty: 4021.279785 Iteration 27Q: 3 clusters Score -422919.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -422921.718750 Penalty: 4021.279785 Iteration 28Q: 3 clusters Score -422921.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -422923.218750 Penalty: 4021.279785 Iteration 29Q: 3 clusters Score -422923.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -422927.375000 Penalty: 4021.279785 Iteration 30Q: 3 clusters Score -422927.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -422931.218750 Penalty: 4021.279785 Iteration 31Q: 3 clusters Score -422931.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -422932.906250 Penalty: 4021.279785 Iteration 32Q: 3 clusters Score -422932.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -422934.375000 Penalty: 4021.279785 Iteration 33Q: 3 clusters Score -422934.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -422936.187500 Penalty: 4021.279785 Iteration 34Q: 3 clusters Score -422936.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -422938.625000 Penalty: 4021.279785 Iteration 35Q: 3 clusters Score -422938.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -422942.062500 Penalty: 4021.279785 Iteration 36Q: 3 clusters Score -422942.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -422944.781250 Penalty: 4021.279785 Iteration 37Q: 3 clusters Score -422944.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -422946.187500 Penalty: 4021.279785 Iteration 38Q: 3 clusters Score -422946.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -422947.468750 Penalty: 4021.279785 Iteration 39Q: 3 clusters Score -422947.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -422947.468750 Penalty: 4021.279785 Iteration 40F: 3 clusters Score -422947.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (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: -168094.218750 Penalty: 1813.182129 Iteration 0F: 2 clusters Score -168094.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -166431.000000 Penalty: 3626.364258 Iteration 0F: 3 clusters Score -166431 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -169084.500000 Penalty: 3626.364258 Iteration 1F: 3 clusters Score -169084.5 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -170907.781250 Penalty: 3626.364258 Iteration 2F: 3 clusters Score -170907.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -172426.656250 Penalty: 3626.364258 Iteration 3F: 3 clusters Score -172426.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -173222.328125 Penalty: 3626.364258 Iteration 4Q: 3 clusters Score -173222.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -173273.796875 Penalty: 3626.364258 Iteration 5Q: 3 clusters Score -173273.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -173273.796875 Penalty: 3626.364258 Iteration 6F: 3 clusters Score -173273.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62050 members Mstep: Class 2 contains 10754 members Mstep: Class 3 contains 398 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 5032 members Mstep: Class 6 contains 75013 members Mstep: Class 7 contains 50473 members Mstep: Class 8 contains 50350 members Mstep: Class 9 contains 6643 members Mstep: Class 10 contains 107788 members Mstep: Class 11 contains 770 members Mstep: Class 12 contains 40746 members Mstep: Class 13 contains 8528 members Mstep: Class 14 contains 4634 members Mstep: Class 15 contains 2300 members Mstep: Class 16 contains 14933 members Mstep: Class 17 contains 14375 members Mstep: Class 18 contains 48210 members Mstep: Class 19 contains 3319 members Mstep: Class 20 contains 1209 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 145268 members Mstep: Class 23 contains 1378 members Entering Unmasked Estep Score: -85885208.000000 Penalty: 76394.156250 Splitting cluster 21 changes total score from -85877256.000000 to -85885208.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 22 (145268 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145268 members Entering Unmasked Estep Score: -19531738.000000 Penalty: 2947.811279 Iteration 0F: 2 clusters Score -1.953174e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72793 members Mstep: Class 2 contains 72475 members Entering Unmasked Estep Score: -19439802.000000 Penalty: 5895.622559 Iteration 0F: 3 clusters Score -1.94398e+07 nChanged 69167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73706 members Mstep: Class 2 contains 71562 members Entering Unmasked Estep Score: -19479494.000000 Penalty: 5895.622559 Iteration 1F: 3 clusters Score -1.947949e+07 nChanged 4466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74230 members Mstep: Class 2 contains 71038 members Entering Unmasked Estep Score: -19480552.000000 Penalty: 5895.622559 Iteration 2Q: 3 clusters Score -1.948055e+07 nChanged 4756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75070 members Mstep: Class 2 contains 70198 members Entering Unmasked Estep Score: -19481856.000000 Penalty: 5895.622559 Iteration 3Q: 3 clusters Score -1.948186e+07 nChanged 5322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76394 members Mstep: Class 2 contains 68874 members Entering Unmasked Estep Score: -19483584.000000 Penalty: 5895.622559 Iteration 4Q: 3 clusters Score -1.948358e+07 nChanged 5929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78433 members Mstep: Class 2 contains 66835 members Entering Unmasked Estep Score: -19486248.000000 Penalty: 5895.622559 Iteration 5Q: 3 clusters Score -1.948625e+07 nChanged 6914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81711 members Mstep: Class 2 contains 63557 members Entering Unmasked Estep Score: -19489546.000000 Penalty: 5895.622559 Iteration 6Q: 3 clusters Score -1.948955e+07 nChanged 7893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86576 members Mstep: Class 2 contains 58692 members Entering Unmasked Estep Score: -19493796.000000 Penalty: 5895.622559 Iteration 7F: 3 clusters Score -1.94938e+07 nChanged 8765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93105 members Mstep: Class 2 contains 52163 members Entering Unmasked Estep Score: -19498920.000000 Penalty: 5895.622559 Iteration 8F: 3 clusters Score -1.949892e+07 nChanged 9358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100947 members Mstep: Class 2 contains 44321 members Entering Unmasked Estep Score: -19505138.000000 Penalty: 5895.622559 Iteration 9F: 3 clusters Score -1.950514e+07 nChanged 8999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108842 members Mstep: Class 2 contains 36426 members Entering Unmasked Estep Score: -19511870.000000 Penalty: 5895.622559 Iteration 10F: 3 clusters Score -1.951187e+07 nChanged 7800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115530 members Mstep: Class 2 contains 29738 members Entering Unmasked Estep Score: -19517706.000000 Penalty: 5895.622559 Iteration 11F: 3 clusters Score -1.951771e+07 nChanged 6049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120487 members Mstep: Class 2 contains 24781 members Entering Unmasked Estep Score: -19521772.000000 Penalty: 5895.622559 Iteration 12Q: 3 clusters Score -1.952177e+07 nChanged 4433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124164 members Mstep: Class 2 contains 21104 members Entering Unmasked Estep Score: -19524454.000000 Penalty: 5895.622559 Iteration 13Q: 3 clusters Score -1.952445e+07 nChanged 3360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127084 members Mstep: Class 2 contains 18184 members Entering Unmasked Estep Score: -19526304.000000 Penalty: 5895.622559 Iteration 14Q: 3 clusters Score -1.95263e+07 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129429 members Mstep: Class 2 contains 15839 members Entering Unmasked Estep Score: -19527650.000000 Penalty: 5895.622559 Iteration 15Q: 3 clusters Score -1.952765e+07 nChanged 2033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131384 members Mstep: Class 2 contains 13884 members Entering Unmasked Estep Score: -19528730.000000 Penalty: 5895.622559 Iteration 16Q: 3 clusters Score -1.952873e+07 nChanged 1631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132927 members Mstep: Class 2 contains 12341 members Entering Unmasked Estep Score: -19529576.000000 Penalty: 5895.622559 Iteration 17Q: 3 clusters Score -1.952958e+07 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134228 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -19530318.000000 Penalty: 5895.622559 Iteration 18Q: 3 clusters Score -1.953032e+07 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135300 members Mstep: Class 2 contains 9968 members Entering Unmasked Estep Score: -19530762.000000 Penalty: 5895.622559 Iteration 19Q: 3 clusters Score -1.953076e+07 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136215 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -19531164.000000 Penalty: 5895.622559 Iteration 20F: 3 clusters Score -1.953116e+07 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136971 members Mstep: Class 2 contains 8297 members Entering Unmasked Estep Score: -19531452.000000 Penalty: 5895.622559 Iteration 21Q: 3 clusters Score -1.953145e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137602 members Mstep: Class 2 contains 7666 members Entering Unmasked Estep Score: -19531686.000000 Penalty: 5895.622559 Iteration 22Q: 3 clusters Score -1.953169e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138131 members Mstep: Class 2 contains 7137 members Entering Unmasked Estep Score: -19531832.000000 Penalty: 5895.622559 Iteration 23Q: 3 clusters Score -1.953183e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138515 members Mstep: Class 2 contains 6753 members Entering Unmasked Estep Score: -19531856.000000 Penalty: 5895.622559 Iteration 24Q: 3 clusters Score -1.953186e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138868 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -19531884.000000 Penalty: 5895.622559 Iteration 25Q: 3 clusters Score -1.953188e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139198 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -19531980.000000 Penalty: 5895.622559 Iteration 26Q: 3 clusters Score -1.953198e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139452 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -19532026.000000 Penalty: 5895.622559 Iteration 27Q: 3 clusters Score -1.953203e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139679 members Mstep: Class 2 contains 5589 members Entering Unmasked Estep Score: -19532022.000000 Penalty: 5895.622559 Iteration 28Q: 3 clusters Score -1.953202e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139880 members Mstep: Class 2 contains 5388 members Entering Unmasked Estep Score: -19531990.000000 Penalty: 5895.622559 Iteration 29Q: 3 clusters Score -1.953199e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140066 members Mstep: Class 2 contains 5202 members Entering Unmasked Estep Score: -19532036.000000 Penalty: 5895.622559 Iteration 30Q: 3 clusters Score -1.953204e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140234 members Mstep: Class 2 contains 5034 members Entering Unmasked Estep Score: -19532038.000000 Penalty: 5895.622559 Iteration 31Q: 3 clusters Score -1.953204e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140366 members Mstep: Class 2 contains 4902 members Entering Unmasked Estep Score: -19532038.000000 Penalty: 5895.622559 Iteration 32Q: 3 clusters Score -1.953204e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140469 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -19532058.000000 Penalty: 5895.622559 Iteration 33Q: 3 clusters Score -1.953206e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140557 members Mstep: Class 2 contains 4711 members Entering Unmasked Estep Score: -19532058.000000 Penalty: 5895.622559 Iteration 34Q: 3 clusters Score -1.953206e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140621 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -19532082.000000 Penalty: 5895.622559 Iteration 35Q: 3 clusters Score -1.953208e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140670 members Mstep: Class 2 contains 4598 members Entering Unmasked Estep Score: -19532118.000000 Penalty: 5895.622559 Iteration 36Q: 3 clusters Score -1.953212e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140731 members Mstep: Class 2 contains 4537 members Entering Unmasked Estep Score: -19532120.000000 Penalty: 5895.622559 Iteration 37Q: 3 clusters Score -1.953212e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140784 members Mstep: Class 2 contains 4484 members Entering Unmasked Estep Score: -19532166.000000 Penalty: 5895.622559 Iteration 38Q: 3 clusters Score -1.953217e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140824 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -19532152.000000 Penalty: 5895.622559 Iteration 39Q: 3 clusters Score -1.953215e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140856 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -19532164.000000 Penalty: 5895.622559 Iteration 40F: 3 clusters Score -1.953216e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140889 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -19532152.000000 Penalty: 5895.622559 Iteration 41Q: 3 clusters Score -1.953215e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140915 members Mstep: Class 2 contains 4353 members Entering Unmasked Estep Score: -19532156.000000 Penalty: 5895.622559 Iteration 42Q: 3 clusters Score -1.953216e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140935 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -19532148.000000 Penalty: 5895.622559 Iteration 43Q: 3 clusters Score -1.953215e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140962 members Mstep: Class 2 contains 4306 members Entering Unmasked Estep Score: -19532150.000000 Penalty: 5895.622559 Iteration 44Q: 3 clusters Score -1.953215e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140982 members Mstep: Class 2 contains 4286 members Entering Unmasked Estep Score: -19532128.000000 Penalty: 5895.622559 Iteration 45Q: 3 clusters Score -1.953213e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140996 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -19532122.000000 Penalty: 5895.622559 Iteration 46Q: 3 clusters Score -1.953212e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141007 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -19532126.000000 Penalty: 5895.622559 Iteration 47Q: 3 clusters Score -1.953213e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141014 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -19532112.000000 Penalty: 5895.622559 Iteration 48Q: 3 clusters Score -1.953211e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141021 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -19532106.000000 Penalty: 5895.622559 Iteration 49Q: 3 clusters Score -1.953211e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141026 members Mstep: Class 2 contains 4242 members Entering Unmasked Estep Score: -19532118.000000 Penalty: 5895.622559 Iteration 50Q: 3 clusters Score -1.953212e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141030 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -19532116.000000 Penalty: 5895.622559 Iteration 51Q: 3 clusters Score -1.953212e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141032 members Mstep: Class 2 contains 4236 members Entering Unmasked Estep Score: -19532112.000000 Penalty: 5895.622559 Iteration 52Q: 3 clusters Score -1.953211e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141035 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -19532098.000000 Penalty: 5895.622559 Iteration 53Q: 3 clusters Score -1.95321e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141042 members Mstep: Class 2 contains 4226 members Entering Unmasked Estep Score: -19532110.000000 Penalty: 5895.622559 Iteration 54Q: 3 clusters Score -1.953211e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141044 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -19532110.000000 Penalty: 5895.622559 Iteration 55Q: 3 clusters Score -1.953211e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141045 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -19532110.000000 Penalty: 5895.622559 Iteration 56Q: 3 clusters Score -1.953211e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141046 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -19532108.000000 Penalty: 5895.622559 Iteration 57Q: 3 clusters Score -1.953211e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141048 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -19532114.000000 Penalty: 5895.622559 Iteration 58Q: 3 clusters Score -1.953211e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141054 members Mstep: Class 2 contains 4214 members Entering Unmasked Estep Score: -19532114.000000 Penalty: 5895.622559 Iteration 59Q: 3 clusters Score -1.953211e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141064 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -19532114.000000 Penalty: 5895.622559 Iteration 60F: 3 clusters Score -1.953211e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141079 members Mstep: Class 2 contains 4189 members Entering Unmasked Estep Score: -19532104.000000 Penalty: 5895.622559 Iteration 61Q: 3 clusters Score -1.95321e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141092 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -19532096.000000 Penalty: 5895.622559 Iteration 62Q: 3 clusters Score -1.95321e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141105 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -19532092.000000 Penalty: 5895.622559 Iteration 63Q: 3 clusters Score -1.953209e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141120 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -19532074.000000 Penalty: 5895.622559 Iteration 64Q: 3 clusters Score -1.953207e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141137 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -19532068.000000 Penalty: 5895.622559 Iteration 65Q: 3 clusters Score -1.953207e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141149 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -19532060.000000 Penalty: 5895.622559 Iteration 66Q: 3 clusters Score -1.953206e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141157 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -19532060.000000 Penalty: 5895.622559 Iteration 67Q: 3 clusters Score -1.953206e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141161 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -19532068.000000 Penalty: 5895.622559 Iteration 68Q: 3 clusters Score -1.953207e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141165 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -19532064.000000 Penalty: 5895.622559 Iteration 69Q: 3 clusters Score -1.953206e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141168 members Mstep: Class 2 contains 4100 members Entering Unmasked Estep Score: -19532072.000000 Penalty: 5895.622559 Iteration 70Q: 3 clusters Score -1.953207e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141173 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -19532064.000000 Penalty: 5895.622559 Iteration 71Q: 3 clusters Score -1.953206e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141178 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -19532052.000000 Penalty: 5895.622559 Iteration 72Q: 3 clusters Score -1.953205e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141186 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -19532042.000000 Penalty: 5895.622559 Iteration 73Q: 3 clusters Score -1.953204e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141190 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -19532042.000000 Penalty: 5895.622559 Iteration 74Q: 3 clusters Score -1.953204e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141196 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -19532064.000000 Penalty: 5895.622559 Iteration 75Q: 3 clusters Score -1.953206e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141199 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -19532056.000000 Penalty: 5895.622559 Iteration 76Q: 3 clusters Score -1.953206e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141201 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -19532060.000000 Penalty: 5895.622559 Iteration 77Q: 3 clusters Score -1.953206e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141202 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -19532054.000000 Penalty: 5895.622559 Iteration 78Q: 3 clusters Score -1.953205e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141205 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -19532048.000000 Penalty: 5895.622559 Iteration 79Q: 3 clusters Score -1.953205e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141210 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -19532054.000000 Penalty: 5895.622559 Iteration 80F: 3 clusters Score -1.953205e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141214 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -19532048.000000 Penalty: 5895.622559 Iteration 81Q: 3 clusters Score -1.953205e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141216 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -19532054.000000 Penalty: 5895.622559 Iteration 82Q: 3 clusters Score -1.953205e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141216 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -19532054.000000 Penalty: 5895.622559 Iteration 83F: 3 clusters Score -1.953205e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62050 members Mstep: Class 2 contains 10754 members Mstep: Class 3 contains 398 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 5032 members Mstep: Class 6 contains 75013 members Mstep: Class 7 contains 50473 members Mstep: Class 8 contains 50350 members Mstep: Class 9 contains 6643 members Mstep: Class 10 contains 107788 members Mstep: Class 11 contains 770 members Mstep: Class 12 contains 40746 members Mstep: Class 13 contains 8528 members Mstep: Class 14 contains 4634 members Mstep: Class 15 contains 2300 members Mstep: Class 16 contains 14933 members Mstep: Class 17 contains 14375 members Mstep: Class 18 contains 48210 members Mstep: Class 19 contains 3319 members Mstep: Class 20 contains 1209 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 141216 members Mstep: Class 23 contains 1378 members Mstep: Class 24 contains 4052 members Entering Unmasked Estep Score: -85884808.000000 Penalty: 79715.640625 Splitting cluster 22 changes total score from -85877256.000000 to -85884808.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 23 (1378 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Entering Unmasked Estep Score: -159323.140625 Penalty: 1792.640259 Iteration 0F: 2 clusters Score -159323.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -157368.140625 Penalty: 3585.280518 Iteration 0F: 3 clusters Score -157368.1 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -158309.312500 Penalty: 3585.280518 Iteration 1F: 3 clusters Score -158309.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -159724.281250 Penalty: 3585.280518 Iteration 2F: 3 clusters Score -159724.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -160465.312500 Penalty: 3585.280518 Iteration 3F: 3 clusters Score -160465.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -160857.546875 Penalty: 3585.280518 Iteration 4F: 3 clusters Score -160857.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -161040.265625 Penalty: 3585.280518 Iteration 5Q: 3 clusters Score -161040.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -161140.968750 Penalty: 3585.280518 Iteration 6Q: 3 clusters Score -161141 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -161313.531250 Penalty: 3585.280518 Iteration 7Q: 3 clusters Score -161313.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -161425.765625 Penalty: 3585.280518 Iteration 8Q: 3 clusters Score -161425.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -161601.328125 Penalty: 3585.280518 Iteration 9Q: 3 clusters Score -161601.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -161864.234375 Penalty: 3585.280518 Iteration 10Q: 3 clusters Score -161864.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -161978.015625 Penalty: 3585.280518 Iteration 11Q: 3 clusters Score -161978 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -161978.015625 Penalty: 3585.280518 Iteration 12F: 3 clusters Score -161978 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62050 members Mstep: Class 2 contains 10754 members Mstep: Class 3 contains 398 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 5032 members Mstep: Class 6 contains 75013 members Mstep: Class 7 contains 50473 members Mstep: Class 8 contains 50350 members Mstep: Class 9 contains 6643 members Mstep: Class 10 contains 107788 members Mstep: Class 11 contains 770 members Mstep: Class 12 contains 40746 members Mstep: Class 13 contains 8528 members Mstep: Class 14 contains 4634 members Mstep: Class 15 contains 2300 members Mstep: Class 16 contains 14933 members Mstep: Class 17 contains 14375 members Mstep: Class 18 contains 48210 members Mstep: Class 19 contains 3319 members Mstep: Class 20 contains 1209 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 141216 members Mstep: Class 23 contains 303 members Mstep: Class 24 contains 4052 members Mstep: Class 25 contains 1075 members Entering Unmasked Estep Score: -85885944.000000 Penalty: 83037.125000 Splitting cluster 23 changes total score from -85877256.000000 to -85885944.000000 So it's getting split into cluster 25. Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62050 members Mstep: Class 2 contains 10754 members Mstep: Class 3 contains 398 members Mstep: Class 4 contains 901 members Mstep: Class 5 contains 5032 members Mstep: Class 6 contains 75013 members Mstep: Class 7 contains 50473 members Mstep: Class 8 contains 50350 members Mstep: Class 9 contains 6643 members Mstep: Class 10 contains 107788 members Mstep: Class 12 contains 40746 members Mstep: Class 13 contains 8528 members Mstep: Class 15 contains 2300 members Mstep: Class 16 contains 14933 members Mstep: Class 17 contains 14375 members Mstep: Class 19 contains 3319 members Mstep: Class 21 contains 288 members Mstep: Class 22 contains 141216 members Mstep: Class 23 contains 303 members Entering Unmasked Estep ConsiderDeletion Score: -85888208.000000 Penalty: 83037.125000 Iteration 39Q: 26 clusters Score -8.588821e+07 nChanged 4913 Entering Unmasked Mstep Mstep: Class 0 contains 95 members Mstep: Class 1 contains 62050 members Mstep: Class 2 contains 10695 members Mstep: Class 3 contains 396 members Mstep: Class 4 contains 897 members Mstep: Class 5 contains 5041 members Mstep: Class 6 contains 75018 members Mstep: Class 7 contains 50338 members Mstep: Class 8 contains 50280 members Mstep: Class 9 contains 6645 members Mstep: Class 10 contains 108472 members Mstep: Class 11 contains 974 members Mstep: Class 12 contains 40770 members Mstep: Class 13 contains 8645 members Mstep: Class 14 contains 4841 members Mstep: Class 15 contains 2312 members Mstep: Class 16 contains 14995 members Mstep: Class 17 contains 14522 members Mstep: Class 18 contains 47153 members Mstep: Class 19 contains 3363 members Mstep: Class 20 contains 1209 members Mstep: Class 21 contains 298 members Mstep: Class 22 contains 141026 members Mstep: Class 23 contains 302 members Mstep: Class 24 contains 4047 members Mstep: Class 25 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -85890768.000000 Penalty: 83037.125000 Iteration 40F: 26 clusters Score -8.589077e+07 nChanged 2922 Entering Unmasked Mstep Mstep: Class 0 contains 74 members Mstep: Class 1 contains 61991 members Mstep: Class 2 contains 10621 members Mstep: Class 3 contains 422 members Mstep: Class 4 contains 918 members Mstep: Class 5 contains 5011 members Mstep: Class 6 contains 75005 members Mstep: Class 7 contains 50234 members Mstep: Class 8 contains 50214 members Mstep: Class 9 contains 6623 members Mstep: Class 10 contains 108718 members Mstep: Class 11 contains 1081 members Mstep: Class 12 contains 40780 members Mstep: Class 13 contains 8464 members Mstep: Class 14 contains 4974 members Mstep: Class 15 contains 2317 members Mstep: Class 16 contains 14993 members Mstep: Class 17 contains 14614 members Mstep: Class 18 contains 47168 members Mstep: Class 19 contains 3349 members Mstep: Class 20 contains 1209 members Mstep: Class 21 contains 300 members Mstep: Class 22 contains 140738 members Mstep: Class 23 contains 301 members Mstep: Class 24 contains 4265 members Mstep: Class 25 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -85892408.000000 Penalty: 83037.125000 Iteration 41Q: 26 clusters Score -8.589241e+07 nChanged 1467 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61935 members Mstep: Class 2 contains 10570 members Mstep: Class 3 contains 464 members Mstep: Class 4 contains 912 members Mstep: Class 5 contains 5007 members Mstep: Class 6 contains 75005 members Mstep: Class 7 contains 50211 members Mstep: Class 8 contains 50157 members Mstep: Class 9 contains 6603 members Mstep: Class 10 contains 108879 members Mstep: Class 11 contains 1136 members Mstep: Class 12 contains 40774 members Mstep: Class 13 contains 8336 members Mstep: Class 14 contains 5024 members Mstep: Class 15 contains 2318 members Mstep: Class 16 contains 15036 members Mstep: Class 17 contains 14687 members Mstep: Class 18 contains 47072 members Mstep: Class 19 contains 3352 members Mstep: Class 20 contains 1212 members Mstep: Class 21 contains 285 members Mstep: Class 22 contains 140675 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4364 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85893088.000000 Penalty: 83037.125000 Iteration 42Q: 26 clusters Score -8.589309e+07 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61892 members Mstep: Class 2 contains 10540 members Mstep: Class 3 contains 493 members Mstep: Class 4 contains 911 members Mstep: Class 5 contains 5007 members Mstep: Class 6 contains 75018 members Mstep: Class 7 contains 50206 members Mstep: Class 8 contains 50125 members Mstep: Class 9 contains 6582 members Mstep: Class 10 contains 108954 members Mstep: Class 11 contains 1148 members Mstep: Class 12 contains 40776 members Mstep: Class 13 contains 8239 members Mstep: Class 14 contains 5056 members Mstep: Class 15 contains 2326 members Mstep: Class 16 contains 15078 members Mstep: Class 17 contains 14760 members Mstep: Class 18 contains 46972 members Mstep: Class 19 contains 3349 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 140686 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4405 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894264.000000 Penalty: 83037.125000 Iteration 43Q: 26 clusters Score -8.589426e+07 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61845 members Mstep: Class 2 contains 10524 members Mstep: Class 3 contains 497 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 5006 members Mstep: Class 6 contains 75034 members Mstep: Class 7 contains 50223 members Mstep: Class 8 contains 50070 members Mstep: Class 9 contains 6570 members Mstep: Class 10 contains 108959 members Mstep: Class 11 contains 1248 members Mstep: Class 12 contains 40779 members Mstep: Class 13 contains 8154 members Mstep: Class 14 contains 5100 members Mstep: Class 15 contains 2329 members Mstep: Class 16 contains 15106 members Mstep: Class 17 contains 14821 members Mstep: Class 18 contains 46890 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 140699 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4423 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894488.000000 Penalty: 83037.125000 Iteration 44Q: 26 clusters Score -8.589449e+07 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61815 members Mstep: Class 2 contains 10514 members Mstep: Class 3 contains 499 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 5007 members Mstep: Class 6 contains 75058 members Mstep: Class 7 contains 50225 members Mstep: Class 8 contains 50023 members Mstep: Class 9 contains 6560 members Mstep: Class 10 contains 108953 members Mstep: Class 11 contains 1320 members Mstep: Class 12 contains 40772 members Mstep: Class 13 contains 8090 members Mstep: Class 14 contains 5115 members Mstep: Class 15 contains 2332 members Mstep: Class 16 contains 15133 members Mstep: Class 17 contains 14881 members Mstep: Class 18 contains 46836 members Mstep: Class 19 contains 3348 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 140712 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4428 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894624.000000 Penalty: 83037.125000 Iteration 45Q: 26 clusters Score -8.589462e+07 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61776 members Mstep: Class 2 contains 10506 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 902 members Mstep: Class 5 contains 5007 members Mstep: Class 6 contains 75078 members Mstep: Class 7 contains 50238 members Mstep: Class 8 contains 49980 members Mstep: Class 9 contains 6558 members Mstep: Class 10 contains 108939 members Mstep: Class 11 contains 1375 members Mstep: Class 12 contains 40763 members Mstep: Class 13 contains 8050 members Mstep: Class 14 contains 5123 members Mstep: Class 15 contains 2333 members Mstep: Class 16 contains 15168 members Mstep: Class 17 contains 14934 members Mstep: Class 18 contains 46793 members Mstep: Class 19 contains 3348 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 140729 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4423 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894408.000000 Penalty: 83037.125000 Iteration 46Q: 26 clusters Score -8.589441e+07 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61740 members Mstep: Class 2 contains 10496 members Mstep: Class 3 contains 501 members Mstep: Class 4 contains 903 members Mstep: Class 5 contains 5007 members Mstep: Class 6 contains 75093 members Mstep: Class 7 contains 50243 members Mstep: Class 8 contains 49958 members Mstep: Class 9 contains 6560 members Mstep: Class 10 contains 108918 members Mstep: Class 11 contains 1412 members Mstep: Class 12 contains 40762 members Mstep: Class 13 contains 8026 members Mstep: Class 14 contains 5131 members Mstep: Class 15 contains 2336 members Mstep: Class 16 contains 15196 members Mstep: Class 17 contains 14971 members Mstep: Class 18 contains 46763 members Mstep: Class 19 contains 3349 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 276 members Mstep: Class 22 contains 140729 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4430 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894496.000000 Penalty: 83037.125000 Iteration 47Q: 26 clusters Score -8.58945e+07 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61714 members Mstep: Class 2 contains 10486 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 900 members Mstep: Class 5 contains 5005 members Mstep: Class 6 contains 75105 members Mstep: Class 7 contains 50252 members Mstep: Class 8 contains 49942 members Mstep: Class 9 contains 6553 members Mstep: Class 10 contains 108903 members Mstep: Class 11 contains 1444 members Mstep: Class 12 contains 40762 members Mstep: Class 13 contains 7993 members Mstep: Class 14 contains 5141 members Mstep: Class 15 contains 2337 members Mstep: Class 16 contains 15222 members Mstep: Class 17 contains 15002 members Mstep: Class 18 contains 46742 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 140746 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4426 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894576.000000 Penalty: 83037.125000 Iteration 48Q: 26 clusters Score -8.589458e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61679 members Mstep: Class 2 contains 10477 members Mstep: Class 3 contains 503 members Mstep: Class 4 contains 899 members Mstep: Class 5 contains 5005 members Mstep: Class 6 contains 75119 members Mstep: Class 7 contains 50255 members Mstep: Class 8 contains 49933 members Mstep: Class 9 contains 6557 members Mstep: Class 10 contains 108890 members Mstep: Class 11 contains 1467 members Mstep: Class 12 contains 40763 members Mstep: Class 13 contains 7971 members Mstep: Class 14 contains 5146 members Mstep: Class 15 contains 2338 members Mstep: Class 16 contains 15239 members Mstep: Class 17 contains 15037 members Mstep: Class 18 contains 46728 members Mstep: Class 19 contains 3341 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 140750 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4426 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894592.000000 Penalty: 83037.125000 Iteration 49Q: 26 clusters Score -8.589459e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61658 members Mstep: Class 2 contains 10470 members Mstep: Class 3 contains 503 members Mstep: Class 4 contains 898 members Mstep: Class 5 contains 5005 members Mstep: Class 6 contains 75127 members Mstep: Class 7 contains 50264 members Mstep: Class 8 contains 49924 members Mstep: Class 9 contains 6546 members Mstep: Class 10 contains 108869 members Mstep: Class 11 contains 1488 members Mstep: Class 12 contains 40755 members Mstep: Class 13 contains 7947 members Mstep: Class 14 contains 5149 members Mstep: Class 15 contains 2337 members Mstep: Class 16 contains 15259 members Mstep: Class 17 contains 15092 members Mstep: Class 18 contains 46708 members Mstep: Class 19 contains 3339 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 140763 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4422 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894656.000000 Penalty: 83037.125000 Iteration 50Q: 26 clusters Score -8.589466e+07 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61632 members Mstep: Class 2 contains 10468 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 896 members Mstep: Class 5 contains 5003 members Mstep: Class 6 contains 75136 members Mstep: Class 7 contains 50269 members Mstep: Class 8 contains 49919 members Mstep: Class 9 contains 6544 members Mstep: Class 10 contains 108859 members Mstep: Class 11 contains 1502 members Mstep: Class 12 contains 40744 members Mstep: Class 13 contains 7936 members Mstep: Class 14 contains 5150 members Mstep: Class 15 contains 2335 members Mstep: Class 16 contains 15282 members Mstep: Class 17 contains 15130 members Mstep: Class 18 contains 46683 members Mstep: Class 19 contains 3336 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 140780 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4415 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894688.000000 Penalty: 83037.125000 Iteration 51Q: 26 clusters Score -8.589469e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61597 members Mstep: Class 2 contains 10466 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 5001 members Mstep: Class 6 contains 75137 members Mstep: Class 7 contains 50270 members Mstep: Class 8 contains 49915 members Mstep: Class 9 contains 6545 members Mstep: Class 10 contains 108850 members Mstep: Class 11 contains 1518 members Mstep: Class 12 contains 40739 members Mstep: Class 13 contains 7930 members Mstep: Class 14 contains 5152 members Mstep: Class 15 contains 2340 members Mstep: Class 16 contains 15301 members Mstep: Class 17 contains 15164 members Mstep: Class 18 contains 46664 members Mstep: Class 19 contains 3339 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 277 members Mstep: Class 22 contains 140784 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4413 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894696.000000 Penalty: 83037.125000 Iteration 52Q: 26 clusters Score -8.58947e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61573 members Mstep: Class 2 contains 10464 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 5000 members Mstep: Class 6 contains 75142 members Mstep: Class 7 contains 50274 members Mstep: Class 8 contains 49909 members Mstep: Class 9 contains 6545 members Mstep: Class 10 contains 108842 members Mstep: Class 11 contains 1527 members Mstep: Class 12 contains 40736 members Mstep: Class 13 contains 7925 members Mstep: Class 14 contains 5154 members Mstep: Class 15 contains 2340 members Mstep: Class 16 contains 15315 members Mstep: Class 17 contains 15195 members Mstep: Class 18 contains 46642 members Mstep: Class 19 contains 3339 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 140790 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4412 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894800.000000 Penalty: 83037.125000 Iteration 53Q: 26 clusters Score -8.58948e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61551 members Mstep: Class 2 contains 10460 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 4999 members Mstep: Class 6 contains 75146 members Mstep: Class 7 contains 50279 members Mstep: Class 8 contains 49901 members Mstep: Class 9 contains 6547 members Mstep: Class 10 contains 108836 members Mstep: Class 11 contains 1542 members Mstep: Class 12 contains 40736 members Mstep: Class 13 contains 7912 members Mstep: Class 14 contains 5157 members Mstep: Class 15 contains 2342 members Mstep: Class 16 contains 15335 members Mstep: Class 17 contains 15215 members Mstep: Class 18 contains 46623 members Mstep: Class 19 contains 3338 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 140797 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4408 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894872.000000 Penalty: 83037.125000 Iteration 54Q: 26 clusters Score -8.589487e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61530 members Mstep: Class 2 contains 10457 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 4998 members Mstep: Class 6 contains 75149 members Mstep: Class 7 contains 50286 members Mstep: Class 8 contains 49891 members Mstep: Class 9 contains 6541 members Mstep: Class 10 contains 108838 members Mstep: Class 11 contains 1557 members Mstep: Class 12 contains 40733 members Mstep: Class 13 contains 7900 members Mstep: Class 14 contains 5160 members Mstep: Class 15 contains 2341 members Mstep: Class 16 contains 15367 members Mstep: Class 17 contains 15224 members Mstep: Class 18 contains 46604 members Mstep: Class 19 contains 3338 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 140807 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4403 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894840.000000 Penalty: 83037.125000 Iteration 55Q: 26 clusters Score -8.589484e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61513 members Mstep: Class 2 contains 10456 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75159 members Mstep: Class 7 contains 50292 members Mstep: Class 8 contains 49890 members Mstep: Class 9 contains 6523 members Mstep: Class 10 contains 108820 members Mstep: Class 11 contains 1569 members Mstep: Class 12 contains 40733 members Mstep: Class 13 contains 7896 members Mstep: Class 14 contains 5162 members Mstep: Class 15 contains 2336 members Mstep: Class 16 contains 15396 members Mstep: Class 17 contains 15242 members Mstep: Class 18 contains 46590 members Mstep: Class 19 contains 3336 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 140812 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4402 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894880.000000 Penalty: 83037.125000 Iteration 56Q: 26 clusters Score -8.589488e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61489 members Mstep: Class 2 contains 10455 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 894 members Mstep: Class 5 contains 4996 members Mstep: Class 6 contains 75166 members Mstep: Class 7 contains 50302 members Mstep: Class 8 contains 49890 members Mstep: Class 9 contains 6524 members Mstep: Class 10 contains 108803 members Mstep: Class 11 contains 1582 members Mstep: Class 12 contains 40730 members Mstep: Class 13 contains 7892 members Mstep: Class 14 contains 5161 members Mstep: Class 15 contains 2332 members Mstep: Class 16 contains 15419 members Mstep: Class 17 contains 15255 members Mstep: Class 18 contains 46575 members Mstep: Class 19 contains 3336 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 140817 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4400 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894872.000000 Penalty: 83037.125000 Iteration 57Q: 26 clusters Score -8.589487e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61475 members Mstep: Class 2 contains 10454 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 895 members Mstep: Class 5 contains 4996 members Mstep: Class 6 contains 75168 members Mstep: Class 7 contains 50310 members Mstep: Class 8 contains 49888 members Mstep: Class 9 contains 6518 members Mstep: Class 10 contains 108787 members Mstep: Class 11 contains 1599 members Mstep: Class 12 contains 40725 members Mstep: Class 13 contains 7891 members Mstep: Class 14 contains 5161 members Mstep: Class 15 contains 2326 members Mstep: Class 16 contains 15438 members Mstep: Class 17 contains 15272 members Mstep: Class 18 contains 46560 members Mstep: Class 19 contains 3336 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 140819 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4400 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85895000.000000 Penalty: 83037.125000 Iteration 58Q: 26 clusters Score -8.5895e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61465 members Mstep: Class 2 contains 10453 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 896 members Mstep: Class 5 contains 4996 members Mstep: Class 6 contains 75173 members Mstep: Class 7 contains 50315 members Mstep: Class 8 contains 49888 members Mstep: Class 9 contains 6514 members Mstep: Class 10 contains 108764 members Mstep: Class 11 contains 1610 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7890 members Mstep: Class 14 contains 5161 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15450 members Mstep: Class 17 contains 15291 members Mstep: Class 18 contains 46552 members Mstep: Class 19 contains 3336 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 140817 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4400 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85894968.000000 Penalty: 83037.125000 Iteration 59Q: 26 clusters Score -8.589497e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 69 members Mstep: Class 1 contains 61449 members Mstep: Class 2 contains 10451 members Mstep: Class 3 contains 504 members Mstep: Class 4 contains 895 members Mstep: Class 5 contains 4996 members Mstep: Class 6 contains 75177 members Mstep: Class 7 contains 50319 members Mstep: Class 8 contains 49884 members Mstep: Class 9 contains 6517 members Mstep: Class 10 contains 108754 members Mstep: Class 11 contains 1621 members Mstep: Class 12 contains 40721 members Mstep: Class 13 contains 7888 members Mstep: Class 14 contains 5162 members Mstep: Class 15 contains 2326 members Mstep: Class 16 contains 15455 members Mstep: Class 17 contains 15308 members Mstep: Class 18 contains 46544 members Mstep: Class 19 contains 3336 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 278 members Mstep: Class 22 contains 140815 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4400 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85896096.000000 Penalty: 83037.125000 Iteration 60F: 26 clusters Score -8.58961e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 36 members Mstep: Class 1 contains 61435 members Mstep: Class 2 contains 10448 members Mstep: Class 3 contains 510 members Mstep: Class 4 contains 896 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75179 members Mstep: Class 7 contains 50323 members Mstep: Class 8 contains 49881 members Mstep: Class 9 contains 6517 members Mstep: Class 10 contains 108739 members Mstep: Class 11 contains 1634 members Mstep: Class 12 contains 40721 members Mstep: Class 13 contains 7880 members Mstep: Class 14 contains 5163 members Mstep: Class 15 contains 2322 members Mstep: Class 16 contains 15461 members Mstep: Class 17 contains 15328 members Mstep: Class 18 contains 46540 members Mstep: Class 19 contains 3336 members Mstep: Class 20 contains 1214 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140814 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4400 members Mstep: Class 25 contains 1072 members Entering Unmasked Estep ConsiderDeletion Score: -85897712.000000 Penalty: 83037.125000 Iteration 61Q: 26 clusters Score -8.589771e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61420 members Mstep: Class 2 contains 10437 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 892 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75181 members Mstep: Class 7 contains 50329 members Mstep: Class 8 contains 49877 members Mstep: Class 9 contains 6515 members Mstep: Class 10 contains 108736 members Mstep: Class 11 contains 1645 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7867 members Mstep: Class 14 contains 5166 members Mstep: Class 15 contains 2322 members Mstep: Class 16 contains 15469 members Mstep: Class 17 contains 15343 members Mstep: Class 18 contains 46537 members Mstep: Class 19 contains 3338 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 310 members Mstep: Class 22 contains 140816 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4400 members Mstep: Class 25 contains 1071 members Entering Unmasked Estep ConsiderDeletion Score: -85897784.000000 Penalty: 83037.125000 Iteration 62Q: 26 clusters Score -8.589778e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61411 members Mstep: Class 2 contains 10428 members Mstep: Class 3 contains 515 members Mstep: Class 4 contains 891 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75184 members Mstep: Class 7 contains 50331 members Mstep: Class 8 contains 49876 members Mstep: Class 9 contains 6513 members Mstep: Class 10 contains 108729 members Mstep: Class 11 contains 1655 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7856 members Mstep: Class 14 contains 5174 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15474 members Mstep: Class 17 contains 15356 members Mstep: Class 18 contains 46536 members Mstep: Class 19 contains 3340 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140820 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4402 members Mstep: Class 25 contains 1069 members Entering Unmasked Estep ConsiderDeletion Score: -85897872.000000 Penalty: 83037.125000 Iteration 63Q: 26 clusters Score -8.589787e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61398 members Mstep: Class 2 contains 10418 members Mstep: Class 3 contains 515 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75191 members Mstep: Class 7 contains 50338 members Mstep: Class 8 contains 49872 members Mstep: Class 9 contains 6516 members Mstep: Class 10 contains 108711 members Mstep: Class 11 contains 1664 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7844 members Mstep: Class 14 contains 5178 members Mstep: Class 15 contains 2320 members Mstep: Class 16 contains 15478 members Mstep: Class 17 contains 15372 members Mstep: Class 18 contains 46536 members Mstep: Class 19 contains 3340 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4407 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897824.000000 Penalty: 83037.125000 Iteration 64Q: 26 clusters Score -8.589782e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61386 members Mstep: Class 2 contains 10409 members Mstep: Class 3 contains 515 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75194 members Mstep: Class 7 contains 50345 members Mstep: Class 8 contains 49871 members Mstep: Class 9 contains 6518 members Mstep: Class 10 contains 108696 members Mstep: Class 11 contains 1675 members Mstep: Class 12 contains 40725 members Mstep: Class 13 contains 7838 members Mstep: Class 14 contains 5180 members Mstep: Class 15 contains 2321 members Mstep: Class 16 contains 15482 members Mstep: Class 17 contains 15384 members Mstep: Class 18 contains 46536 members Mstep: Class 19 contains 3339 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4407 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897840.000000 Penalty: 83037.125000 Iteration 65Q: 26 clusters Score -8.589784e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61376 members Mstep: Class 2 contains 10403 members Mstep: Class 3 contains 515 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75200 members Mstep: Class 7 contains 50350 members Mstep: Class 8 contains 49869 members Mstep: Class 9 contains 6524 members Mstep: Class 10 contains 108683 members Mstep: Class 11 contains 1683 members Mstep: Class 12 contains 40725 members Mstep: Class 13 contains 7831 members Mstep: Class 14 contains 5180 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15485 members Mstep: Class 17 contains 15394 members Mstep: Class 18 contains 46533 members Mstep: Class 19 contains 3337 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140826 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4406 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897832.000000 Penalty: 83037.125000 Iteration 66Q: 26 clusters Score -8.589783e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61365 members Mstep: Class 2 contains 10398 members Mstep: Class 3 contains 515 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75206 members Mstep: Class 7 contains 50354 members Mstep: Class 8 contains 49866 members Mstep: Class 9 contains 6523 members Mstep: Class 10 contains 108681 members Mstep: Class 11 contains 1686 members Mstep: Class 12 contains 40724 members Mstep: Class 13 contains 7826 members Mstep: Class 14 contains 5180 members Mstep: Class 15 contains 2323 members Mstep: Class 16 contains 15490 members Mstep: Class 17 contains 15405 members Mstep: Class 18 contains 46530 members Mstep: Class 19 contains 3336 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140830 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4406 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897744.000000 Penalty: 83037.125000 Iteration 67Q: 26 clusters Score -8.589774e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61349 members Mstep: Class 2 contains 10395 members Mstep: Class 3 contains 515 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75215 members Mstep: Class 7 contains 50355 members Mstep: Class 8 contains 49865 members Mstep: Class 9 contains 6528 members Mstep: Class 10 contains 108675 members Mstep: Class 11 contains 1689 members Mstep: Class 12 contains 40725 members Mstep: Class 13 contains 7828 members Mstep: Class 14 contains 5180 members Mstep: Class 15 contains 2325 members Mstep: Class 16 contains 15494 members Mstep: Class 17 contains 15415 members Mstep: Class 18 contains 46525 members Mstep: Class 19 contains 3334 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140826 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4406 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897672.000000 Penalty: 83037.125000 Iteration 68Q: 26 clusters Score -8.589767e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61340 members Mstep: Class 2 contains 10392 members Mstep: Class 3 contains 515 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75222 members Mstep: Class 7 contains 50358 members Mstep: Class 8 contains 49867 members Mstep: Class 9 contains 6534 members Mstep: Class 10 contains 108664 members Mstep: Class 11 contains 1692 members Mstep: Class 12 contains 40724 members Mstep: Class 13 contains 7825 members Mstep: Class 14 contains 5180 members Mstep: Class 15 contains 2323 members Mstep: Class 16 contains 15497 members Mstep: Class 17 contains 15425 members Mstep: Class 18 contains 46520 members Mstep: Class 19 contains 3334 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140826 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4406 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897736.000000 Penalty: 83037.125000 Iteration 69Q: 26 clusters Score -8.589774e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61330 members Mstep: Class 2 contains 10392 members Mstep: Class 3 contains 515 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75228 members Mstep: Class 7 contains 50362 members Mstep: Class 8 contains 49865 members Mstep: Class 9 contains 6536 members Mstep: Class 10 contains 108653 members Mstep: Class 11 contains 1698 members Mstep: Class 12 contains 40725 members Mstep: Class 13 contains 7820 members Mstep: Class 14 contains 5180 members Mstep: Class 15 contains 2321 members Mstep: Class 16 contains 15501 members Mstep: Class 17 contains 15436 members Mstep: Class 18 contains 46516 members Mstep: Class 19 contains 3335 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140825 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4406 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897720.000000 Penalty: 83037.125000 Iteration 70Q: 26 clusters Score -8.589772e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61322 members Mstep: Class 2 contains 10392 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4995 members Mstep: Class 6 contains 75229 members Mstep: Class 7 contains 50365 members Mstep: Class 8 contains 49865 members Mstep: Class 9 contains 6535 members Mstep: Class 10 contains 108641 members Mstep: Class 11 contains 1700 members Mstep: Class 12 contains 40726 members Mstep: Class 13 contains 7817 members Mstep: Class 14 contains 5181 members Mstep: Class 15 contains 2321 members Mstep: Class 16 contains 15503 members Mstep: Class 17 contains 15449 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3338 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4406 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897776.000000 Penalty: 83037.125000 Iteration 71Q: 26 clusters Score -8.589778e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61317 members Mstep: Class 2 contains 10392 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75233 members Mstep: Class 7 contains 50365 members Mstep: Class 8 contains 49864 members Mstep: Class 9 contains 6531 members Mstep: Class 10 contains 108629 members Mstep: Class 11 contains 1704 members Mstep: Class 12 contains 40725 members Mstep: Class 13 contains 7815 members Mstep: Class 14 contains 5181 members Mstep: Class 15 contains 2320 members Mstep: Class 16 contains 15506 members Mstep: Class 17 contains 15463 members Mstep: Class 18 contains 46513 members Mstep: Class 19 contains 3340 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140822 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4406 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897800.000000 Penalty: 83037.125000 Iteration 72Q: 26 clusters Score -8.58978e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61312 members Mstep: Class 2 contains 10391 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75233 members Mstep: Class 7 contains 50369 members Mstep: Class 8 contains 49862 members Mstep: Class 9 contains 6530 members Mstep: Class 10 contains 108618 members Mstep: Class 11 contains 1708 members Mstep: Class 12 contains 40726 members Mstep: Class 13 contains 7817 members Mstep: Class 14 contains 5181 members Mstep: Class 15 contains 2320 members Mstep: Class 16 contains 15505 members Mstep: Class 17 contains 15473 members Mstep: Class 18 contains 46514 members Mstep: Class 19 contains 3340 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140820 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4407 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897888.000000 Penalty: 83037.125000 Iteration 73Q: 26 clusters Score -8.589789e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61306 members Mstep: Class 2 contains 10391 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75236 members Mstep: Class 7 contains 50369 members Mstep: Class 8 contains 49863 members Mstep: Class 9 contains 6528 members Mstep: Class 10 contains 108614 members Mstep: Class 11 contains 1708 members Mstep: Class 12 contains 40725 members Mstep: Class 13 contains 7813 members Mstep: Class 14 contains 5181 members Mstep: Class 15 contains 2320 members Mstep: Class 16 contains 15511 members Mstep: Class 17 contains 15480 members Mstep: Class 18 contains 46512 members Mstep: Class 19 contains 3341 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140821 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4407 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897840.000000 Penalty: 83037.125000 Iteration 74Q: 26 clusters Score -8.589784e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61302 members Mstep: Class 2 contains 10391 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75241 members Mstep: Class 7 contains 50366 members Mstep: Class 8 contains 49862 members Mstep: Class 9 contains 6525 members Mstep: Class 10 contains 108609 members Mstep: Class 11 contains 1709 members Mstep: Class 12 contains 40725 members Mstep: Class 13 contains 7810 members Mstep: Class 14 contains 5181 members Mstep: Class 15 contains 2320 members Mstep: Class 16 contains 15515 members Mstep: Class 17 contains 15488 members Mstep: Class 18 contains 46511 members Mstep: Class 19 contains 3343 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140821 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4407 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897888.000000 Penalty: 83037.125000 Iteration 75Q: 26 clusters Score -8.589789e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61296 members Mstep: Class 2 contains 10390 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75248 members Mstep: Class 7 contains 50365 members Mstep: Class 8 contains 49860 members Mstep: Class 9 contains 6527 members Mstep: Class 10 contains 108607 members Mstep: Class 11 contains 1709 members Mstep: Class 12 contains 40724 members Mstep: Class 13 contains 7806 members Mstep: Class 14 contains 5181 members Mstep: Class 15 contains 2322 members Mstep: Class 16 contains 15514 members Mstep: Class 17 contains 15495 members Mstep: Class 18 contains 46512 members Mstep: Class 19 contains 3343 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140819 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4408 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897960.000000 Penalty: 83037.125000 Iteration 76Q: 26 clusters Score -8.589796e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61291 members Mstep: Class 2 contains 10390 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75255 members Mstep: Class 7 contains 50366 members Mstep: Class 8 contains 49858 members Mstep: Class 9 contains 6526 members Mstep: Class 10 contains 108599 members Mstep: Class 11 contains 1709 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7803 members Mstep: Class 14 contains 5182 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15521 members Mstep: Class 17 contains 15500 members Mstep: Class 18 contains 46512 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140818 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4406 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897920.000000 Penalty: 83037.125000 Iteration 77Q: 26 clusters Score -8.589792e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61290 members Mstep: Class 2 contains 10390 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75258 members Mstep: Class 7 contains 50367 members Mstep: Class 8 contains 49858 members Mstep: Class 9 contains 6526 members Mstep: Class 10 contains 108592 members Mstep: Class 11 contains 1709 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7799 members Mstep: Class 14 contains 5182 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15524 members Mstep: Class 17 contains 15503 members Mstep: Class 18 contains 46512 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140821 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4405 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897904.000000 Penalty: 83037.125000 Iteration 78Q: 26 clusters Score -8.58979e+07 nChanged 30 Entering ConstructFrom: Score: -85897904.000000 Penalty: 83037.125000 Entering ConstructFrom: Trying to split cluster 1 (61286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61286 members Entering Unmasked Estep Score: -8323224.500000 Penalty: 2733.780029 Iteration 0F: 2 clusters Score -8323224 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30904 members Mstep: Class 2 contains 30382 members Entering Unmasked Estep Score: -8282149.000000 Penalty: 5467.560059 Iteration 0F: 3 clusters Score -8282149 nChanged 28316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33338 members Mstep: Class 2 contains 27948 members Entering Unmasked Estep Score: -8297997.500000 Penalty: 5467.560059 Iteration 1F: 3 clusters Score -8297998 nChanged 2418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34818 members Mstep: Class 2 contains 26468 members Entering Unmasked Estep Score: -8298745.500000 Penalty: 5467.560059 Iteration 2Q: 3 clusters Score -8298746 nChanged 2662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36954 members Mstep: Class 2 contains 24332 members Entering Unmasked Estep Score: -8299815.000000 Penalty: 5467.560059 Iteration 3Q: 3 clusters Score -8299815 nChanged 3400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40096 members Mstep: Class 2 contains 21190 members Entering Unmasked Estep Score: -8301632.000000 Penalty: 5467.560059 Iteration 4F: 3 clusters Score -8301632 nChanged 4465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44439 members Mstep: Class 2 contains 16847 members Entering Unmasked Estep Score: -8304762.500000 Penalty: 5467.560059 Iteration 5F: 3 clusters Score -8304762 nChanged 5317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49700 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -8309463.000000 Penalty: 5467.560059 Iteration 6F: 3 clusters Score -8309463 nChanged 5141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54817 members Mstep: Class 2 contains 6469 members Entering Unmasked Estep Score: -8314585.000000 Penalty: 5467.560059 Iteration 7F: 3 clusters Score -8314585 nChanged 3518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58331 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -8318000.000000 Penalty: 5467.560059 Iteration 8F: 3 clusters Score -8318000 nChanged 1758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60079 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -8319768.500000 Penalty: 5467.560059 Iteration 9Q: 3 clusters Score -8319768 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60674 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -8320362.500000 Penalty: 5467.560059 Iteration 10Q: 3 clusters Score -8320362 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60843 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -8320570.000000 Penalty: 5467.560059 Iteration 11Q: 3 clusters Score -8320570 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60917 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -8320674.500000 Penalty: 5467.560059 Iteration 12Q: 3 clusters Score -8320674 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60956 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -8320770.500000 Penalty: 5467.560059 Iteration 13Q: 3 clusters Score -8320770 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60979 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -8320827.000000 Penalty: 5467.560059 Iteration 14Q: 3 clusters Score -8320827 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61000 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -8320890.500000 Penalty: 5467.560059 Iteration 15Q: 3 clusters Score -8320890 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61005 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -8320921.500000 Penalty: 5467.560059 Iteration 16Q: 3 clusters Score -8320922 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61006 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -8320932.500000 Penalty: 5467.560059 Iteration 17Q: 3 clusters Score -8320932 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61010 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -8320943.500000 Penalty: 5467.560059 Iteration 18Q: 3 clusters Score -8320944 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61013 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -8320951.000000 Penalty: 5467.560059 Iteration 19Q: 3 clusters Score -8320951 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61012 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -8320951.000000 Penalty: 5467.560059 Iteration 20F: 3 clusters Score -8320951 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61014 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -8320963.500000 Penalty: 5467.560059 Iteration 21Q: 3 clusters Score -8320964 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61016 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -8320962.000000 Penalty: 5467.560059 Iteration 22Q: 3 clusters Score -8320962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61016 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -8320962.000000 Penalty: 5467.560059 Iteration 23F: 3 clusters Score -8320962 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (10389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10389 members Entering Unmasked Estep Score: -1349551.375000 Penalty: 2293.628662 Iteration 0F: 2 clusters Score -1349551 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -1341611.500000 Penalty: 4587.257324 Iteration 0F: 3 clusters Score -1341612 nChanged 4351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 5427 members Entering Unmasked Estep Score: -1343913.875000 Penalty: 4587.257324 Iteration 1F: 3 clusters Score -1343914 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -1344188.750000 Penalty: 4587.257324 Iteration 2F: 3 clusters Score -1344189 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 5711 members Entering Unmasked Estep Score: -1344380.250000 Penalty: 4587.257324 Iteration 3Q: 3 clusters Score -1344380 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -1344533.625000 Penalty: 4587.257324 Iteration 4Q: 3 clusters Score -1344534 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -1344685.875000 Penalty: 4587.257324 Iteration 5Q: 3 clusters Score -1344686 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -1344853.750000 Penalty: 4587.257324 Iteration 6Q: 3 clusters Score -1344854 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -1345055.875000 Penalty: 4587.257324 Iteration 7Q: 3 clusters Score -1345056 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 6871 members Entering Unmasked Estep Score: -1345276.625000 Penalty: 4587.257324 Iteration 8Q: 3 clusters Score -1345277 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 7152 members Entering Unmasked Estep Score: -1345490.250000 Penalty: 4587.257324 Iteration 9Q: 3 clusters Score -1345490 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -1345689.875000 Penalty: 4587.257324 Iteration 10Q: 3 clusters Score -1345690 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 7738 members Entering Unmasked Estep Score: -1345891.750000 Penalty: 4587.257324 Iteration 11Q: 3 clusters Score -1345892 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 8072 members Entering Unmasked Estep Score: -1346122.000000 Penalty: 4587.257324 Iteration 12Q: 3 clusters Score -1346122 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 8423 members Entering Unmasked Estep Score: -1346354.000000 Penalty: 4587.257324 Iteration 13Q: 3 clusters Score -1346354 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 8749 members Entering Unmasked Estep Score: -1346588.250000 Penalty: 4587.257324 Iteration 14Q: 3 clusters Score -1346588 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 9055 members Entering Unmasked Estep Score: -1346810.875000 Penalty: 4587.257324 Iteration 15Q: 3 clusters Score -1346811 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 9325 members Entering Unmasked Estep Score: -1347018.000000 Penalty: 4587.257324 Iteration 16Q: 3 clusters Score -1347018 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 9512 members Entering Unmasked Estep Score: -1347148.750000 Penalty: 4587.257324 Iteration 17Q: 3 clusters Score -1347149 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 9659 members Entering Unmasked Estep Score: -1347286.500000 Penalty: 4587.257324 Iteration 18Q: 3 clusters Score -1347286 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 9754 members Entering Unmasked Estep Score: -1347375.125000 Penalty: 4587.257324 Iteration 19Q: 3 clusters Score -1347375 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 9825 members Entering Unmasked Estep Score: -1347426.250000 Penalty: 4587.257324 Iteration 20F: 3 clusters Score -1347426 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -1347460.500000 Penalty: 4587.257324 Iteration 21Q: 3 clusters Score -1347460 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 9895 members Entering Unmasked Estep Score: -1347479.000000 Penalty: 4587.257324 Iteration 22Q: 3 clusters Score -1347479 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 9911 members Entering Unmasked Estep Score: -1347493.750000 Penalty: 4587.257324 Iteration 23Q: 3 clusters Score -1347494 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 9923 members Entering Unmasked Estep Score: -1347504.250000 Penalty: 4587.257324 Iteration 24Q: 3 clusters Score -1347504 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 9932 members Entering Unmasked Estep Score: -1347507.625000 Penalty: 4587.257324 Iteration 25Q: 3 clusters Score -1347508 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 9941 members Entering Unmasked Estep Score: -1347512.375000 Penalty: 4587.257324 Iteration 26Q: 3 clusters Score -1347512 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -1347516.500000 Penalty: 4587.257324 Iteration 27Q: 3 clusters Score -1347516 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 9952 members Entering Unmasked Estep Score: -1347520.500000 Penalty: 4587.257324 Iteration 28Q: 3 clusters Score -1347520 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 9954 members Entering Unmasked Estep Score: -1347520.875000 Penalty: 4587.257324 Iteration 29Q: 3 clusters Score -1347521 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 9958 members Entering Unmasked Estep Score: -1347525.875000 Penalty: 4587.257324 Iteration 30Q: 3 clusters Score -1347526 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 9964 members Entering Unmasked Estep Score: -1347532.875000 Penalty: 4587.257324 Iteration 31Q: 3 clusters Score -1347533 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -1347537.500000 Penalty: 4587.257324 Iteration 32Q: 3 clusters Score -1347538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1347545.125000 Penalty: 4587.257324 Iteration 33Q: 3 clusters Score -1347545 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -1347547.375000 Penalty: 4587.257324 Iteration 34Q: 3 clusters Score -1347547 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 9979 members Entering Unmasked Estep Score: -1347551.875000 Penalty: 4587.257324 Iteration 35Q: 3 clusters Score -1347552 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 9981 members Entering Unmasked Estep Score: -1347551.625000 Penalty: 4587.257324 Iteration 36Q: 3 clusters Score -1347552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 9986 members Entering Unmasked Estep Score: -1347557.250000 Penalty: 4587.257324 Iteration 37Q: 3 clusters Score -1347557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 9991 members Entering Unmasked Estep Score: -1347560.125000 Penalty: 4587.257324 Iteration 38Q: 3 clusters Score -1347560 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -1347562.375000 Penalty: 4587.257324 Iteration 39Q: 3 clusters Score -1347562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 9997 members Entering Unmasked Estep Score: -1347564.875000 Penalty: 4587.257324 Iteration 40F: 3 clusters Score -1347565 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -1347565.000000 Penalty: 4587.257324 Iteration 41Q: 3 clusters Score -1347565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 9998 members Entering Unmasked Estep Score: -1347565.000000 Penalty: 4587.257324 Iteration 42F: 3 clusters Score -1347565 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Entering Unmasked Estep Score: -59528.136719 Penalty: 1549.034424 Iteration 0F: 2 clusters Score -59528.14 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 240 members Entering Unmasked Estep Score: -58100.519531 Penalty: 3098.068848 Iteration 0F: 3 clusters Score -58100.52 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -58398.093750 Penalty: 3098.068848 Iteration 1F: 3 clusters Score -58398.09 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -58547.007812 Penalty: 3098.068848 Iteration 2F: 3 clusters Score -58547.01 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -58613.175781 Penalty: 3098.068848 Iteration 3Q: 3 clusters Score -58613.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -58669.859375 Penalty: 3098.068848 Iteration 4Q: 3 clusters Score -58669.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -58686.828125 Penalty: 3098.068848 Iteration 5Q: 3 clusters Score -58686.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -58704.988281 Penalty: 3098.068848 Iteration 6Q: 3 clusters Score -58704.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -58718.406250 Penalty: 3098.068848 Iteration 7Q: 3 clusters Score -58718.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -58758.121094 Penalty: 3098.068848 Iteration 8Q: 3 clusters Score -58758.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -58764.082031 Penalty: 3098.068848 Iteration 9Q: 3 clusters Score -58764.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -58764.082031 Penalty: 3098.068848 Iteration 10F: 3 clusters Score -58764.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (889 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Entering Unmasked Estep Score: -103496.640625 Penalty: 1683.944092 Iteration 0F: 2 clusters Score -103496.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -101685.812500 Penalty: 3367.888184 Iteration 0F: 3 clusters Score -101685.8 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -102088.062500 Penalty: 3367.888184 Iteration 1F: 3 clusters Score -102088.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -102255.515625 Penalty: 3367.888184 Iteration 2F: 3 clusters Score -102255.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -102351.015625 Penalty: 3367.888184 Iteration 3F: 3 clusters Score -102351 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -102415.695312 Penalty: 3367.888184 Iteration 4Q: 3 clusters Score -102415.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -102505.703125 Penalty: 3367.888184 Iteration 5Q: 3 clusters Score -102505.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -102565.984375 Penalty: 3367.888184 Iteration 6Q: 3 clusters Score -102566 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -102612.054688 Penalty: 3367.888184 Iteration 7Q: 3 clusters Score -102612.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -102637.484375 Penalty: 3367.888184 Iteration 8Q: 3 clusters Score -102637.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -102650.773438 Penalty: 3367.888184 Iteration 9Q: 3 clusters Score -102650.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -102658.375000 Penalty: 3367.888184 Iteration 10Q: 3 clusters Score -102658.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -102663.125000 Penalty: 3367.888184 Iteration 11Q: 3 clusters Score -102663.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -102669.218750 Penalty: 3367.888184 Iteration 12Q: 3 clusters Score -102669.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -102678.210938 Penalty: 3367.888184 Iteration 13Q: 3 clusters Score -102678.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -102696.734375 Penalty: 3367.888184 Iteration 14Q: 3 clusters Score -102696.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -102729.460938 Penalty: 3367.888184 Iteration 15Q: 3 clusters Score -102729.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -102767.335938 Penalty: 3367.888184 Iteration 16Q: 3 clusters Score -102767.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -102778.945312 Penalty: 3367.888184 Iteration 17Q: 3 clusters Score -102778.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -102786.023438 Penalty: 3367.888184 Iteration 18Q: 3 clusters Score -102786 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -102792.625000 Penalty: 3367.888184 Iteration 19Q: 3 clusters Score -102792.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -102808.109375 Penalty: 3367.888184 Iteration 20F: 3 clusters Score -102808.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -102820.734375 Penalty: 3367.888184 Iteration 21Q: 3 clusters Score -102820.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -102834.445312 Penalty: 3367.888184 Iteration 22Q: 3 clusters Score -102834.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -102837.515625 Penalty: 3367.888184 Iteration 23Q: 3 clusters Score -102837.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -102838.132812 Penalty: 3367.888184 Iteration 24Q: 3 clusters Score -102838.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -102838.132812 Penalty: 3367.888184 Iteration 25F: 3 clusters Score -102838.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Entering Unmasked Estep Score: -664311.000000 Penalty: 2112.114990 Iteration 0F: 2 clusters Score -664311 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -659802.000000 Penalty: 4224.229980 Iteration 0F: 3 clusters Score -659802 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -661051.125000 Penalty: 4224.229980 Iteration 1F: 3 clusters Score -661051.1 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -661290.062500 Penalty: 4224.229980 Iteration 2F: 3 clusters Score -661290.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -661406.312500 Penalty: 4224.229980 Iteration 3Q: 3 clusters Score -661406.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -661486.375000 Penalty: 4224.229980 Iteration 4Q: 3 clusters Score -661486.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -661545.562500 Penalty: 4224.229980 Iteration 5Q: 3 clusters Score -661545.6 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -661595.062500 Penalty: 4224.229980 Iteration 6Q: 3 clusters Score -661595.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -661639.437500 Penalty: 4224.229980 Iteration 7Q: 3 clusters Score -661639.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -661679.312500 Penalty: 4224.229980 Iteration 8Q: 3 clusters Score -661679.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -661716.062500 Penalty: 4224.229980 Iteration 9Q: 3 clusters Score -661716.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -661760.187500 Penalty: 4224.229980 Iteration 10Q: 3 clusters Score -661760.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -661805.062500 Penalty: 4224.229980 Iteration 11Q: 3 clusters Score -661805.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -661847.000000 Penalty: 4224.229980 Iteration 12Q: 3 clusters Score -661847 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -661905.750000 Penalty: 4224.229980 Iteration 13Q: 3 clusters Score -661905.8 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -661972.312500 Penalty: 4224.229980 Iteration 14Q: 3 clusters Score -661972.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -662033.250000 Penalty: 4224.229980 Iteration 15Q: 3 clusters Score -662033.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3859 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -662084.437500 Penalty: 4224.229980 Iteration 16Q: 3 clusters Score -662084.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3941 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -662133.187500 Penalty: 4224.229980 Iteration 17Q: 3 clusters Score -662133.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -662190.375000 Penalty: 4224.229980 Iteration 18Q: 3 clusters Score -662190.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -662255.687500 Penalty: 4224.229980 Iteration 19Q: 3 clusters Score -662255.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -662321.250000 Penalty: 4224.229980 Iteration 20F: 3 clusters Score -662321.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -662379.500000 Penalty: 4224.229980 Iteration 21Q: 3 clusters Score -662379.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -662445.187500 Penalty: 4224.229980 Iteration 22Q: 3 clusters Score -662445.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -662494.937500 Penalty: 4224.229980 Iteration 23Q: 3 clusters Score -662494.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -662528.625000 Penalty: 4224.229980 Iteration 24Q: 3 clusters Score -662528.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -662566.375000 Penalty: 4224.229980 Iteration 25Q: 3 clusters Score -662566.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -662603.312500 Penalty: 4224.229980 Iteration 26Q: 3 clusters Score -662603.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -662637.562500 Penalty: 4224.229980 Iteration 27Q: 3 clusters Score -662637.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -662655.187500 Penalty: 4224.229980 Iteration 28Q: 3 clusters Score -662655.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -662666.437500 Penalty: 4224.229980 Iteration 29Q: 3 clusters Score -662666.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -662668.125000 Penalty: 4224.229980 Iteration 30Q: 3 clusters Score -662668.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -662669.062500 Penalty: 4224.229980 Iteration 31Q: 3 clusters Score -662669.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -662670.437500 Penalty: 4224.229980 Iteration 32Q: 3 clusters Score -662670.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -662672.062500 Penalty: 4224.229980 Iteration 33Q: 3 clusters Score -662672.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -662672.062500 Penalty: 4224.229980 Iteration 34F: 3 clusters Score -662672.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (75264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75264 members Entering Unmasked Estep Score: -10098334.000000 Penalty: 2784.731689 Iteration 0F: 2 clusters Score -1.009833e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37666 members Mstep: Class 2 contains 37598 members Entering Unmasked Estep Score: -10048009.000000 Penalty: 5569.463379 Iteration 0F: 3 clusters Score -1.004801e+07 nChanged 35266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38320 members Mstep: Class 2 contains 36944 members Entering Unmasked Estep Score: -10067500.000000 Penalty: 5569.463379 Iteration 1F: 3 clusters Score -1.00675e+07 nChanged 2336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38740 members Mstep: Class 2 contains 36524 members Entering Unmasked Estep Score: -10067980.000000 Penalty: 5569.463379 Iteration 2Q: 3 clusters Score -1.006798e+07 nChanged 2270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39446 members Mstep: Class 2 contains 35818 members Entering Unmasked Estep Score: -10068405.000000 Penalty: 5569.463379 Iteration 3Q: 3 clusters Score -1.00684e+07 nChanged 2257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40485 members Mstep: Class 2 contains 34779 members Entering Unmasked Estep Score: -10068897.000000 Penalty: 5569.463379 Iteration 4Q: 3 clusters Score -1.00689e+07 nChanged 2490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42041 members Mstep: Class 2 contains 33223 members Entering Unmasked Estep Score: -10069644.000000 Penalty: 5569.463379 Iteration 5Q: 3 clusters Score -1.006964e+07 nChanged 2955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44354 members Mstep: Class 2 contains 30910 members Entering Unmasked Estep Score: -10070764.000000 Penalty: 5569.463379 Iteration 6Q: 3 clusters Score -1.007076e+07 nChanged 3809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47743 members Mstep: Class 2 contains 27521 members Entering Unmasked Estep Score: -10072558.000000 Penalty: 5569.463379 Iteration 7F: 3 clusters Score -1.007256e+07 nChanged 4837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52276 members Mstep: Class 2 contains 22988 members Entering Unmasked Estep Score: -10075572.000000 Penalty: 5569.463379 Iteration 8F: 3 clusters Score -1.007557e+07 nChanged 5840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57964 members Mstep: Class 2 contains 17300 members Entering Unmasked Estep Score: -10080159.000000 Penalty: 5569.463379 Iteration 9F: 3 clusters Score -1.008016e+07 nChanged 6093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63951 members Mstep: Class 2 contains 11313 members Entering Unmasked Estep Score: -10085836.000000 Penalty: 5569.463379 Iteration 10F: 3 clusters Score -1.008584e+07 nChanged 4949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68840 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -10090383.000000 Penalty: 5569.463379 Iteration 11F: 3 clusters Score -1.009038e+07 nChanged 3221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72013 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -10093323.000000 Penalty: 5569.463379 Iteration 12Q: 3 clusters Score -1.009332e+07 nChanged 1667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73672 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -10094798.000000 Penalty: 5569.463379 Iteration 13Q: 3 clusters Score -1.00948e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74426 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -10095383.000000 Penalty: 5569.463379 Iteration 14Q: 3 clusters Score -1.009538e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74691 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -10095623.000000 Penalty: 5569.463379 Iteration 15Q: 3 clusters Score -1.009562e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74789 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -10095729.000000 Penalty: 5569.463379 Iteration 16Q: 3 clusters Score -1.009573e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74848 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -10095780.000000 Penalty: 5569.463379 Iteration 17Q: 3 clusters Score -1.009578e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74874 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -10095830.000000 Penalty: 5569.463379 Iteration 18Q: 3 clusters Score -1.009583e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74883 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -10095852.000000 Penalty: 5569.463379 Iteration 19Q: 3 clusters Score -1.009585e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74896 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -10095863.000000 Penalty: 5569.463379 Iteration 20F: 3 clusters Score -1.009586e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74903 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -10095871.000000 Penalty: 5569.463379 Iteration 21Q: 3 clusters Score -1.009587e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74906 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -10095883.000000 Penalty: 5569.463379 Iteration 22Q: 3 clusters Score -1.009588e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74909 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -10095894.000000 Penalty: 5569.463379 Iteration 23Q: 3 clusters Score -1.009589e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74912 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -10095897.000000 Penalty: 5569.463379 Iteration 24Q: 3 clusters Score -1.00959e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74913 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -10095898.000000 Penalty: 5569.463379 Iteration 25Q: 3 clusters Score -1.00959e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74915 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -10095895.000000 Penalty: 5569.463379 Iteration 26Q: 3 clusters Score -1.00959e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74917 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -10095904.000000 Penalty: 5569.463379 Iteration 27Q: 3 clusters Score -1.00959e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74917 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -10095904.000000 Penalty: 5569.463379 Iteration 28F: 3 clusters Score -1.00959e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (50368 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50368 members Entering Unmasked Estep Score: -6739964.500000 Penalty: 2685.123535 Iteration 0F: 2 clusters Score -6739964 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25066 members Mstep: Class 2 contains 25302 members Entering Unmasked Estep Score: -6705974.500000 Penalty: 5370.247070 Iteration 0F: 3 clusters Score -6705974 nChanged 23326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23912 members Mstep: Class 2 contains 26456 members Entering Unmasked Estep Score: -6719067.000000 Penalty: 5370.247070 Iteration 1F: 3 clusters Score -6719067 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22936 members Mstep: Class 2 contains 27432 members Entering Unmasked Estep Score: -6719819.500000 Penalty: 5370.247070 Iteration 2Q: 3 clusters Score -6719820 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21457 members Mstep: Class 2 contains 28911 members Entering Unmasked Estep Score: -6720656.500000 Penalty: 5370.247070 Iteration 3Q: 3 clusters Score -6720656 nChanged 2614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19371 members Mstep: Class 2 contains 30997 members Entering Unmasked Estep Score: -6721849.000000 Penalty: 5370.247070 Iteration 4F: 3 clusters Score -6721849 nChanged 3137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16548 members Mstep: Class 2 contains 33820 members Entering Unmasked Estep Score: -6723719.500000 Penalty: 5370.247070 Iteration 5F: 3 clusters Score -6723720 nChanged 3668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13074 members Mstep: Class 2 contains 37294 members Entering Unmasked Estep Score: -6726459.500000 Penalty: 5370.247070 Iteration 6F: 3 clusters Score -6726460 nChanged 4082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 41232 members Entering Unmasked Estep Score: -6730029.500000 Penalty: 5370.247070 Iteration 7F: 3 clusters Score -6730030 nChanged 3509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 44665 members Entering Unmasked Estep Score: -6733300.500000 Penalty: 5370.247070 Iteration 8F: 3 clusters Score -6733300 nChanged 2495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 47100 members Entering Unmasked Estep Score: -6735473.500000 Penalty: 5370.247070 Iteration 9Q: 3 clusters Score -6735474 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 48447 members Entering Unmasked Estep Score: -6736640.000000 Penalty: 5370.247070 Iteration 10Q: 3 clusters Score -6736640 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 49111 members Entering Unmasked Estep Score: -6737160.000000 Penalty: 5370.247070 Iteration 11Q: 3 clusters Score -6737160 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 49440 members Entering Unmasked Estep Score: -6737425.500000 Penalty: 5370.247070 Iteration 12Q: 3 clusters Score -6737426 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 49593 members Entering Unmasked Estep Score: -6737539.500000 Penalty: 5370.247070 Iteration 13Q: 3 clusters Score -6737540 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 49681 members Entering Unmasked Estep Score: -6737622.500000 Penalty: 5370.247070 Iteration 14Q: 3 clusters Score -6737622 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 49730 members Entering Unmasked Estep Score: -6737646.000000 Penalty: 5370.247070 Iteration 15Q: 3 clusters Score -6737646 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 49758 members Entering Unmasked Estep Score: -6737674.000000 Penalty: 5370.247070 Iteration 16Q: 3 clusters Score -6737674 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 49783 members Entering Unmasked Estep Score: -6737694.000000 Penalty: 5370.247070 Iteration 17Q: 3 clusters Score -6737694 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 49788 members Entering Unmasked Estep Score: -6737695.000000 Penalty: 5370.247070 Iteration 18Q: 3 clusters Score -6737695 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 49793 members Entering Unmasked Estep Score: -6737698.000000 Penalty: 5370.247070 Iteration 19Q: 3 clusters Score -6737698 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 49806 members Entering Unmasked Estep Score: -6737699.000000 Penalty: 5370.247070 Iteration 20F: 3 clusters Score -6737699 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 49814 members Entering Unmasked Estep Score: -6737705.000000 Penalty: 5370.247070 Iteration 21Q: 3 clusters Score -6737705 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 49814 members Entering Unmasked Estep Score: -6737714.000000 Penalty: 5370.247070 Iteration 22Q: 3 clusters Score -6737714 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 49820 members Entering Unmasked Estep Score: -6737715.500000 Penalty: 5370.247070 Iteration 23Q: 3 clusters Score -6737716 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 49827 members Entering Unmasked Estep Score: -6737735.000000 Penalty: 5370.247070 Iteration 24Q: 3 clusters Score -6737735 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 49833 members Entering Unmasked Estep Score: -6737733.500000 Penalty: 5370.247070 Iteration 25Q: 3 clusters Score -6737734 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 49836 members Entering Unmasked Estep Score: -6737739.500000 Penalty: 5370.247070 Iteration 26Q: 3 clusters Score -6737740 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 49841 members Entering Unmasked Estep Score: -6737752.000000 Penalty: 5370.247070 Iteration 27Q: 3 clusters Score -6737752 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 49848 members Entering Unmasked Estep Score: -6737757.500000 Penalty: 5370.247070 Iteration 28Q: 3 clusters Score -6737758 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 49850 members Entering Unmasked Estep Score: -6737759.500000 Penalty: 5370.247070 Iteration 29Q: 3 clusters Score -6737760 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 49852 members Entering Unmasked Estep Score: -6737769.500000 Penalty: 5370.247070 Iteration 30Q: 3 clusters Score -6737770 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 49854 members Entering Unmasked Estep Score: -6737771.000000 Penalty: 5370.247070 Iteration 31Q: 3 clusters Score -6737771 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 49853 members Entering Unmasked Estep Score: -6737765.500000 Penalty: 5370.247070 Iteration 32Q: 3 clusters Score -6737766 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 49856 members Entering Unmasked Estep Score: -6737770.500000 Penalty: 5370.247070 Iteration 33Q: 3 clusters Score -6737770 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 49858 members Entering Unmasked Estep Score: -6737777.000000 Penalty: 5370.247070 Iteration 34Q: 3 clusters Score -6737777 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 49861 members Entering Unmasked Estep Score: -6737784.000000 Penalty: 5370.247070 Iteration 35Q: 3 clusters Score -6737784 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 49863 members Entering Unmasked Estep Score: -6737785.500000 Penalty: 5370.247070 Iteration 36Q: 3 clusters Score -6737786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 49864 members Entering Unmasked Estep Score: -6737787.500000 Penalty: 5370.247070 Iteration 37Q: 3 clusters Score -6737788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 49866 members Entering Unmasked Estep Score: -6737787.500000 Penalty: 5370.247070 Iteration 38Q: 3 clusters Score -6737788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 49867 members Entering Unmasked Estep Score: -6737788.000000 Penalty: 5370.247070 Iteration 39Q: 3 clusters Score -6737788 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 49869 members Entering Unmasked Estep Score: -6737793.500000 Penalty: 5370.247070 Iteration 40F: 3 clusters Score -6737794 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (49858 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49858 members Entering Unmasked Estep Score: -6679821.000000 Penalty: 2682.599854 Iteration 0F: 2 clusters Score -6679821 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24691 members Mstep: Class 2 contains 25167 members Entering Unmasked Estep Score: -6646403.500000 Penalty: 5365.199707 Iteration 0F: 3 clusters Score -6646404 nChanged 22904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22821 members Mstep: Class 2 contains 27037 members Entering Unmasked Estep Score: -6658990.000000 Penalty: 5365.199707 Iteration 1F: 3 clusters Score -6658990 nChanged 2304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21449 members Mstep: Class 2 contains 28409 members Entering Unmasked Estep Score: -6659818.500000 Penalty: 5365.199707 Iteration 2Q: 3 clusters Score -6659818 nChanged 2608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19449 members Mstep: Class 2 contains 30409 members Entering Unmasked Estep Score: -6660969.000000 Penalty: 5365.199707 Iteration 3F: 3 clusters Score -6660969 nChanged 3220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16589 members Mstep: Class 2 contains 33269 members Entering Unmasked Estep Score: -6663003.000000 Penalty: 5365.199707 Iteration 4F: 3 clusters Score -6663003 nChanged 3998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12877 members Mstep: Class 2 contains 36981 members Entering Unmasked Estep Score: -6666157.000000 Penalty: 5365.199707 Iteration 5F: 3 clusters Score -6666157 nChanged 4170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 40969 members Entering Unmasked Estep Score: -6669904.000000 Penalty: 5365.199707 Iteration 6F: 3 clusters Score -6669904 nChanged 3494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 44315 members Entering Unmasked Estep Score: -6673149.000000 Penalty: 5365.199707 Iteration 7F: 3 clusters Score -6673149 nChanged 2371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 46624 members Entering Unmasked Estep Score: -6675207.500000 Penalty: 5365.199707 Iteration 8Q: 3 clusters Score -6675208 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 47932 members Entering Unmasked Estep Score: -6676318.500000 Penalty: 5365.199707 Iteration 9Q: 3 clusters Score -6676318 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 48641 members Entering Unmasked Estep Score: -6676877.000000 Penalty: 5365.199707 Iteration 10Q: 3 clusters Score -6676877 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 48975 members Entering Unmasked Estep Score: -6677151.500000 Penalty: 5365.199707 Iteration 11Q: 3 clusters Score -6677152 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 49152 members Entering Unmasked Estep Score: -6677287.000000 Penalty: 5365.199707 Iteration 12Q: 3 clusters Score -6677287 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 49254 members Entering Unmasked Estep Score: -6677402.000000 Penalty: 5365.199707 Iteration 13Q: 3 clusters Score -6677402 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 49325 members Entering Unmasked Estep Score: -6677467.500000 Penalty: 5365.199707 Iteration 14Q: 3 clusters Score -6677468 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 49363 members Entering Unmasked Estep Score: -6677488.500000 Penalty: 5365.199707 Iteration 15Q: 3 clusters Score -6677488 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 49378 members Entering Unmasked Estep Score: -6677513.500000 Penalty: 5365.199707 Iteration 16Q: 3 clusters Score -6677514 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 49394 members Entering Unmasked Estep Score: -6677538.000000 Penalty: 5365.199707 Iteration 17Q: 3 clusters Score -6677538 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 49408 members Entering Unmasked Estep Score: -6677548.000000 Penalty: 5365.199707 Iteration 18Q: 3 clusters Score -6677548 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 49418 members Entering Unmasked Estep Score: -6677576.000000 Penalty: 5365.199707 Iteration 19Q: 3 clusters Score -6677576 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 49428 members Entering Unmasked Estep Score: -6677594.500000 Penalty: 5365.199707 Iteration 20F: 3 clusters Score -6677594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 49437 members Entering Unmasked Estep Score: -6677591.500000 Penalty: 5365.199707 Iteration 21Q: 3 clusters Score -6677592 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 49438 members Entering Unmasked Estep Score: -6677597.000000 Penalty: 5365.199707 Iteration 22Q: 3 clusters Score -6677597 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 49438 members Entering Unmasked Estep Score: -6677597.000000 Penalty: 5365.199707 Iteration 23F: 3 clusters Score -6677597 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Entering Unmasked Estep Score: -829731.375000 Penalty: 2178.358398 Iteration 0F: 2 clusters Score -829731.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -824272.812500 Penalty: 4356.716797 Iteration 0F: 3 clusters Score -824272.8 nChanged 2585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -825724.500000 Penalty: 4356.716797 Iteration 1F: 3 clusters Score -825724.5 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -826001.125000 Penalty: 4356.716797 Iteration 2F: 3 clusters Score -826001.1 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -826211.125000 Penalty: 4356.716797 Iteration 3F: 3 clusters Score -826211.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -826376.875000 Penalty: 4356.716797 Iteration 4Q: 3 clusters Score -826376.9 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -826542.812500 Penalty: 4356.716797 Iteration 5Q: 3 clusters Score -826542.8 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -826711.812500 Penalty: 4356.716797 Iteration 6Q: 3 clusters Score -826711.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4431 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -826858.250000 Penalty: 4356.716797 Iteration 7Q: 3 clusters Score -826858.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -826983.937500 Penalty: 4356.716797 Iteration 8Q: 3 clusters Score -826983.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -827094.937500 Penalty: 4356.716797 Iteration 9Q: 3 clusters Score -827094.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -827197.625000 Penalty: 4356.716797 Iteration 10Q: 3 clusters Score -827197.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -827281.000000 Penalty: 4356.716797 Iteration 11Q: 3 clusters Score -827281 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5026 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -827366.562500 Penalty: 4356.716797 Iteration 12Q: 3 clusters Score -827366.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -827446.187500 Penalty: 4356.716797 Iteration 13Q: 3 clusters Score -827446.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5227 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -827524.062500 Penalty: 4356.716797 Iteration 14Q: 3 clusters Score -827524.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -827582.687500 Penalty: 4356.716797 Iteration 15Q: 3 clusters Score -827582.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5368 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -827636.125000 Penalty: 4356.716797 Iteration 16Q: 3 clusters Score -827636.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -827688.062500 Penalty: 4356.716797 Iteration 17Q: 3 clusters Score -827688.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5468 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -827735.312500 Penalty: 4356.716797 Iteration 18Q: 3 clusters Score -827735.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -827775.375000 Penalty: 4356.716797 Iteration 19Q: 3 clusters Score -827775.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5537 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -827808.562500 Penalty: 4356.716797 Iteration 20F: 3 clusters Score -827808.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -827833.687500 Penalty: 4356.716797 Iteration 21Q: 3 clusters Score -827833.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -827859.437500 Penalty: 4356.716797 Iteration 22Q: 3 clusters Score -827859.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5616 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -827882.187500 Penalty: 4356.716797 Iteration 23Q: 3 clusters Score -827882.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5634 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -827898.000000 Penalty: 4356.716797 Iteration 24Q: 3 clusters Score -827898 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -827908.750000 Penalty: 4356.716797 Iteration 25Q: 3 clusters Score -827908.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -827917.875000 Penalty: 4356.716797 Iteration 26Q: 3 clusters Score -827917.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -827926.812500 Penalty: 4356.716797 Iteration 27Q: 3 clusters Score -827926.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -827927.125000 Penalty: 4356.716797 Iteration 28Q: 3 clusters Score -827927.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -827931.437500 Penalty: 4356.716797 Iteration 29Q: 3 clusters Score -827931.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -827937.562500 Penalty: 4356.716797 Iteration 30Q: 3 clusters Score -827937.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -827945.500000 Penalty: 4356.716797 Iteration 31Q: 3 clusters Score -827945.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -827949.750000 Penalty: 4356.716797 Iteration 32Q: 3 clusters Score -827949.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -827953.187500 Penalty: 4356.716797 Iteration 33Q: 3 clusters Score -827953.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -827956.250000 Penalty: 4356.716797 Iteration 34Q: 3 clusters Score -827956.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -827959.375000 Penalty: 4356.716797 Iteration 35Q: 3 clusters Score -827959.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -827961.875000 Penalty: 4356.716797 Iteration 36Q: 3 clusters Score -827961.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5726 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -827963.000000 Penalty: 4356.716797 Iteration 37Q: 3 clusters Score -827963 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -827965.562500 Penalty: 4356.716797 Iteration 38Q: 3 clusters Score -827965.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5730 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -827965.500000 Penalty: 4356.716797 Iteration 39Q: 3 clusters Score -827965.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -827967.750000 Penalty: 4356.716797 Iteration 40F: 3 clusters Score -827967.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (108584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108584 members Entering Unmasked Estep Score: -14345320.000000 Penalty: 2875.629395 Iteration 0F: 2 clusters Score -1.434532e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54202 members Mstep: Class 2 contains 54382 members Entering Unmasked Estep Score: -14272791.000000 Penalty: 5751.258789 Iteration 0F: 3 clusters Score -1.427279e+07 nChanged 51472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53314 members Mstep: Class 2 contains 55270 members Entering Unmasked Estep Score: -14301700.000000 Penalty: 5751.258789 Iteration 1F: 3 clusters Score -1.43017e+07 nChanged 3201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52739 members Mstep: Class 2 contains 55845 members Entering Unmasked Estep Score: -14302363.000000 Penalty: 5751.258789 Iteration 2Q: 3 clusters Score -1.430236e+07 nChanged 3104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51981 members Mstep: Class 2 contains 56603 members Entering Unmasked Estep Score: -14303047.000000 Penalty: 5751.258789 Iteration 3Q: 3 clusters Score -1.430305e+07 nChanged 3210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50867 members Mstep: Class 2 contains 57717 members Entering Unmasked Estep Score: -14303729.000000 Penalty: 5751.258789 Iteration 4Q: 3 clusters Score -1.430373e+07 nChanged 3336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49159 members Mstep: Class 2 contains 59425 members Entering Unmasked Estep Score: -14304514.000000 Penalty: 5751.258789 Iteration 5Q: 3 clusters Score -1.430451e+07 nChanged 3578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46661 members Mstep: Class 2 contains 61923 members Entering Unmasked Estep Score: -14305634.000000 Penalty: 5751.258789 Iteration 6Q: 3 clusters Score -1.430563e+07 nChanged 4285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42952 members Mstep: Class 2 contains 65632 members Entering Unmasked Estep Score: -14307347.000000 Penalty: 5751.258789 Iteration 7Q: 3 clusters Score -1.430735e+07 nChanged 5576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37630 members Mstep: Class 2 contains 70954 members Entering Unmasked Estep Score: -14310359.000000 Penalty: 5751.258789 Iteration 8F: 3 clusters Score -1.431036e+07 nChanged 7215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30483 members Mstep: Class 2 contains 78101 members Entering Unmasked Estep Score: -14315151.000000 Penalty: 5751.258789 Iteration 9F: 3 clusters Score -1.431515e+07 nChanged 8718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21781 members Mstep: Class 2 contains 86803 members Entering Unmasked Estep Score: -14322331.000000 Penalty: 5751.258789 Iteration 10F: 3 clusters Score -1.432233e+07 nChanged 8868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12923 members Mstep: Class 2 contains 95661 members Entering Unmasked Estep Score: -14330494.000000 Penalty: 5751.258789 Iteration 11F: 3 clusters Score -1.433049e+07 nChanged 6907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Mstep: Class 2 contains 102566 members Entering Unmasked Estep Score: -14337207.000000 Penalty: 5751.258789 Iteration 12F: 3 clusters Score -1.433721e+07 nChanged 3774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 106340 members Entering Unmasked Estep Score: -14340833.000000 Penalty: 5751.258789 Iteration 13Q: 3 clusters Score -1.434083e+07 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 107749 members Entering Unmasked Estep Score: -14342052.000000 Penalty: 5751.258789 Iteration 14Q: 3 clusters Score -1.434205e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 108155 members Entering Unmasked Estep Score: -14342476.000000 Penalty: 5751.258789 Iteration 15Q: 3 clusters Score -1.434248e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 108266 members Entering Unmasked Estep Score: -14342626.000000 Penalty: 5751.258789 Iteration 16Q: 3 clusters Score -1.434263e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 108306 members Entering Unmasked Estep Score: -14342716.000000 Penalty: 5751.258789 Iteration 17Q: 3 clusters Score -1.434272e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 108328 members Entering Unmasked Estep Score: -14342755.000000 Penalty: 5751.258789 Iteration 18Q: 3 clusters Score -1.434276e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 108334 members Entering Unmasked Estep Score: -14342784.000000 Penalty: 5751.258789 Iteration 19Q: 3 clusters Score -1.434278e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 108347 members Entering Unmasked Estep Score: -14342791.000000 Penalty: 5751.258789 Iteration 20F: 3 clusters Score -1.434279e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 108347 members Entering Unmasked Estep Score: -14342807.000000 Penalty: 5751.258789 Iteration 21Q: 3 clusters Score -1.434281e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 108349 members Entering Unmasked Estep Score: -14342807.000000 Penalty: 5751.258789 Iteration 22Q: 3 clusters Score -1.434281e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 108351 members Entering Unmasked Estep Score: -14342811.000000 Penalty: 5751.258789 Iteration 23Q: 3 clusters Score -1.434281e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 108352 members Entering Unmasked Estep Score: -14342817.000000 Penalty: 5751.258789 Iteration 24Q: 3 clusters Score -1.434282e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 108353 members Entering Unmasked Estep Score: -14342818.000000 Penalty: 5751.258789 Iteration 25Q: 3 clusters Score -1.434282e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 108353 members Entering Unmasked Estep Score: -14342818.000000 Penalty: 5751.258789 Iteration 26F: 3 clusters Score -1.434282e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1709 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Entering Unmasked Estep Score: -220659.218750 Penalty: 1846.028564 Iteration 0F: 2 clusters Score -220659.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -218191.140625 Penalty: 3692.057129 Iteration 0F: 3 clusters Score -218191.1 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -218612.265625 Penalty: 3692.057129 Iteration 1F: 3 clusters Score -218612.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -218732.046875 Penalty: 3692.057129 Iteration 2F: 3 clusters Score -218732 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -218852.671875 Penalty: 3692.057129 Iteration 3F: 3 clusters Score -218852.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -218934.078125 Penalty: 3692.057129 Iteration 4Q: 3 clusters Score -218934.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -219023.187500 Penalty: 3692.057129 Iteration 5Q: 3 clusters Score -219023.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -219131.093750 Penalty: 3692.057129 Iteration 6Q: 3 clusters Score -219131.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -219321.703125 Penalty: 3692.057129 Iteration 7Q: 3 clusters Score -219321.7 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -219566.781250 Penalty: 3692.057129 Iteration 8F: 3 clusters Score -219566.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -219768.031250 Penalty: 3692.057129 Iteration 9F: 3 clusters Score -219768 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -220020.750000 Penalty: 3692.057129 Iteration 10F: 3 clusters Score -220020.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -220253.593750 Penalty: 3692.057129 Iteration 11F: 3 clusters Score -220253.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -220412.718750 Penalty: 3692.057129 Iteration 12F: 3 clusters Score -220412.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -220486.687500 Penalty: 3692.057129 Iteration 13Q: 3 clusters Score -220486.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -220561.078125 Penalty: 3692.057129 Iteration 14Q: 3 clusters Score -220561.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -220603.484375 Penalty: 3692.057129 Iteration 15Q: 3 clusters Score -220603.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -220638.562500 Penalty: 3692.057129 Iteration 16Q: 3 clusters Score -220638.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -220672.656250 Penalty: 3692.057129 Iteration 17Q: 3 clusters Score -220672.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -220720.046875 Penalty: 3692.057129 Iteration 18Q: 3 clusters Score -220720 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -220747.734375 Penalty: 3692.057129 Iteration 19Q: 3 clusters Score -220747.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -220760.078125 Penalty: 3692.057129 Iteration 20F: 3 clusters Score -220760.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -220768.296875 Penalty: 3692.057129 Iteration 21Q: 3 clusters Score -220768.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -220772.984375 Penalty: 3692.057129 Iteration 22Q: 3 clusters Score -220773 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -220778.421875 Penalty: 3692.057129 Iteration 23Q: 3 clusters Score -220778.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -220780.125000 Penalty: 3692.057129 Iteration 24Q: 3 clusters Score -220780.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -220780.125000 Penalty: 3692.057129 Iteration 25F: 3 clusters Score -220780.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61286 members Mstep: Class 2 contains 10389 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75264 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49858 members Mstep: Class 9 contains 6527 members Mstep: Class 10 contains 108584 members Mstep: Class 11 contains 656 members Mstep: Class 12 contains 40724 members Mstep: Class 13 contains 7798 members Mstep: Class 14 contains 5183 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15526 members Mstep: Class 17 contains 15503 members Mstep: Class 18 contains 46514 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140821 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1068 members Mstep: Class 26 contains 1053 members Entering Unmasked Estep Score: -85896544.000000 Penalty: 86358.609375 Splitting cluster 11 changes total score from -85897904.000000 to -85896544.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (40724 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40724 members Entering Unmasked Estep Score: -5463248.000000 Penalty: 2632.414062 Iteration 0F: 2 clusters Score -5463248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20472 members Mstep: Class 2 contains 20252 members Entering Unmasked Estep Score: -5435686.500000 Penalty: 5264.828125 Iteration 0F: 3 clusters Score -5435686 nChanged 18790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21396 members Mstep: Class 2 contains 19328 members Entering Unmasked Estep Score: -5445900.500000 Penalty: 5264.828125 Iteration 1F: 3 clusters Score -5445900 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22207 members Mstep: Class 2 contains 18517 members Entering Unmasked Estep Score: -5446706.500000 Penalty: 5264.828125 Iteration 2F: 3 clusters Score -5446706 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23458 members Mstep: Class 2 contains 17266 members Entering Unmasked Estep Score: -5447815.500000 Penalty: 5264.828125 Iteration 3F: 3 clusters Score -5447816 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25218 members Mstep: Class 2 contains 15506 members Entering Unmasked Estep Score: -5449388.000000 Penalty: 5264.828125 Iteration 4F: 3 clusters Score -5449388 nChanged 3021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27481 members Mstep: Class 2 contains 13243 members Entering Unmasked Estep Score: -5451539.000000 Penalty: 5264.828125 Iteration 5F: 3 clusters Score -5451539 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29837 members Mstep: Class 2 contains 10887 members Entering Unmasked Estep Score: -5453689.500000 Penalty: 5264.828125 Iteration 6F: 3 clusters Score -5453690 nChanged 2664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32023 members Mstep: Class 2 contains 8701 members Entering Unmasked Estep Score: -5455537.000000 Penalty: 5264.828125 Iteration 7F: 3 clusters Score -5455537 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33908 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -5457072.500000 Penalty: 5264.828125 Iteration 8F: 3 clusters Score -5457072 nChanged 1751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35493 members Mstep: Class 2 contains 5231 members Entering Unmasked Estep Score: -5458233.500000 Penalty: 5264.828125 Iteration 9Q: 3 clusters Score -5458234 nChanged 1275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36680 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -5459048.000000 Penalty: 5264.828125 Iteration 10Q: 3 clusters Score -5459048 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37590 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -5459686.000000 Penalty: 5264.828125 Iteration 11Q: 3 clusters Score -5459686 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38270 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -5460054.500000 Penalty: 5264.828125 Iteration 12Q: 3 clusters Score -5460054 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38747 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -5460329.000000 Penalty: 5264.828125 Iteration 13Q: 3 clusters Score -5460329 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39091 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -5460544.000000 Penalty: 5264.828125 Iteration 14Q: 3 clusters Score -5460544 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39353 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -5460709.500000 Penalty: 5264.828125 Iteration 15Q: 3 clusters Score -5460710 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39552 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -5460834.500000 Penalty: 5264.828125 Iteration 16Q: 3 clusters Score -5460834 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39704 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -5460935.500000 Penalty: 5264.828125 Iteration 17Q: 3 clusters Score -5460936 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39790 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -5460981.000000 Penalty: 5264.828125 Iteration 18Q: 3 clusters Score -5460981 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39855 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -5461017.000000 Penalty: 5264.828125 Iteration 19Q: 3 clusters Score -5461017 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39883 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -5461046.000000 Penalty: 5264.828125 Iteration 20F: 3 clusters Score -5461046 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39900 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -5461054.500000 Penalty: 5264.828125 Iteration 21Q: 3 clusters Score -5461054 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39923 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -5461070.500000 Penalty: 5264.828125 Iteration 22Q: 3 clusters Score -5461070 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39944 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -5461088.500000 Penalty: 5264.828125 Iteration 23Q: 3 clusters Score -5461088 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39964 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -5461097.500000 Penalty: 5264.828125 Iteration 24Q: 3 clusters Score -5461098 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39983 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -5461113.500000 Penalty: 5264.828125 Iteration 25Q: 3 clusters Score -5461114 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40000 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -5461114.500000 Penalty: 5264.828125 Iteration 26Q: 3 clusters Score -5461114 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40020 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -5461126.500000 Penalty: 5264.828125 Iteration 27Q: 3 clusters Score -5461126 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40031 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -5461129.500000 Penalty: 5264.828125 Iteration 28Q: 3 clusters Score -5461130 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40045 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -5461145.500000 Penalty: 5264.828125 Iteration 29Q: 3 clusters Score -5461146 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40054 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -5461152.500000 Penalty: 5264.828125 Iteration 30Q: 3 clusters Score -5461152 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40061 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -5461155.500000 Penalty: 5264.828125 Iteration 31Q: 3 clusters Score -5461156 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40065 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -5461151.500000 Penalty: 5264.828125 Iteration 32Q: 3 clusters Score -5461152 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40070 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -5461154.000000 Penalty: 5264.828125 Iteration 33Q: 3 clusters Score -5461154 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40074 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -5461162.000000 Penalty: 5264.828125 Iteration 34Q: 3 clusters Score -5461162 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40080 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -5461160.000000 Penalty: 5264.828125 Iteration 35Q: 3 clusters Score -5461160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40087 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -5461163.000000 Penalty: 5264.828125 Iteration 36Q: 3 clusters Score -5461163 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40092 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -5461167.000000 Penalty: 5264.828125 Iteration 37Q: 3 clusters Score -5461167 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40096 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -5461171.000000 Penalty: 5264.828125 Iteration 38Q: 3 clusters Score -5461171 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40102 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -5461170.000000 Penalty: 5264.828125 Iteration 39Q: 3 clusters Score -5461170 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40109 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -5461176.500000 Penalty: 5264.828125 Iteration 40F: 3 clusters Score -5461176 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40115 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -5461179.500000 Penalty: 5264.828125 Iteration 41Q: 3 clusters Score -5461180 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40120 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -5461182.000000 Penalty: 5264.828125 Iteration 42Q: 3 clusters Score -5461182 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40119 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -5461184.000000 Penalty: 5264.828125 Iteration 43Q: 3 clusters Score -5461184 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40120 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -5461182.500000 Penalty: 5264.828125 Iteration 44Q: 3 clusters Score -5461182 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40120 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -5461182.500000 Penalty: 5264.828125 Iteration 45F: 3 clusters Score -5461182 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7798 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7798 members Entering Unmasked Estep Score: -954109.312500 Penalty: 2222.482422 Iteration 0F: 2 clusters Score -954109.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -947874.437500 Penalty: 4444.964844 Iteration 0F: 3 clusters Score -947874.4 nChanged 3104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -949734.000000 Penalty: 4444.964844 Iteration 1F: 3 clusters Score -949734 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -950198.562500 Penalty: 4444.964844 Iteration 2F: 3 clusters Score -950198.6 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -950563.375000 Penalty: 4444.964844 Iteration 3F: 3 clusters Score -950563.4 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 4801 members Entering Unmasked Estep Score: -950924.562500 Penalty: 4444.964844 Iteration 4F: 3 clusters Score -950924.6 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -951322.187500 Penalty: 4444.964844 Iteration 5F: 3 clusters Score -951322.2 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 5196 members Entering Unmasked Estep Score: -951649.125000 Penalty: 4444.964844 Iteration 6F: 3 clusters Score -951649.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -951902.875000 Penalty: 4444.964844 Iteration 7Q: 3 clusters Score -951902.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -952092.375000 Penalty: 4444.964844 Iteration 8Q: 3 clusters Score -952092.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 5461 members Entering Unmasked Estep Score: -952240.500000 Penalty: 4444.964844 Iteration 9Q: 3 clusters Score -952240.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 5515 members Entering Unmasked Estep Score: -952364.687500 Penalty: 4444.964844 Iteration 10Q: 3 clusters Score -952364.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -952504.187500 Penalty: 4444.964844 Iteration 11Q: 3 clusters Score -952504.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -952614.500000 Penalty: 4444.964844 Iteration 12Q: 3 clusters Score -952614.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 5612 members Entering Unmasked Estep Score: -952719.125000 Penalty: 4444.964844 Iteration 13Q: 3 clusters Score -952719.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -952806.687500 Penalty: 4444.964844 Iteration 14Q: 3 clusters Score -952806.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 5652 members Entering Unmasked Estep Score: -952867.687500 Penalty: 4444.964844 Iteration 15Q: 3 clusters Score -952867.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -952901.750000 Penalty: 4444.964844 Iteration 16Q: 3 clusters Score -952901.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 5673 members Entering Unmasked Estep Score: -952925.312500 Penalty: 4444.964844 Iteration 17Q: 3 clusters Score -952925.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 5683 members Entering Unmasked Estep Score: -952938.625000 Penalty: 4444.964844 Iteration 18Q: 3 clusters Score -952938.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -952944.125000 Penalty: 4444.964844 Iteration 19Q: 3 clusters Score -952944.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -952950.437500 Penalty: 4444.964844 Iteration 20F: 3 clusters Score -952950.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -952952.187500 Penalty: 4444.964844 Iteration 21Q: 3 clusters Score -952952.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 5682 members Entering Unmasked Estep Score: -952953.812500 Penalty: 4444.964844 Iteration 22Q: 3 clusters Score -952953.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -952954.375000 Penalty: 4444.964844 Iteration 23Q: 3 clusters Score -952954.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -952953.750000 Penalty: 4444.964844 Iteration 24Q: 3 clusters Score -952953.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 5686 members Entering Unmasked Estep Score: -952953.750000 Penalty: 4444.964844 Iteration 25F: 3 clusters Score -952953.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5183 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Entering Unmasked Estep Score: -656444.312500 Penalty: 2121.178711 Iteration 0F: 2 clusters Score -656444.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -651781.500000 Penalty: 4242.357422 Iteration 0F: 3 clusters Score -651781.5 nChanged 2059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -653054.250000 Penalty: 4242.357422 Iteration 1F: 3 clusters Score -653054.2 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -653287.562500 Penalty: 4242.357422 Iteration 2F: 3 clusters Score -653287.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -653428.750000 Penalty: 4242.357422 Iteration 3F: 3 clusters Score -653428.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -653528.500000 Penalty: 4242.357422 Iteration 4Q: 3 clusters Score -653528.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -653610.125000 Penalty: 4242.357422 Iteration 5Q: 3 clusters Score -653610.1 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -653676.812500 Penalty: 4242.357422 Iteration 6Q: 3 clusters Score -653676.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -653725.312500 Penalty: 4242.357422 Iteration 7Q: 3 clusters Score -653725.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -653755.750000 Penalty: 4242.357422 Iteration 8Q: 3 clusters Score -653755.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -653775.562500 Penalty: 4242.357422 Iteration 9Q: 3 clusters Score -653775.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -653802.312500 Penalty: 4242.357422 Iteration 10Q: 3 clusters Score -653802.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -653831.500000 Penalty: 4242.357422 Iteration 11Q: 3 clusters Score -653831.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -653870.625000 Penalty: 4242.357422 Iteration 12Q: 3 clusters Score -653870.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -653912.625000 Penalty: 4242.357422 Iteration 13Q: 3 clusters Score -653912.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -653966.812500 Penalty: 4242.357422 Iteration 14Q: 3 clusters Score -653966.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 1877 members Entering Unmasked Estep Score: -654044.812500 Penalty: 4242.357422 Iteration 15Q: 3 clusters Score -654044.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -654121.437500 Penalty: 4242.357422 Iteration 16Q: 3 clusters Score -654121.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -654180.875000 Penalty: 4242.357422 Iteration 17Q: 3 clusters Score -654180.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3569 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -654252.062500 Penalty: 4242.357422 Iteration 18Q: 3 clusters Score -654252.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -654311.062500 Penalty: 4242.357422 Iteration 19Q: 3 clusters Score -654311.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -654376.437500 Penalty: 4242.357422 Iteration 20F: 3 clusters Score -654376.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -654460.312500 Penalty: 4242.357422 Iteration 21Q: 3 clusters Score -654460.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -654550.062500 Penalty: 4242.357422 Iteration 22Q: 3 clusters Score -654550.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -654615.250000 Penalty: 4242.357422 Iteration 23Q: 3 clusters Score -654615.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -654671.875000 Penalty: 4242.357422 Iteration 24Q: 3 clusters Score -654671.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -654721.375000 Penalty: 4242.357422 Iteration 25Q: 3 clusters Score -654721.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -654762.875000 Penalty: 4242.357422 Iteration 26Q: 3 clusters Score -654762.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -654799.875000 Penalty: 4242.357422 Iteration 27Q: 3 clusters Score -654799.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -654831.000000 Penalty: 4242.357422 Iteration 28Q: 3 clusters Score -654831 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -654855.125000 Penalty: 4242.357422 Iteration 29Q: 3 clusters Score -654855.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -654876.062500 Penalty: 4242.357422 Iteration 30Q: 3 clusters Score -654876.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -654893.187500 Penalty: 4242.357422 Iteration 31Q: 3 clusters Score -654893.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -654902.000000 Penalty: 4242.357422 Iteration 32Q: 3 clusters Score -654902 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -654913.750000 Penalty: 4242.357422 Iteration 33Q: 3 clusters Score -654913.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -654923.375000 Penalty: 4242.357422 Iteration 34Q: 3 clusters Score -654923.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4485 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -654927.500000 Penalty: 4242.357422 Iteration 35Q: 3 clusters Score -654927.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -654934.312500 Penalty: 4242.357422 Iteration 36Q: 3 clusters Score -654934.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -654945.312500 Penalty: 4242.357422 Iteration 37Q: 3 clusters Score -654945.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -654948.937500 Penalty: 4242.357422 Iteration 38Q: 3 clusters Score -654948.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -654955.125000 Penalty: 4242.357422 Iteration 39Q: 3 clusters Score -654955.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -654955.937500 Penalty: 4242.357422 Iteration 40F: 3 clusters Score -654955.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -654957.000000 Penalty: 4242.357422 Iteration 41Q: 3 clusters Score -654957 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -654958.312500 Penalty: 4242.357422 Iteration 42Q: 3 clusters Score -654958.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -654959.500000 Penalty: 4242.357422 Iteration 43Q: 3 clusters Score -654959.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -654961.250000 Penalty: 4242.357422 Iteration 44Q: 3 clusters Score -654961.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -654961.625000 Penalty: 4242.357422 Iteration 45Q: 3 clusters Score -654961.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -654962.125000 Penalty: 4242.357422 Iteration 46Q: 3 clusters Score -654962.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -654963.500000 Penalty: 4242.357422 Iteration 47Q: 3 clusters Score -654963.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -654963.500000 Penalty: 4242.357422 Iteration 48Q: 3 clusters Score -654963.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -654963.875000 Penalty: 4242.357422 Iteration 49Q: 3 clusters Score -654963.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4536 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -654963.875000 Penalty: 4242.357422 Iteration 50F: 3 clusters Score -654963.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Entering Unmasked Estep Score: -307073.656250 Penalty: 1922.259277 Iteration 0F: 2 clusters Score -307073.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -304238.031250 Penalty: 3844.518555 Iteration 0F: 3 clusters Score -304238 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -304792.718750 Penalty: 3844.518555 Iteration 1F: 3 clusters Score -304792.7 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -304912.375000 Penalty: 3844.518555 Iteration 2F: 3 clusters Score -304912.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -304983.843750 Penalty: 3844.518555 Iteration 3Q: 3 clusters Score -304983.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -305043.843750 Penalty: 3844.518555 Iteration 4Q: 3 clusters Score -305043.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -305080.125000 Penalty: 3844.518555 Iteration 5Q: 3 clusters Score -305080.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -305108.562500 Penalty: 3844.518555 Iteration 6Q: 3 clusters Score -305108.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -305135.875000 Penalty: 3844.518555 Iteration 7Q: 3 clusters Score -305135.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -305148.781250 Penalty: 3844.518555 Iteration 8Q: 3 clusters Score -305148.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -305169.312500 Penalty: 3844.518555 Iteration 9Q: 3 clusters Score -305169.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -305185.843750 Penalty: 3844.518555 Iteration 10Q: 3 clusters Score -305185.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -305197.812500 Penalty: 3844.518555 Iteration 11Q: 3 clusters Score -305197.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -305211.593750 Penalty: 3844.518555 Iteration 12Q: 3 clusters Score -305211.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -305223.500000 Penalty: 3844.518555 Iteration 13Q: 3 clusters Score -305223.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -305234.531250 Penalty: 3844.518555 Iteration 14Q: 3 clusters Score -305234.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -305243.625000 Penalty: 3844.518555 Iteration 15Q: 3 clusters Score -305243.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -305254.968750 Penalty: 3844.518555 Iteration 16Q: 3 clusters Score -305255 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -305270.625000 Penalty: 3844.518555 Iteration 17Q: 3 clusters Score -305270.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -305291.531250 Penalty: 3844.518555 Iteration 18Q: 3 clusters Score -305291.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -305317.843750 Penalty: 3844.518555 Iteration 19Q: 3 clusters Score -305317.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -305367.812500 Penalty: 3844.518555 Iteration 20F: 3 clusters Score -305367.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -305436.093750 Penalty: 3844.518555 Iteration 21Q: 3 clusters Score -305436.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -305559.906250 Penalty: 3844.518555 Iteration 22Q: 3 clusters Score -305559.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -305635.125000 Penalty: 3844.518555 Iteration 23Q: 3 clusters Score -305635.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -305685.968750 Penalty: 3844.518555 Iteration 24Q: 3 clusters Score -305686 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -305711.593750 Penalty: 3844.518555 Iteration 25Q: 3 clusters Score -305711.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -305728.843750 Penalty: 3844.518555 Iteration 26Q: 3 clusters Score -305728.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -305746.593750 Penalty: 3844.518555 Iteration 27Q: 3 clusters Score -305746.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -305763.656250 Penalty: 3844.518555 Iteration 28Q: 3 clusters Score -305763.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -305778.343750 Penalty: 3844.518555 Iteration 29Q: 3 clusters Score -305778.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -305791.281250 Penalty: 3844.518555 Iteration 30Q: 3 clusters Score -305791.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -305802.531250 Penalty: 3844.518555 Iteration 31Q: 3 clusters Score -305802.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -305816.250000 Penalty: 3844.518555 Iteration 32Q: 3 clusters Score -305816.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -305827.718750 Penalty: 3844.518555 Iteration 33Q: 3 clusters Score -305827.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -305840.750000 Penalty: 3844.518555 Iteration 34Q: 3 clusters Score -305840.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -305856.218750 Penalty: 3844.518555 Iteration 35Q: 3 clusters Score -305856.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -305869.531250 Penalty: 3844.518555 Iteration 36Q: 3 clusters Score -305869.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -305887.562500 Penalty: 3844.518555 Iteration 37Q: 3 clusters Score -305887.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -305904.937500 Penalty: 3844.518555 Iteration 38Q: 3 clusters Score -305904.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -305925.031250 Penalty: 3844.518555 Iteration 39Q: 3 clusters Score -305925 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -305938.781250 Penalty: 3844.518555 Iteration 40F: 3 clusters Score -305938.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -305946.812500 Penalty: 3844.518555 Iteration 41Q: 3 clusters Score -305946.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -305963.718750 Penalty: 3844.518555 Iteration 42Q: 3 clusters Score -305963.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -305979.812500 Penalty: 3844.518555 Iteration 43Q: 3 clusters Score -305979.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -305995.093750 Penalty: 3844.518555 Iteration 44Q: 3 clusters Score -305995.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -306014.625000 Penalty: 3844.518555 Iteration 45Q: 3 clusters Score -306014.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -306029.500000 Penalty: 3844.518555 Iteration 46Q: 3 clusters Score -306029.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -306041.656250 Penalty: 3844.518555 Iteration 47Q: 3 clusters Score -306041.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -306051.000000 Penalty: 3844.518555 Iteration 48Q: 3 clusters Score -306051 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -306060.750000 Penalty: 3844.518555 Iteration 49Q: 3 clusters Score -306060.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -306069.406250 Penalty: 3844.518555 Iteration 50Q: 3 clusters Score -306069.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -306083.062500 Penalty: 3844.518555 Iteration 51Q: 3 clusters Score -306083.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -306096.625000 Penalty: 3844.518555 Iteration 52Q: 3 clusters Score -306096.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -306113.625000 Penalty: 3844.518555 Iteration 53Q: 3 clusters Score -306113.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -306127.906250 Penalty: 3844.518555 Iteration 54Q: 3 clusters Score -306127.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -306141.343750 Penalty: 3844.518555 Iteration 55Q: 3 clusters Score -306141.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -306157.406250 Penalty: 3844.518555 Iteration 56Q: 3 clusters Score -306157.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -306166.875000 Penalty: 3844.518555 Iteration 57Q: 3 clusters Score -306166.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -306180.093750 Penalty: 3844.518555 Iteration 58Q: 3 clusters Score -306180.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -306198.968750 Penalty: 3844.518555 Iteration 59Q: 3 clusters Score -306199 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -306224.218750 Penalty: 3844.518555 Iteration 60F: 3 clusters Score -306224.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -306258.750000 Penalty: 3844.518555 Iteration 61Q: 3 clusters Score -306258.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -306286.500000 Penalty: 3844.518555 Iteration 62Q: 3 clusters Score -306286.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -306310.937500 Penalty: 3844.518555 Iteration 63Q: 3 clusters Score -306310.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -306343.468750 Penalty: 3844.518555 Iteration 64Q: 3 clusters Score -306343.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -306389.187500 Penalty: 3844.518555 Iteration 65Q: 3 clusters Score -306389.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -306430.281250 Penalty: 3844.518555 Iteration 66Q: 3 clusters Score -306430.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -306514.718750 Penalty: 3844.518555 Iteration 67Q: 3 clusters Score -306514.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -306632.375000 Penalty: 3844.518555 Iteration 68Q: 3 clusters Score -306632.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -306718.343750 Penalty: 3844.518555 Iteration 69Q: 3 clusters Score -306718.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -306743.406250 Penalty: 3844.518555 Iteration 70Q: 3 clusters Score -306743.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -306748.312500 Penalty: 3844.518555 Iteration 71Q: 3 clusters Score -306748.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -306750.906250 Penalty: 3844.518555 Iteration 72Q: 3 clusters Score -306750.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -306750.906250 Penalty: 3844.518555 Iteration 73F: 3 clusters Score -306750.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15526 members Entering Unmasked Estep Score: -2065541.625000 Penalty: 2393.267334 Iteration 0F: 2 clusters Score -2065542 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7749 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -2054305.625000 Penalty: 4786.534668 Iteration 0F: 3 clusters Score -2054306 nChanged 6724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7845 members Mstep: Class 2 contains 7681 members Entering Unmasked Estep Score: -2057980.250000 Penalty: 4786.534668 Iteration 1F: 3 clusters Score -2057980 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -2058450.750000 Penalty: 4786.534668 Iteration 2F: 3 clusters Score -2058451 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7751 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -2058886.875000 Penalty: 4786.534668 Iteration 3F: 3 clusters Score -2058887 nChanged 767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7610 members Mstep: Class 2 contains 7916 members Entering Unmasked Estep Score: -2059259.250000 Penalty: 4786.534668 Iteration 4Q: 3 clusters Score -2059259 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -2059649.250000 Penalty: 4786.534668 Iteration 5Q: 3 clusters Score -2059649 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -2060035.000000 Penalty: 4786.534668 Iteration 6Q: 3 clusters Score -2060035 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 8602 members Entering Unmasked Estep Score: -2060465.500000 Penalty: 4786.534668 Iteration 7Q: 3 clusters Score -2060466 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6611 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -2060937.500000 Penalty: 4786.534668 Iteration 8Q: 3 clusters Score -2060938 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -2061390.125000 Penalty: 4786.534668 Iteration 9Q: 3 clusters Score -2061390 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5940 members Mstep: Class 2 contains 9586 members Entering Unmasked Estep Score: -2061821.250000 Penalty: 4786.534668 Iteration 10Q: 3 clusters Score -2061821 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 9857 members Entering Unmasked Estep Score: -2062148.125000 Penalty: 4786.534668 Iteration 11Q: 3 clusters Score -2062148 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 10086 members Entering Unmasked Estep Score: -2062364.625000 Penalty: 4786.534668 Iteration 12Q: 3 clusters Score -2062365 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -2062494.375000 Penalty: 4786.534668 Iteration 13Q: 3 clusters Score -2062494 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 10469 members Entering Unmasked Estep Score: -2062585.500000 Penalty: 4786.534668 Iteration 14Q: 3 clusters Score -2062586 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 10642 members Entering Unmasked Estep Score: -2062648.500000 Penalty: 4786.534668 Iteration 15Q: 3 clusters Score -2062648 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4731 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -2062695.750000 Penalty: 4786.534668 Iteration 16Q: 3 clusters Score -2062696 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -2062744.625000 Penalty: 4786.534668 Iteration 17Q: 3 clusters Score -2062745 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 11067 members Entering Unmasked Estep Score: -2062787.625000 Penalty: 4786.534668 Iteration 18Q: 3 clusters Score -2062788 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 11185 members Entering Unmasked Estep Score: -2062828.250000 Penalty: 4786.534668 Iteration 19Q: 3 clusters Score -2062828 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -2062863.625000 Penalty: 4786.534668 Iteration 20F: 3 clusters Score -2062864 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -2062885.750000 Penalty: 4786.534668 Iteration 21Q: 3 clusters Score -2062886 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -2062909.500000 Penalty: 4786.534668 Iteration 22Q: 3 clusters Score -2062910 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 11614 members Entering Unmasked Estep Score: -2062939.500000 Penalty: 4786.534668 Iteration 23Q: 3 clusters Score -2062940 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -2062952.500000 Penalty: 4786.534668 Iteration 24Q: 3 clusters Score -2062952 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 11787 members Entering Unmasked Estep Score: -2062974.500000 Penalty: 4786.534668 Iteration 25Q: 3 clusters Score -2062974 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 11871 members Entering Unmasked Estep Score: -2062995.500000 Penalty: 4786.534668 Iteration 26Q: 3 clusters Score -2062996 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -2063011.125000 Penalty: 4786.534668 Iteration 27Q: 3 clusters Score -2063011 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 12018 members Entering Unmasked Estep Score: -2063033.125000 Penalty: 4786.534668 Iteration 28Q: 3 clusters Score -2063033 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 12082 members Entering Unmasked Estep Score: -2063049.625000 Penalty: 4786.534668 Iteration 29Q: 3 clusters Score -2063050 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -2063066.500000 Penalty: 4786.534668 Iteration 30Q: 3 clusters Score -2063066 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 12197 members Entering Unmasked Estep Score: -2063080.375000 Penalty: 4786.534668 Iteration 31Q: 3 clusters Score -2063080 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 12260 members Entering Unmasked Estep Score: -2063094.750000 Penalty: 4786.534668 Iteration 32Q: 3 clusters Score -2063095 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 12336 members Entering Unmasked Estep Score: -2063117.625000 Penalty: 4786.534668 Iteration 33Q: 3 clusters Score -2063118 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 12423 members Entering Unmasked Estep Score: -2063149.125000 Penalty: 4786.534668 Iteration 34Q: 3 clusters Score -2063149 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 12521 members Entering Unmasked Estep Score: -2063180.750000 Penalty: 4786.534668 Iteration 35Q: 3 clusters Score -2063181 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -2063220.250000 Penalty: 4786.534668 Iteration 36Q: 3 clusters Score -2063220 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 12712 members Entering Unmasked Estep Score: -2063246.875000 Penalty: 4786.534668 Iteration 37Q: 3 clusters Score -2063247 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 12788 members Entering Unmasked Estep Score: -2063269.000000 Penalty: 4786.534668 Iteration 38Q: 3 clusters Score -2063269 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 12853 members Entering Unmasked Estep Score: -2063287.250000 Penalty: 4786.534668 Iteration 39Q: 3 clusters Score -2063287 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -2063308.375000 Penalty: 4786.534668 Iteration 40F: 3 clusters Score -2063308 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 12966 members Entering Unmasked Estep Score: -2063318.375000 Penalty: 4786.534668 Iteration 41Q: 3 clusters Score -2063318 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 13007 members Entering Unmasked Estep Score: -2063326.750000 Penalty: 4786.534668 Iteration 42Q: 3 clusters Score -2063327 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 13039 members Entering Unmasked Estep Score: -2063332.875000 Penalty: 4786.534668 Iteration 43Q: 3 clusters Score -2063333 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -2063348.500000 Penalty: 4786.534668 Iteration 44Q: 3 clusters Score -2063348 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 13103 members Entering Unmasked Estep Score: -2063357.000000 Penalty: 4786.534668 Iteration 45Q: 3 clusters Score -2063357 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 13140 members Entering Unmasked Estep Score: -2063365.125000 Penalty: 4786.534668 Iteration 46Q: 3 clusters Score -2063365 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 13175 members Entering Unmasked Estep Score: -2063377.500000 Penalty: 4786.534668 Iteration 47Q: 3 clusters Score -2063378 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 13210 members Entering Unmasked Estep Score: -2063389.000000 Penalty: 4786.534668 Iteration 48Q: 3 clusters Score -2063389 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 13245 members Entering Unmasked Estep Score: -2063395.625000 Penalty: 4786.534668 Iteration 49Q: 3 clusters Score -2063396 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 13284 members Entering Unmasked Estep Score: -2063401.875000 Penalty: 4786.534668 Iteration 50Q: 3 clusters Score -2063402 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 13316 members Entering Unmasked Estep Score: -2063413.000000 Penalty: 4786.534668 Iteration 51Q: 3 clusters Score -2063413 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 13340 members Entering Unmasked Estep Score: -2063423.375000 Penalty: 4786.534668 Iteration 52Q: 3 clusters Score -2063423 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 13372 members Entering Unmasked Estep Score: -2063431.625000 Penalty: 4786.534668 Iteration 53Q: 3 clusters Score -2063432 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 13399 members Entering Unmasked Estep Score: -2063447.000000 Penalty: 4786.534668 Iteration 54Q: 3 clusters Score -2063447 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 13422 members Entering Unmasked Estep Score: -2063457.250000 Penalty: 4786.534668 Iteration 55Q: 3 clusters Score -2063457 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 13449 members Entering Unmasked Estep Score: -2063461.625000 Penalty: 4786.534668 Iteration 56Q: 3 clusters Score -2063462 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 13471 members Entering Unmasked Estep Score: -2063468.625000 Penalty: 4786.534668 Iteration 57Q: 3 clusters Score -2063469 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 13493 members Entering Unmasked Estep Score: -2063478.125000 Penalty: 4786.534668 Iteration 58Q: 3 clusters Score -2063478 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 13511 members Entering Unmasked Estep Score: -2063487.125000 Penalty: 4786.534668 Iteration 59Q: 3 clusters Score -2063487 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -2063495.875000 Penalty: 4786.534668 Iteration 60F: 3 clusters Score -2063496 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 13567 members Entering Unmasked Estep Score: -2063505.625000 Penalty: 4786.534668 Iteration 61Q: 3 clusters Score -2063506 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 13592 members Entering Unmasked Estep Score: -2063508.750000 Penalty: 4786.534668 Iteration 62Q: 3 clusters Score -2063509 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 13622 members Entering Unmasked Estep Score: -2063516.125000 Penalty: 4786.534668 Iteration 63Q: 3 clusters Score -2063516 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -2063527.875000 Penalty: 4786.534668 Iteration 64Q: 3 clusters Score -2063528 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 13670 members Entering Unmasked Estep Score: -2063540.000000 Penalty: 4786.534668 Iteration 65Q: 3 clusters Score -2063540 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 13691 members Entering Unmasked Estep Score: -2063542.875000 Penalty: 4786.534668 Iteration 66Q: 3 clusters Score -2063543 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 13718 members Entering Unmasked Estep Score: -2063563.625000 Penalty: 4786.534668 Iteration 67Q: 3 clusters Score -2063564 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 13747 members Entering Unmasked Estep Score: -2063577.500000 Penalty: 4786.534668 Iteration 68Q: 3 clusters Score -2063578 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 13777 members Entering Unmasked Estep Score: -2063593.125000 Penalty: 4786.534668 Iteration 69Q: 3 clusters Score -2063593 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 13806 members Entering Unmasked Estep Score: -2063607.625000 Penalty: 4786.534668 Iteration 70Q: 3 clusters Score -2063608 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 13836 members Entering Unmasked Estep Score: -2063619.250000 Penalty: 4786.534668 Iteration 71Q: 3 clusters Score -2063619 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 13860 members Entering Unmasked Estep Score: -2063627.000000 Penalty: 4786.534668 Iteration 72Q: 3 clusters Score -2063627 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 13889 members Entering Unmasked Estep Score: -2063644.125000 Penalty: 4786.534668 Iteration 73Q: 3 clusters Score -2063644 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 13905 members Entering Unmasked Estep Score: -2063656.500000 Penalty: 4786.534668 Iteration 74Q: 3 clusters Score -2063656 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 13917 members Entering Unmasked Estep Score: -2063657.625000 Penalty: 4786.534668 Iteration 75Q: 3 clusters Score -2063658 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 13926 members Entering Unmasked Estep Score: -2063660.875000 Penalty: 4786.534668 Iteration 76Q: 3 clusters Score -2063661 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 13929 members Entering Unmasked Estep Score: -2063661.875000 Penalty: 4786.534668 Iteration 77Q: 3 clusters Score -2063662 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 13934 members Entering Unmasked Estep Score: -2063663.250000 Penalty: 4786.534668 Iteration 78Q: 3 clusters Score -2063663 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 13936 members Entering Unmasked Estep Score: -2063663.250000 Penalty: 4786.534668 Iteration 79Q: 3 clusters Score -2063663 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 13937 members Entering Unmasked Estep Score: -2063664.375000 Penalty: 4786.534668 Iteration 80F: 3 clusters Score -2063664 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 13938 members Entering Unmasked Estep Score: -2063664.000000 Penalty: 4786.534668 Iteration 81Q: 3 clusters Score -2063664 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 13938 members Entering Unmasked Estep Score: -2063664.000000 Penalty: 4786.534668 Iteration 82F: 3 clusters Score -2063664 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15503 members Entering Unmasked Estep Score: -2059703.375000 Penalty: 2392.899414 Iteration 0F: 2 clusters Score -2059703 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7683 members Mstep: Class 2 contains 7820 members Entering Unmasked Estep Score: -2048555.375000 Penalty: 4785.798828 Iteration 0F: 3 clusters Score -2048555 nChanged 6690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7371 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -2052267.750000 Penalty: 4785.798828 Iteration 1F: 3 clusters Score -2052268 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7228 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -2052755.250000 Penalty: 4785.798828 Iteration 2F: 3 clusters Score -2052755 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 8436 members Entering Unmasked Estep Score: -2053157.000000 Penalty: 4785.798828 Iteration 3F: 3 clusters Score -2053157 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6871 members Mstep: Class 2 contains 8632 members Entering Unmasked Estep Score: -2053459.000000 Penalty: 4785.798828 Iteration 4Q: 3 clusters Score -2053459 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 8837 members Entering Unmasked Estep Score: -2053697.000000 Penalty: 4785.798828 Iteration 5Q: 3 clusters Score -2053697 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 9066 members Entering Unmasked Estep Score: -2053905.875000 Penalty: 4785.798828 Iteration 6Q: 3 clusters Score -2053906 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -2054100.375000 Penalty: 4785.798828 Iteration 7Q: 3 clusters Score -2054100 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 9621 members Entering Unmasked Estep Score: -2054291.875000 Penalty: 4785.798828 Iteration 8Q: 3 clusters Score -2054292 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 9968 members Entering Unmasked Estep Score: -2054496.250000 Penalty: 4785.798828 Iteration 9Q: 3 clusters Score -2054496 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 10341 members Entering Unmasked Estep Score: -2054737.125000 Penalty: 4785.798828 Iteration 10Q: 3 clusters Score -2054737 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 10729 members Entering Unmasked Estep Score: -2054967.500000 Penalty: 4785.798828 Iteration 11Q: 3 clusters Score -2054968 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -2055207.250000 Penalty: 4785.798828 Iteration 12Q: 3 clusters Score -2055207 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 11542 members Entering Unmasked Estep Score: -2055456.375000 Penalty: 4785.798828 Iteration 13Q: 3 clusters Score -2055456 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -2055728.250000 Penalty: 4785.798828 Iteration 14Q: 3 clusters Score -2055728 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3102 members Mstep: Class 2 contains 12401 members Entering Unmasked Estep Score: -2055999.750000 Penalty: 4785.798828 Iteration 15Q: 3 clusters Score -2056000 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -2056255.500000 Penalty: 4785.798828 Iteration 16Q: 3 clusters Score -2056256 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 13167 members Entering Unmasked Estep Score: -2056482.250000 Penalty: 4785.798828 Iteration 17Q: 3 clusters Score -2056482 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -2056684.000000 Penalty: 4785.798828 Iteration 18Q: 3 clusters Score -2056684 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 13775 members Entering Unmasked Estep Score: -2056870.000000 Penalty: 4785.798828 Iteration 19Q: 3 clusters Score -2056870 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 14033 members Entering Unmasked Estep Score: -2057038.000000 Penalty: 4785.798828 Iteration 20F: 3 clusters Score -2057038 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 14232 members Entering Unmasked Estep Score: -2057158.625000 Penalty: 4785.798828 Iteration 21Q: 3 clusters Score -2057159 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 14379 members Entering Unmasked Estep Score: -2057260.250000 Penalty: 4785.798828 Iteration 22Q: 3 clusters Score -2057260 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 14483 members Entering Unmasked Estep Score: -2057337.875000 Penalty: 4785.798828 Iteration 23Q: 3 clusters Score -2057338 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 14559 members Entering Unmasked Estep Score: -2057399.125000 Penalty: 4785.798828 Iteration 24Q: 3 clusters Score -2057399 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 14629 members Entering Unmasked Estep Score: -2057447.750000 Penalty: 4785.798828 Iteration 25Q: 3 clusters Score -2057448 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 14673 members Entering Unmasked Estep Score: -2057474.625000 Penalty: 4785.798828 Iteration 26Q: 3 clusters Score -2057475 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 14713 members Entering Unmasked Estep Score: -2057499.250000 Penalty: 4785.798828 Iteration 27Q: 3 clusters Score -2057499 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 14747 members Entering Unmasked Estep Score: -2057516.125000 Penalty: 4785.798828 Iteration 28Q: 3 clusters Score -2057516 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 14773 members Entering Unmasked Estep Score: -2057537.750000 Penalty: 4785.798828 Iteration 29Q: 3 clusters Score -2057538 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 14805 members Entering Unmasked Estep Score: -2057559.625000 Penalty: 4785.798828 Iteration 30Q: 3 clusters Score -2057560 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 14843 members Entering Unmasked Estep Score: -2057583.750000 Penalty: 4785.798828 Iteration 31Q: 3 clusters Score -2057584 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 14874 members Entering Unmasked Estep Score: -2057609.750000 Penalty: 4785.798828 Iteration 32Q: 3 clusters Score -2057610 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 14904 members Entering Unmasked Estep Score: -2057637.500000 Penalty: 4785.798828 Iteration 33Q: 3 clusters Score -2057638 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 14928 members Entering Unmasked Estep Score: -2057657.500000 Penalty: 4785.798828 Iteration 34Q: 3 clusters Score -2057658 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 14941 members Entering Unmasked Estep Score: -2057665.625000 Penalty: 4785.798828 Iteration 35Q: 3 clusters Score -2057666 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 14953 members Entering Unmasked Estep Score: -2057670.875000 Penalty: 4785.798828 Iteration 36Q: 3 clusters Score -2057671 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 14963 members Entering Unmasked Estep Score: -2057679.875000 Penalty: 4785.798828 Iteration 37Q: 3 clusters Score -2057680 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 14975 members Entering Unmasked Estep Score: -2057690.000000 Penalty: 4785.798828 Iteration 38Q: 3 clusters Score -2057690 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 14982 members Entering Unmasked Estep Score: -2057698.000000 Penalty: 4785.798828 Iteration 39Q: 3 clusters Score -2057698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 14986 members Entering Unmasked Estep Score: -2057702.125000 Penalty: 4785.798828 Iteration 40F: 3 clusters Score -2057702 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 14991 members Entering Unmasked Estep Score: -2057704.500000 Penalty: 4785.798828 Iteration 41Q: 3 clusters Score -2057704 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 14993 members Entering Unmasked Estep Score: -2057710.375000 Penalty: 4785.798828 Iteration 42Q: 3 clusters Score -2057710 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 14995 members Entering Unmasked Estep Score: -2057712.375000 Penalty: 4785.798828 Iteration 43Q: 3 clusters Score -2057712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 14997 members Entering Unmasked Estep Score: -2057712.875000 Penalty: 4785.798828 Iteration 44Q: 3 clusters Score -2057713 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 15001 members Entering Unmasked Estep Score: -2057716.875000 Penalty: 4785.798828 Iteration 45Q: 3 clusters Score -2057717 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 15005 members Entering Unmasked Estep Score: -2057718.500000 Penalty: 4785.798828 Iteration 46Q: 3 clusters Score -2057718 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 15008 members Entering Unmasked Estep Score: -2057723.250000 Penalty: 4785.798828 Iteration 47Q: 3 clusters Score -2057723 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 15011 members Entering Unmasked Estep Score: -2057724.125000 Penalty: 4785.798828 Iteration 48Q: 3 clusters Score -2057724 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 15013 members Entering Unmasked Estep Score: -2057724.750000 Penalty: 4785.798828 Iteration 49Q: 3 clusters Score -2057725 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 15013 members Entering Unmasked Estep Score: -2057724.750000 Penalty: 4785.798828 Iteration 50F: 3 clusters Score -2057725 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (46514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46514 members Entering Unmasked Estep Score: -6273833.000000 Penalty: 2665.382324 Iteration 0F: 2 clusters Score -6273833 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23089 members Mstep: Class 2 contains 23425 members Entering Unmasked Estep Score: -6242477.000000 Penalty: 5330.764648 Iteration 0F: 3 clusters Score -6242477 nChanged 21363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22080 members Mstep: Class 2 contains 24434 members Entering Unmasked Estep Score: -6254069.000000 Penalty: 5330.764648 Iteration 1F: 3 clusters Score -6254069 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21452 members Mstep: Class 2 contains 25062 members Entering Unmasked Estep Score: -6254606.000000 Penalty: 5330.764648 Iteration 2Q: 3 clusters Score -6254606 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20550 members Mstep: Class 2 contains 25964 members Entering Unmasked Estep Score: -6255208.500000 Penalty: 5330.764648 Iteration 3Q: 3 clusters Score -6255208 nChanged 1864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19306 members Mstep: Class 2 contains 27208 members Entering Unmasked Estep Score: -6255912.000000 Penalty: 5330.764648 Iteration 4Q: 3 clusters Score -6255912 nChanged 2083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17561 members Mstep: Class 2 contains 28953 members Entering Unmasked Estep Score: -6256851.500000 Penalty: 5330.764648 Iteration 5Q: 3 clusters Score -6256852 nChanged 2566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 31345 members Entering Unmasked Estep Score: -6258389.500000 Penalty: 5330.764648 Iteration 6F: 3 clusters Score -6258390 nChanged 3196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12047 members Mstep: Class 2 contains 34467 members Entering Unmasked Estep Score: -6260731.500000 Penalty: 5330.764648 Iteration 7F: 3 clusters Score -6260732 nChanged 3646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8425 members Mstep: Class 2 contains 38089 members Entering Unmasked Estep Score: -6263867.500000 Penalty: 5330.764648 Iteration 8F: 3 clusters Score -6263868 nChanged 3460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4971 members Mstep: Class 2 contains 41543 members Entering Unmasked Estep Score: -6267095.000000 Penalty: 5330.764648 Iteration 9F: 3 clusters Score -6267095 nChanged 2444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 43981 members Entering Unmasked Estep Score: -6269422.000000 Penalty: 5330.764648 Iteration 10F: 3 clusters Score -6269422 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 45233 members Entering Unmasked Estep Score: -6270558.000000 Penalty: 5330.764648 Iteration 11Q: 3 clusters Score -6270558 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 45770 members Entering Unmasked Estep Score: -6271049.500000 Penalty: 5330.764648 Iteration 12Q: 3 clusters Score -6271050 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 45997 members Entering Unmasked Estep Score: -6271293.000000 Penalty: 5330.764648 Iteration 13Q: 3 clusters Score -6271293 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 46080 members Entering Unmasked Estep Score: -6271376.500000 Penalty: 5330.764648 Iteration 14Q: 3 clusters Score -6271376 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 46135 members Entering Unmasked Estep Score: -6271454.000000 Penalty: 5330.764648 Iteration 15Q: 3 clusters Score -6271454 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 46161 members Entering Unmasked Estep Score: -6271488.000000 Penalty: 5330.764648 Iteration 16Q: 3 clusters Score -6271488 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 46175 members Entering Unmasked Estep Score: -6271507.000000 Penalty: 5330.764648 Iteration 17Q: 3 clusters Score -6271507 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 46183 members Entering Unmasked Estep Score: -6271521.500000 Penalty: 5330.764648 Iteration 18Q: 3 clusters Score -6271522 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 46194 members Entering Unmasked Estep Score: -6271539.500000 Penalty: 5330.764648 Iteration 19Q: 3 clusters Score -6271540 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 46200 members Entering Unmasked Estep Score: -6271550.500000 Penalty: 5330.764648 Iteration 20F: 3 clusters Score -6271550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 46204 members Entering Unmasked Estep Score: -6271551.500000 Penalty: 5330.764648 Iteration 21Q: 3 clusters Score -6271552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 46203 members Entering Unmasked Estep Score: -6271556.000000 Penalty: 5330.764648 Iteration 22Q: 3 clusters Score -6271556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 46203 members Entering Unmasked Estep Score: -6271556.000000 Penalty: 5330.764648 Iteration 23F: 3 clusters Score -6271556 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Entering Unmasked Estep Score: -427695.968750 Penalty: 2012.500732 Iteration 0F: 2 clusters Score -427696 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -424243.906250 Penalty: 4025.001465 Iteration 0F: 3 clusters Score -424243.9 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -424909.562500 Penalty: 4025.001465 Iteration 1F: 3 clusters Score -424909.6 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -425054.062500 Penalty: 4025.001465 Iteration 2F: 3 clusters Score -425054.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -425146.031250 Penalty: 4025.001465 Iteration 3Q: 3 clusters Score -425146 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -425208.625000 Penalty: 4025.001465 Iteration 4Q: 3 clusters Score -425208.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -425253.562500 Penalty: 4025.001465 Iteration 5Q: 3 clusters Score -425253.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -425283.687500 Penalty: 4025.001465 Iteration 6Q: 3 clusters Score -425283.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -425307.937500 Penalty: 4025.001465 Iteration 7Q: 3 clusters Score -425307.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -425328.812500 Penalty: 4025.001465 Iteration 8Q: 3 clusters Score -425328.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -425348.250000 Penalty: 4025.001465 Iteration 9Q: 3 clusters Score -425348.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -425370.750000 Penalty: 4025.001465 Iteration 10Q: 3 clusters Score -425370.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -425383.406250 Penalty: 4025.001465 Iteration 11Q: 3 clusters Score -425383.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -425395.062500 Penalty: 4025.001465 Iteration 12Q: 3 clusters Score -425395.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -425403.218750 Penalty: 4025.001465 Iteration 13Q: 3 clusters Score -425403.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -425411.187500 Penalty: 4025.001465 Iteration 14Q: 3 clusters Score -425411.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -425416.906250 Penalty: 4025.001465 Iteration 15Q: 3 clusters Score -425416.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -425421.531250 Penalty: 4025.001465 Iteration 16Q: 3 clusters Score -425421.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -425426.843750 Penalty: 4025.001465 Iteration 17Q: 3 clusters Score -425426.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -425430.750000 Penalty: 4025.001465 Iteration 18Q: 3 clusters Score -425430.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -425433.875000 Penalty: 4025.001465 Iteration 19Q: 3 clusters Score -425433.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -425435.812500 Penalty: 4025.001465 Iteration 20F: 3 clusters Score -425435.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -425440.406250 Penalty: 4025.001465 Iteration 21Q: 3 clusters Score -425440.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -425444.218750 Penalty: 4025.001465 Iteration 22Q: 3 clusters Score -425444.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -425446.156250 Penalty: 4025.001465 Iteration 23Q: 3 clusters Score -425446.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -425448.718750 Penalty: 4025.001465 Iteration 24Q: 3 clusters Score -425448.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -425449.562500 Penalty: 4025.001465 Iteration 25Q: 3 clusters Score -425449.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -425451.343750 Penalty: 4025.001465 Iteration 26Q: 3 clusters Score -425451.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -425452.531250 Penalty: 4025.001465 Iteration 27Q: 3 clusters Score -425452.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -425453.218750 Penalty: 4025.001465 Iteration 28Q: 3 clusters Score -425453.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -425455.468750 Penalty: 4025.001465 Iteration 29Q: 3 clusters Score -425455.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -425457.406250 Penalty: 4025.001465 Iteration 30Q: 3 clusters Score -425457.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -425459.250000 Penalty: 4025.001465 Iteration 31Q: 3 clusters Score -425459.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -425464.375000 Penalty: 4025.001465 Iteration 32Q: 3 clusters Score -425464.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -425465.843750 Penalty: 4025.001465 Iteration 33Q: 3 clusters Score -425465.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -425468.375000 Penalty: 4025.001465 Iteration 34Q: 3 clusters Score -425468.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -425470.343750 Penalty: 4025.001465 Iteration 35Q: 3 clusters Score -425470.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -425473.812500 Penalty: 4025.001465 Iteration 36Q: 3 clusters Score -425473.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -425474.593750 Penalty: 4025.001465 Iteration 37Q: 3 clusters Score -425474.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -425475.781250 Penalty: 4025.001465 Iteration 38Q: 3 clusters Score -425475.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -425478.625000 Penalty: 4025.001465 Iteration 39Q: 3 clusters Score -425478.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -425481.968750 Penalty: 4025.001465 Iteration 40F: 3 clusters Score -425482 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -425485.343750 Penalty: 4025.001465 Iteration 41Q: 3 clusters Score -425485.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -425488.218750 Penalty: 4025.001465 Iteration 42Q: 3 clusters Score -425488.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -425489.750000 Penalty: 4025.001465 Iteration 43Q: 3 clusters Score -425489.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -425490.812500 Penalty: 4025.001465 Iteration 44Q: 3 clusters Score -425490.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -425493.093750 Penalty: 4025.001465 Iteration 45Q: 3 clusters Score -425493.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -425494.062500 Penalty: 4025.001465 Iteration 46Q: 3 clusters Score -425494.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -425495.281250 Penalty: 4025.001465 Iteration 47Q: 3 clusters Score -425495.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -425496.843750 Penalty: 4025.001465 Iteration 48Q: 3 clusters Score -425496.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -425497.562500 Penalty: 4025.001465 Iteration 49Q: 3 clusters Score -425497.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -425499.625000 Penalty: 4025.001465 Iteration 50Q: 3 clusters Score -425499.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -425500.062500 Penalty: 4025.001465 Iteration 51Q: 3 clusters Score -425500.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -425500.375000 Penalty: 4025.001465 Iteration 52Q: 3 clusters Score -425500.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -425500.375000 Penalty: 4025.001465 Iteration 53F: 3 clusters Score -425500.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Entering Unmasked Estep Score: -145476.718750 Penalty: 1761.419922 Iteration 0F: 2 clusters Score -145476.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -143421.328125 Penalty: 3522.839844 Iteration 0F: 3 clusters Score -143421.3 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -143976.000000 Penalty: 3522.839844 Iteration 1F: 3 clusters Score -143976 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -144349.453125 Penalty: 3522.839844 Iteration 2F: 3 clusters Score -144349.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -144790.406250 Penalty: 3522.839844 Iteration 3F: 3 clusters Score -144790.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -145416.593750 Penalty: 3522.839844 Iteration 4F: 3 clusters Score -145416.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -145990.281250 Penalty: 3522.839844 Iteration 5F: 3 clusters Score -145990.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -146605.953125 Penalty: 3522.839844 Iteration 6F: 3 clusters Score -146606 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -146769.937500 Penalty: 3522.839844 Iteration 7Q: 3 clusters Score -146769.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -146898.500000 Penalty: 3522.839844 Iteration 8Q: 3 clusters Score -146898.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -146924.203125 Penalty: 3522.839844 Iteration 9Q: 3 clusters Score -146924.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -146929.750000 Penalty: 3522.839844 Iteration 10Q: 3 clusters Score -146929.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -146940.750000 Penalty: 3522.839844 Iteration 11Q: 3 clusters Score -146940.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -146945.671875 Penalty: 3522.839844 Iteration 12Q: 3 clusters Score -146945.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -146951.218750 Penalty: 3522.839844 Iteration 13Q: 3 clusters Score -146951.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -146954.156250 Penalty: 3522.839844 Iteration 14Q: 3 clusters Score -146954.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -146957.593750 Penalty: 3522.839844 Iteration 15Q: 3 clusters Score -146957.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -146959.343750 Penalty: 3522.839844 Iteration 16Q: 3 clusters Score -146959.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -146962.859375 Penalty: 3522.839844 Iteration 17Q: 3 clusters Score -146962.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -146962.859375 Penalty: 3522.839844 Iteration 18F: 3 clusters Score -146962.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61286 members Mstep: Class 2 contains 10389 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75264 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49858 members Mstep: Class 9 contains 6527 members Mstep: Class 10 contains 108584 members Mstep: Class 11 contains 1709 members Mstep: Class 12 contains 40724 members Mstep: Class 13 contains 7798 members Mstep: Class 14 contains 5183 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15526 members Mstep: Class 17 contains 15503 members Mstep: Class 18 contains 46514 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 571 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140821 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1068 members Mstep: Class 26 contains 644 members Entering Unmasked Estep Score: -85897800.000000 Penalty: 86358.609375 Splitting cluster 20 changes total score from -85897904.000000 to -85897800.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (309 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Entering Unmasked Estep Score: -29823.458984 Penalty: 1421.868652 Iteration 0F: 2 clusters Score -29823.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -28697.414062 Penalty: 2843.737305 Iteration 0F: 3 clusters Score -28697.41 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -28959.240234 Penalty: 2843.737305 Iteration 1F: 3 clusters Score -28959.24 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29191.748047 Penalty: 2843.737305 Iteration 2F: 3 clusters Score -29191.75 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -29359.621094 Penalty: 2843.737305 Iteration 3Q: 3 clusters Score -29359.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -29481.255859 Penalty: 2843.737305 Iteration 4Q: 3 clusters Score -29481.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -29516.695312 Penalty: 2843.737305 Iteration 5Q: 3 clusters Score -29516.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -29553.146484 Penalty: 2843.737305 Iteration 6Q: 3 clusters Score -29553.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29580.158203 Penalty: 2843.737305 Iteration 7Q: 3 clusters Score -29580.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -29620.123047 Penalty: 2843.737305 Iteration 8Q: 3 clusters Score -29620.12 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -29621.322266 Penalty: 2843.737305 Iteration 9F: 3 clusters Score -29621.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29634.339844 Penalty: 2843.737305 Iteration 10Q: 3 clusters Score -29634.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -29646.273438 Penalty: 2843.737305 Iteration 11Q: 3 clusters Score -29646.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -29662.113281 Penalty: 2843.737305 Iteration 12Q: 3 clusters Score -29662.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -29683.164062 Penalty: 2843.737305 Iteration 13Q: 3 clusters Score -29683.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29730.173828 Penalty: 2843.737305 Iteration 14Q: 3 clusters Score -29730.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29734.310547 Penalty: 2843.737305 Iteration 15Q: 3 clusters Score -29734.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -29734.310547 Penalty: 2843.737305 Iteration 16F: 3 clusters Score -29734.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (140821 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140821 members Entering Unmasked Estep Score: -18957116.000000 Penalty: 2940.100586 Iteration 0F: 2 clusters Score -1.895712e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70663 members Mstep: Class 2 contains 70158 members Entering Unmasked Estep Score: -18866540.000000 Penalty: 5880.201172 Iteration 0F: 3 clusters Score -1.886654e+07 nChanged 67032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74941 members Mstep: Class 2 contains 65880 members Entering Unmasked Estep Score: -18905356.000000 Penalty: 5880.201172 Iteration 1F: 3 clusters Score -1.890536e+07 nChanged 4965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77898 members Mstep: Class 2 contains 62923 members Entering Unmasked Estep Score: -18906860.000000 Penalty: 5880.201172 Iteration 2Q: 3 clusters Score -1.890686e+07 nChanged 5975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82401 members Mstep: Class 2 contains 58420 members Entering Unmasked Estep Score: -18909316.000000 Penalty: 5880.201172 Iteration 3Q: 3 clusters Score -1.890932e+07 nChanged 7580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88951 members Mstep: Class 2 contains 51870 members Entering Unmasked Estep Score: -18913346.000000 Penalty: 5880.201172 Iteration 4F: 3 clusters Score -1.891335e+07 nChanged 9665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97846 members Mstep: Class 2 contains 42975 members Entering Unmasked Estep Score: -18919580.000000 Penalty: 5880.201172 Iteration 5F: 3 clusters Score -1.891958e+07 nChanged 11336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108626 members Mstep: Class 2 contains 32195 members Entering Unmasked Estep Score: -18928068.000000 Penalty: 5880.201172 Iteration 6F: 3 clusters Score -1.892807e+07 nChanged 11153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119415 members Mstep: Class 2 contains 21406 members Entering Unmasked Estep Score: -18937124.000000 Penalty: 5880.201172 Iteration 7F: 3 clusters Score -1.893712e+07 nChanged 8868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128099 members Mstep: Class 2 contains 12722 members Entering Unmasked Estep Score: -18944634.000000 Penalty: 5880.201172 Iteration 8F: 3 clusters Score -1.894463e+07 nChanged 5886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133925 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -18949822.000000 Penalty: 5880.201172 Iteration 9Q: 3 clusters Score -1.894982e+07 nChanged 3294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137191 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -18952544.000000 Penalty: 5880.201172 Iteration 10Q: 3 clusters Score -1.895254e+07 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138801 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -18953636.000000 Penalty: 5880.201172 Iteration 11Q: 3 clusters Score -1.895364e+07 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139538 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -18954042.000000 Penalty: 5880.201172 Iteration 12Q: 3 clusters Score -1.895404e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139887 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -18954262.000000 Penalty: 5880.201172 Iteration 13Q: 3 clusters Score -1.895426e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140060 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -18954406.000000 Penalty: 5880.201172 Iteration 14Q: 3 clusters Score -1.895441e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140151 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -18954468.000000 Penalty: 5880.201172 Iteration 15Q: 3 clusters Score -1.895447e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140201 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -18954506.000000 Penalty: 5880.201172 Iteration 16Q: 3 clusters Score -1.895451e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140225 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -18954514.000000 Penalty: 5880.201172 Iteration 17Q: 3 clusters Score -1.895451e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140252 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -18954570.000000 Penalty: 5880.201172 Iteration 18Q: 3 clusters Score -1.895457e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140269 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -18954610.000000 Penalty: 5880.201172 Iteration 19Q: 3 clusters Score -1.895461e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140286 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -18954646.000000 Penalty: 5880.201172 Iteration 20F: 3 clusters Score -1.895465e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140296 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -18954652.000000 Penalty: 5880.201172 Iteration 21Q: 3 clusters Score -1.895465e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140300 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -18954672.000000 Penalty: 5880.201172 Iteration 22Q: 3 clusters Score -1.895467e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140306 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -18954692.000000 Penalty: 5880.201172 Iteration 23Q: 3 clusters Score -1.895469e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140310 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -18954692.000000 Penalty: 5880.201172 Iteration 24Q: 3 clusters Score -1.895469e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140314 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -18954692.000000 Penalty: 5880.201172 Iteration 25Q: 3 clusters Score -1.895469e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140316 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -18954676.000000 Penalty: 5880.201172 Iteration 26Q: 3 clusters Score -1.895468e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140315 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -18954704.000000 Penalty: 5880.201172 Iteration 27Q: 3 clusters Score -1.89547e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140316 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -18954700.000000 Penalty: 5880.201172 Iteration 28Q: 3 clusters Score -1.89547e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140316 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -18954702.000000 Penalty: 5880.201172 Iteration 29Q: 3 clusters Score -1.89547e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140318 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -18954706.000000 Penalty: 5880.201172 Iteration 30Q: 3 clusters Score -1.895471e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140318 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -18954712.000000 Penalty: 5880.201172 Iteration 31Q: 3 clusters Score -1.895471e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140318 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -18954716.000000 Penalty: 5880.201172 Iteration 32Q: 3 clusters Score -1.895472e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140322 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -18954730.000000 Penalty: 5880.201172 Iteration 33Q: 3 clusters Score -1.895473e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140324 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -18954726.000000 Penalty: 5880.201172 Iteration 34Q: 3 clusters Score -1.895473e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140325 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -18954730.000000 Penalty: 5880.201172 Iteration 35Q: 3 clusters Score -1.895473e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140327 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -18954738.000000 Penalty: 5880.201172 Iteration 36Q: 3 clusters Score -1.895474e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140326 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -18954742.000000 Penalty: 5880.201172 Iteration 37Q: 3 clusters Score -1.895474e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140325 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -18954742.000000 Penalty: 5880.201172 Iteration 38Q: 3 clusters Score -1.895474e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140323 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -18954740.000000 Penalty: 5880.201172 Iteration 39Q: 3 clusters Score -1.895474e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140322 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -18954746.000000 Penalty: 5880.201172 Iteration 40F: 3 clusters Score -1.895475e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -33055.425781 Penalty: 1414.538086 Iteration 0F: 2 clusters Score -33055.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -31805.707031 Penalty: 2829.076172 Iteration 0F: 3 clusters Score -31805.71 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -32009.388672 Penalty: 2829.076172 Iteration 1F: 3 clusters Score -32009.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -32062.712891 Penalty: 2829.076172 Iteration 2Q: 3 clusters Score -32062.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -32070.824219 Penalty: 2829.076172 Iteration 3Q: 3 clusters Score -32070.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -32077.705078 Penalty: 2829.076172 Iteration 4Q: 3 clusters Score -32077.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -32083.390625 Penalty: 2829.076172 Iteration 5Q: 3 clusters Score -32083.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -32083.390625 Penalty: 2829.076172 Iteration 6F: 3 clusters Score -32083.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Entering Unmasked Estep Score: -587224.187500 Penalty: 2080.786621 Iteration 0F: 2 clusters Score -587224.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -583060.812500 Penalty: 4161.573242 Iteration 0F: 3 clusters Score -583060.8 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -584045.000000 Penalty: 4161.573242 Iteration 1F: 3 clusters Score -584045 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -584255.062500 Penalty: 4161.573242 Iteration 2F: 3 clusters Score -584255.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -584381.625000 Penalty: 4161.573242 Iteration 3Q: 3 clusters Score -584381.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -584479.187500 Penalty: 4161.573242 Iteration 4Q: 3 clusters Score -584479.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -584529.437500 Penalty: 4161.573242 Iteration 5Q: 3 clusters Score -584529.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -584578.437500 Penalty: 4161.573242 Iteration 6Q: 3 clusters Score -584578.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -584615.312500 Penalty: 4161.573242 Iteration 7Q: 3 clusters Score -584615.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -584659.312500 Penalty: 4161.573242 Iteration 8Q: 3 clusters Score -584659.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -584688.500000 Penalty: 4161.573242 Iteration 9Q: 3 clusters Score -584688.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -584709.812500 Penalty: 4161.573242 Iteration 10Q: 3 clusters Score -584709.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -584728.375000 Penalty: 4161.573242 Iteration 11Q: 3 clusters Score -584728.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -584746.937500 Penalty: 4161.573242 Iteration 12Q: 3 clusters Score -584746.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -584761.000000 Penalty: 4161.573242 Iteration 13Q: 3 clusters Score -584761 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -584773.187500 Penalty: 4161.573242 Iteration 14Q: 3 clusters Score -584773.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -584784.750000 Penalty: 4161.573242 Iteration 15Q: 3 clusters Score -584784.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -584791.500000 Penalty: 4161.573242 Iteration 16Q: 3 clusters Score -584791.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -584800.562500 Penalty: 4161.573242 Iteration 17Q: 3 clusters Score -584800.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -584814.875000 Penalty: 4161.573242 Iteration 18Q: 3 clusters Score -584814.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -584828.562500 Penalty: 4161.573242 Iteration 19Q: 3 clusters Score -584828.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -584840.375000 Penalty: 4161.573242 Iteration 20F: 3 clusters Score -584840.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -584853.500000 Penalty: 4161.573242 Iteration 21Q: 3 clusters Score -584853.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -584871.687500 Penalty: 4161.573242 Iteration 22Q: 3 clusters Score -584871.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -584891.625000 Penalty: 4161.573242 Iteration 23Q: 3 clusters Score -584891.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 2013 members Entering Unmasked Estep Score: -584903.250000 Penalty: 4161.573242 Iteration 24Q: 3 clusters Score -584903.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -584912.000000 Penalty: 4161.573242 Iteration 25Q: 3 clusters Score -584912 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -584920.062500 Penalty: 4161.573242 Iteration 26Q: 3 clusters Score -584920.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -584927.812500 Penalty: 4161.573242 Iteration 27Q: 3 clusters Score -584927.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -584933.250000 Penalty: 4161.573242 Iteration 28Q: 3 clusters Score -584933.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -584940.687500 Penalty: 4161.573242 Iteration 29Q: 3 clusters Score -584940.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -584946.312500 Penalty: 4161.573242 Iteration 30Q: 3 clusters Score -584946.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -584955.937500 Penalty: 4161.573242 Iteration 31Q: 3 clusters Score -584955.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -584966.937500 Penalty: 4161.573242 Iteration 32Q: 3 clusters Score -584966.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -584979.250000 Penalty: 4161.573242 Iteration 33Q: 3 clusters Score -584979.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -584994.500000 Penalty: 4161.573242 Iteration 34Q: 3 clusters Score -584994.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -585008.250000 Penalty: 4161.573242 Iteration 35Q: 3 clusters Score -585008.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -585020.250000 Penalty: 4161.573242 Iteration 36Q: 3 clusters Score -585020.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -585035.000000 Penalty: 4161.573242 Iteration 37Q: 3 clusters Score -585035 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -585047.687500 Penalty: 4161.573242 Iteration 38Q: 3 clusters Score -585047.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -585062.187500 Penalty: 4161.573242 Iteration 39Q: 3 clusters Score -585062.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2231 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -585070.000000 Penalty: 4161.573242 Iteration 40F: 3 clusters Score -585070 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -585078.375000 Penalty: 4161.573242 Iteration 41Q: 3 clusters Score -585078.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -585085.687500 Penalty: 4161.573242 Iteration 42Q: 3 clusters Score -585085.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -585091.500000 Penalty: 4161.573242 Iteration 43Q: 3 clusters Score -585091.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -585096.875000 Penalty: 4161.573242 Iteration 44Q: 3 clusters Score -585096.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -585101.000000 Penalty: 4161.573242 Iteration 45Q: 3 clusters Score -585101 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -585104.625000 Penalty: 4161.573242 Iteration 46Q: 3 clusters Score -585104.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -585106.500000 Penalty: 4161.573242 Iteration 47Q: 3 clusters Score -585106.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -585110.250000 Penalty: 4161.573242 Iteration 48Q: 3 clusters Score -585110.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -585111.062500 Penalty: 4161.573242 Iteration 49Q: 3 clusters Score -585111.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -585111.500000 Penalty: 4161.573242 Iteration 50Q: 3 clusters Score -585111.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -585111.437500 Penalty: 4161.573242 Iteration 51Q: 3 clusters Score -585111.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -585111.125000 Penalty: 4161.573242 Iteration 52Q: 3 clusters Score -585111.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -585113.875000 Penalty: 4161.573242 Iteration 53Q: 3 clusters Score -585113.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -585114.312500 Penalty: 4161.573242 Iteration 54Q: 3 clusters Score -585114.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -585116.625000 Penalty: 4161.573242 Iteration 55Q: 3 clusters Score -585116.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2161 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -585118.750000 Penalty: 4161.573242 Iteration 56Q: 3 clusters Score -585118.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -585120.312500 Penalty: 4161.573242 Iteration 57Q: 3 clusters Score -585120.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -585121.125000 Penalty: 4161.573242 Iteration 58Q: 3 clusters Score -585121.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -585121.562500 Penalty: 4161.573242 Iteration 59Q: 3 clusters Score -585121.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -585122.375000 Penalty: 4161.573242 Iteration 60F: 3 clusters Score -585122.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -585123.000000 Penalty: 4161.573242 Iteration 61Q: 3 clusters Score -585123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -585123.250000 Penalty: 4161.573242 Iteration 62Q: 3 clusters Score -585123.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -585123.000000 Penalty: 4161.573242 Iteration 63Q: 3 clusters Score -585123 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -585123.937500 Penalty: 4161.573242 Iteration 64Q: 3 clusters Score -585123.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -585124.000000 Penalty: 4161.573242 Iteration 65Q: 3 clusters Score -585124 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -585124.062500 Penalty: 4161.573242 Iteration 66Q: 3 clusters Score -585124.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -585124.875000 Penalty: 4161.573242 Iteration 67Q: 3 clusters Score -585124.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -585124.125000 Penalty: 4161.573242 Iteration 68Q: 3 clusters Score -585124.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -585125.937500 Penalty: 4161.573242 Iteration 69Q: 3 clusters Score -585125.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -585127.625000 Penalty: 4161.573242 Iteration 70Q: 3 clusters Score -585127.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -585127.750000 Penalty: 4161.573242 Iteration 71Q: 3 clusters Score -585127.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -585129.687500 Penalty: 4161.573242 Iteration 72Q: 3 clusters Score -585129.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -585132.187500 Penalty: 4161.573242 Iteration 73Q: 3 clusters Score -585132.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -585135.312500 Penalty: 4161.573242 Iteration 74Q: 3 clusters Score -585135.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -585137.187500 Penalty: 4161.573242 Iteration 75Q: 3 clusters Score -585137.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -585141.375000 Penalty: 4161.573242 Iteration 76Q: 3 clusters Score -585141.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -585143.625000 Penalty: 4161.573242 Iteration 77Q: 3 clusters Score -585143.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -585144.812500 Penalty: 4161.573242 Iteration 78Q: 3 clusters Score -585144.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -585147.000000 Penalty: 4161.573242 Iteration 79Q: 3 clusters Score -585147 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -585147.250000 Penalty: 4161.573242 Iteration 80F: 3 clusters Score -585147.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -585149.187500 Penalty: 4161.573242 Iteration 81Q: 3 clusters Score -585149.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -585148.562500 Penalty: 4161.573242 Iteration 82Q: 3 clusters Score -585148.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -585149.687500 Penalty: 4161.573242 Iteration 83Q: 3 clusters Score -585149.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -585151.562500 Penalty: 4161.573242 Iteration 84Q: 3 clusters Score -585151.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -585152.187500 Penalty: 4161.573242 Iteration 85Q: 3 clusters Score -585152.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -585151.562500 Penalty: 4161.573242 Iteration 86Q: 3 clusters Score -585151.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -585153.812500 Penalty: 4161.573242 Iteration 87Q: 3 clusters Score -585153.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -585155.687500 Penalty: 4161.573242 Iteration 88Q: 3 clusters Score -585155.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -585155.062500 Penalty: 4161.573242 Iteration 89Q: 3 clusters Score -585155.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -585154.250000 Penalty: 4161.573242 Iteration 90Q: 3 clusters Score -585154.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -585154.250000 Penalty: 4161.573242 Iteration 91F: 3 clusters Score -585154.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Entering Unmasked Estep Score: -129291.664062 Penalty: 1729.438721 Iteration 0F: 2 clusters Score -129291.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -127288.437500 Penalty: 3458.877441 Iteration 0F: 3 clusters Score -127288.4 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -127692.140625 Penalty: 3458.877441 Iteration 1F: 3 clusters Score -127692.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -127893.921875 Penalty: 3458.877441 Iteration 2F: 3 clusters Score -127893.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -128057.750000 Penalty: 3458.877441 Iteration 3F: 3 clusters Score -128057.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -128147.085938 Penalty: 3458.877441 Iteration 4Q: 3 clusters Score -128147.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -128212.812500 Penalty: 3458.877441 Iteration 5Q: 3 clusters Score -128212.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -128274.171875 Penalty: 3458.877441 Iteration 6Q: 3 clusters Score -128274.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -128328.046875 Penalty: 3458.877441 Iteration 7Q: 3 clusters Score -128328 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -128365.343750 Penalty: 3458.877441 Iteration 8Q: 3 clusters Score -128365.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -128429.281250 Penalty: 3458.877441 Iteration 9Q: 3 clusters Score -128429.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -128532.812500 Penalty: 3458.877441 Iteration 10Q: 3 clusters Score -128532.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -128671.359375 Penalty: 3458.877441 Iteration 11Q: 3 clusters Score -128671.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -128777.429688 Penalty: 3458.877441 Iteration 12Q: 3 clusters Score -128777.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -128838.992188 Penalty: 3458.877441 Iteration 13Q: 3 clusters Score -128839 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -128879.742188 Penalty: 3458.877441 Iteration 14Q: 3 clusters Score -128879.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -128908.843750 Penalty: 3458.877441 Iteration 15Q: 3 clusters Score -128908.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -128939.507812 Penalty: 3458.877441 Iteration 16Q: 3 clusters Score -128939.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -128962.125000 Penalty: 3458.877441 Iteration 17Q: 3 clusters Score -128962.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -128996.625000 Penalty: 3458.877441 Iteration 18Q: 3 clusters Score -128996.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -129047.234375 Penalty: 3458.877441 Iteration 19Q: 3 clusters Score -129047.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -129113.578125 Penalty: 3458.877441 Iteration 20F: 3 clusters Score -129113.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -129385.398438 Penalty: 3458.877441 Iteration 21Q: 3 clusters Score -129385.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -129533.515625 Penalty: 3458.877441 Iteration 22Q: 3 clusters Score -129533.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -129635.015625 Penalty: 3458.877441 Iteration 23Q: 3 clusters Score -129635 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -129736.078125 Penalty: 3458.877441 Iteration 24Q: 3 clusters Score -129736.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -129880.507812 Penalty: 3458.877441 Iteration 25Q: 3 clusters Score -129880.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -130063.093750 Penalty: 3458.877441 Iteration 26Q: 3 clusters Score -130063.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -130092.937500 Penalty: 3458.877441 Iteration 27Q: 3 clusters Score -130092.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -130095.789062 Penalty: 3458.877441 Iteration 28Q: 3 clusters Score -130095.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -130095.789062 Penalty: 3458.877441 Iteration 29F: 3 clusters Score -130095.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61286 members Mstep: Class 2 contains 10389 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75264 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49858 members Mstep: Class 9 contains 6527 members Mstep: Class 10 contains 108584 members Mstep: Class 11 contains 1709 members Mstep: Class 12 contains 40724 members Mstep: Class 13 contains 7798 members Mstep: Class 14 contains 5183 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15526 members Mstep: Class 17 contains 15503 members Mstep: Class 18 contains 46514 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140821 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 532 members Mstep: Class 26 contains 536 members Entering Unmasked Estep Score: -85897208.000000 Penalty: 86358.609375 Splitting cluster 25 changes total score from -85897904.000000 to -85897208.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61286 members Mstep: Class 2 contains 10389 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75264 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49858 members Mstep: Class 9 contains 6527 members Mstep: Class 10 contains 108584 members Mstep: Class 11 contains 1709 members Mstep: Class 12 contains 40724 members Mstep: Class 13 contains 7798 members Mstep: Class 14 contains 5183 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15526 members Mstep: Class 17 contains 15503 members Mstep: Class 18 contains 46514 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140821 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85897952.000000 Penalty: 83037.125000 Iteration 79Q: 26 clusters Score -8.589795e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 35 members Mstep: Class 1 contains 61286 members Mstep: Class 2 contains 10388 members Mstep: Class 3 contains 516 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49857 members Mstep: Class 9 contains 6529 members Mstep: Class 10 contains 108578 members Mstep: Class 11 contains 1709 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7798 members Mstep: Class 14 contains 5183 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15528 members Mstep: Class 17 contains 15506 members Mstep: Class 18 contains 46514 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 309 members Mstep: Class 22 contains 140821 members Mstep: Class 23 contains 300 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85898200.000000 Penalty: 83037.125000 Iteration 80F: 26 clusters Score -8.58982e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 61284 members Mstep: Class 2 contains 10387 members Mstep: Class 3 contains 517 members Mstep: Class 4 contains 889 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49857 members Mstep: Class 9 contains 6529 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1709 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7798 members Mstep: Class 14 contains 5183 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15531 members Mstep: Class 17 contains 15509 members Mstep: Class 18 contains 46513 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1215 members Mstep: Class 21 contains 319 members Mstep: Class 22 contains 140821 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85898456.000000 Penalty: 83037.125000 Iteration 81Q: 26 clusters Score -8.589846e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61283 members Mstep: Class 2 contains 10382 members Mstep: Class 3 contains 521 members Mstep: Class 4 contains 888 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49857 members Mstep: Class 9 contains 6528 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1710 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7797 members Mstep: Class 14 contains 5183 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15532 members Mstep: Class 17 contains 15513 members Mstep: Class 18 contains 46513 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1216 members Mstep: Class 21 contains 317 members Mstep: Class 22 contains 140822 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -85898464.000000 Penalty: 83037.125000 Iteration 82Q: 26 clusters Score -8.589846e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61282 members Mstep: Class 2 contains 10375 members Mstep: Class 3 contains 523 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49857 members Mstep: Class 9 contains 6527 members Mstep: Class 10 contains 108578 members Mstep: Class 11 contains 1710 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7795 members Mstep: Class 14 contains 5184 members Mstep: Class 15 contains 2324 members Mstep: Class 16 contains 15534 members Mstep: Class 17 contains 15518 members Mstep: Class 18 contains 46513 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 317 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898456.000000 Penalty: 83037.125000 Iteration 83Q: 26 clusters Score -8.589846e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61278 members Mstep: Class 2 contains 10375 members Mstep: Class 3 contains 524 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75267 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49856 members Mstep: Class 9 contains 6527 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1712 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7794 members Mstep: Class 14 contains 5186 members Mstep: Class 15 contains 2323 members Mstep: Class 16 contains 15534 members Mstep: Class 17 contains 15524 members Mstep: Class 18 contains 46513 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 315 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898480.000000 Penalty: 83037.125000 Iteration 84Q: 26 clusters Score -8.589848e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61276 members Mstep: Class 2 contains 10370 members Mstep: Class 3 contains 524 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75268 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49857 members Mstep: Class 9 contains 6527 members Mstep: Class 10 contains 108577 members Mstep: Class 11 contains 1714 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7794 members Mstep: Class 14 contains 5186 members Mstep: Class 15 contains 2321 members Mstep: Class 16 contains 15534 members Mstep: Class 17 contains 15527 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 313 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898528.000000 Penalty: 83037.125000 Iteration 85Q: 26 clusters Score -8.589853e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61276 members Mstep: Class 2 contains 10363 members Mstep: Class 3 contains 525 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75267 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49858 members Mstep: Class 9 contains 6528 members Mstep: Class 10 contains 108578 members Mstep: Class 11 contains 1716 members Mstep: Class 12 contains 40723 members Mstep: Class 13 contains 7792 members Mstep: Class 14 contains 5186 members Mstep: Class 15 contains 2320 members Mstep: Class 16 contains 15534 members Mstep: Class 17 contains 15531 members Mstep: Class 18 contains 46516 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 312 members Mstep: Class 22 contains 140824 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898576.000000 Penalty: 83037.125000 Iteration 86Q: 26 clusters Score -8.589858e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61274 members Mstep: Class 2 contains 10361 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75268 members Mstep: Class 7 contains 50367 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6530 members Mstep: Class 10 contains 108577 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7792 members Mstep: Class 14 contains 5186 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15534 members Mstep: Class 17 contains 15534 members Mstep: Class 18 contains 46517 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140825 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898552.000000 Penalty: 83037.125000 Iteration 87Q: 26 clusters Score -8.589855e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61272 members Mstep: Class 2 contains 10360 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75265 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6532 members Mstep: Class 10 contains 108580 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40721 members Mstep: Class 13 contains 7791 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15535 members Mstep: Class 17 contains 15537 members Mstep: Class 18 contains 46516 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898600.000000 Penalty: 83037.125000 Iteration 88Q: 26 clusters Score -8.58986e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61270 members Mstep: Class 2 contains 10358 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75264 members Mstep: Class 7 contains 50368 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6535 members Mstep: Class 10 contains 108580 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7789 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15534 members Mstep: Class 17 contains 15540 members Mstep: Class 18 contains 46516 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140824 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898624.000000 Penalty: 83037.125000 Iteration 89Q: 26 clusters Score -8.589862e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61269 members Mstep: Class 2 contains 10357 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75264 members Mstep: Class 7 contains 50369 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6536 members Mstep: Class 10 contains 108580 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7789 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15533 members Mstep: Class 17 contains 15541 members Mstep: Class 18 contains 46516 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140824 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898592.000000 Penalty: 83037.125000 Iteration 90Q: 26 clusters Score -8.589859e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61268 members Mstep: Class 2 contains 10357 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75265 members Mstep: Class 7 contains 50371 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6537 members Mstep: Class 10 contains 108577 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7788 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15534 members Mstep: Class 17 contains 15541 members Mstep: Class 18 contains 46516 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140824 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898616.000000 Penalty: 83037.125000 Iteration 91Q: 26 clusters Score -8.589862e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61268 members Mstep: Class 2 contains 10357 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75265 members Mstep: Class 7 contains 50373 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6538 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7787 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15535 members Mstep: Class 17 contains 15540 members Mstep: Class 18 contains 46516 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140824 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898632.000000 Penalty: 83037.125000 Iteration 92Q: 26 clusters Score -8.589863e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61266 members Mstep: Class 2 contains 10357 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75265 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6539 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7786 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15541 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898624.000000 Penalty: 83037.125000 Iteration 93Q: 26 clusters Score -8.589862e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61265 members Mstep: Class 2 contains 10357 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75265 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6540 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15542 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898592.000000 Penalty: 83037.125000 Iteration 94Q: 26 clusters Score -8.589859e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10357 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75265 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108574 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898608.000000 Penalty: 83037.125000 Iteration 95Q: 26 clusters Score -8.589861e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10357 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108573 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898608.000000 Penalty: 83037.125000 Iteration 96Q: 26 clusters Score -8.589861e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 25 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10357 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108573 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 311 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 299 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898704.000000 Penalty: 83037.125000 Iteration 97F: 26 clusters Score -8.58987e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10356 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108573 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 317 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898784.000000 Penalty: 83037.125000 Iteration 98Q: 26 clusters Score -8.589878e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10355 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108574 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 317 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898800.000000 Penalty: 83037.125000 Iteration 99Q: 26 clusters Score -8.58988e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10354 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 317 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898816.000000 Penalty: 83037.125000 Iteration 100F: 26 clusters Score -8.589882e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10354 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 318 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898824.000000 Penalty: 83037.125000 Iteration 101Q: 26 clusters Score -8.589882e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10354 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 318 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Entering Unmasked Estep ConsiderDeletion Score: -85898824.000000 Penalty: 83037.125000 Iteration 102F: 26 clusters Score -8.589882e+07 nChanged 0 Entering ConstructFrom: Score: -85898824.000000 Penalty: 83037.125000 Entering ConstructFrom: Trying to split cluster 1 (61262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61262 members Entering Unmasked Estep Score: -8320118.500000 Penalty: 2733.682861 Iteration 0F: 2 clusters Score -8320118 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30857 members Mstep: Class 2 contains 30405 members Entering Unmasked Estep Score: -8279093.000000 Penalty: 5467.365723 Iteration 0F: 3 clusters Score -8279093 nChanged 28409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32068 members Mstep: Class 2 contains 29194 members Entering Unmasked Estep Score: -8295120.500000 Penalty: 5467.365723 Iteration 1F: 3 clusters Score -8295120 nChanged 2287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32957 members Mstep: Class 2 contains 28305 members Entering Unmasked Estep Score: -8295770.000000 Penalty: 5467.365723 Iteration 2Q: 3 clusters Score -8295770 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34183 members Mstep: Class 2 contains 27079 members Entering Unmasked Estep Score: -8296513.000000 Penalty: 5467.365723 Iteration 3Q: 3 clusters Score -8296513 nChanged 2391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35932 members Mstep: Class 2 contains 25330 members Entering Unmasked Estep Score: -8297406.000000 Penalty: 5467.365723 Iteration 4Q: 3 clusters Score -8297406 nChanged 2801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38335 members Mstep: Class 2 contains 22927 members Entering Unmasked Estep Score: -8298791.000000 Penalty: 5467.365723 Iteration 5Q: 3 clusters Score -8298791 nChanged 3384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41551 members Mstep: Class 2 contains 19711 members Entering Unmasked Estep Score: -8300935.000000 Penalty: 5467.365723 Iteration 6F: 3 clusters Score -8300935 nChanged 4108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45601 members Mstep: Class 2 contains 15661 members Entering Unmasked Estep Score: -8304006.500000 Penalty: 5467.365723 Iteration 7F: 3 clusters Score -8304006 nChanged 4645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50220 members Mstep: Class 2 contains 11042 members Entering Unmasked Estep Score: -8308116.000000 Penalty: 5467.365723 Iteration 8F: 3 clusters Score -8308116 nChanged 4198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54398 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -8312004.500000 Penalty: 5467.365723 Iteration 9F: 3 clusters Score -8312004 nChanged 3061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57429 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -8314828.000000 Penalty: 5467.365723 Iteration 10Q: 3 clusters Score -8314828 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59102 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -8316385.500000 Penalty: 5467.365723 Iteration 11Q: 3 clusters Score -8316386 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59898 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -8317101.000000 Penalty: 5467.365723 Iteration 12Q: 3 clusters Score -8317101 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60224 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -8317395.000000 Penalty: 5467.365723 Iteration 13Q: 3 clusters Score -8317395 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60392 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -8317593.000000 Penalty: 5467.365723 Iteration 14Q: 3 clusters Score -8317593 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60476 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -8317715.000000 Penalty: 5467.365723 Iteration 15Q: 3 clusters Score -8317715 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60532 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -8317770.500000 Penalty: 5467.365723 Iteration 16Q: 3 clusters Score -8317770 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60568 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -8317812.000000 Penalty: 5467.365723 Iteration 17Q: 3 clusters Score -8317812 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60585 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -8317842.000000 Penalty: 5467.365723 Iteration 18Q: 3 clusters Score -8317842 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60598 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -8317860.500000 Penalty: 5467.365723 Iteration 19Q: 3 clusters Score -8317860 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60615 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -8317879.000000 Penalty: 5467.365723 Iteration 20F: 3 clusters Score -8317879 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60634 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -8317903.500000 Penalty: 5467.365723 Iteration 21Q: 3 clusters Score -8317904 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60643 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -8317924.500000 Penalty: 5467.365723 Iteration 22Q: 3 clusters Score -8317924 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60644 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -8317939.500000 Penalty: 5467.365723 Iteration 23Q: 3 clusters Score -8317940 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60645 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -8317944.500000 Penalty: 5467.365723 Iteration 24Q: 3 clusters Score -8317944 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60646 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -8317942.000000 Penalty: 5467.365723 Iteration 25Q: 3 clusters Score -8317942 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60649 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -8317948.000000 Penalty: 5467.365723 Iteration 26Q: 3 clusters Score -8317948 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60652 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -8317953.500000 Penalty: 5467.365723 Iteration 27Q: 3 clusters Score -8317954 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60654 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -8317954.000000 Penalty: 5467.365723 Iteration 28Q: 3 clusters Score -8317954 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60655 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -8317952.500000 Penalty: 5467.365723 Iteration 29Q: 3 clusters Score -8317952 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60654 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -8317959.500000 Penalty: 5467.365723 Iteration 30Q: 3 clusters Score -8317960 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60652 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -8317966.500000 Penalty: 5467.365723 Iteration 31Q: 3 clusters Score -8317966 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60652 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -8317973.000000 Penalty: 5467.365723 Iteration 32Q: 3 clusters Score -8317973 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60654 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -8317971.500000 Penalty: 5467.365723 Iteration 33Q: 3 clusters Score -8317972 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60656 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -8317972.500000 Penalty: 5467.365723 Iteration 34Q: 3 clusters Score -8317972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60657 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -8317973.000000 Penalty: 5467.365723 Iteration 35Q: 3 clusters Score -8317973 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60656 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -8317975.500000 Penalty: 5467.365723 Iteration 36Q: 3 clusters Score -8317976 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60656 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -8317975.500000 Penalty: 5467.365723 Iteration 37F: 3 clusters Score -8317976 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (10354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10354 members Entering Unmasked Estep Score: -1345066.875000 Penalty: 2292.791992 Iteration 0F: 2 clusters Score -1345067 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -1337202.000000 Penalty: 4585.583984 Iteration 0F: 3 clusters Score -1337202 nChanged 4255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -1339574.750000 Penalty: 4585.583984 Iteration 1F: 3 clusters Score -1339575 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1339981.125000 Penalty: 4585.583984 Iteration 2F: 3 clusters Score -1339981 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1340374.875000 Penalty: 4585.583984 Iteration 3F: 3 clusters Score -1340375 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -1340714.000000 Penalty: 4585.583984 Iteration 4Q: 3 clusters Score -1340714 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6223 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -1340953.250000 Penalty: 4585.583984 Iteration 5Q: 3 clusters Score -1340953 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6323 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -1341120.250000 Penalty: 4585.583984 Iteration 6Q: 3 clusters Score -1341120 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6414 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -1341253.750000 Penalty: 4585.583984 Iteration 7Q: 3 clusters Score -1341254 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1341364.875000 Penalty: 4585.583984 Iteration 8Q: 3 clusters Score -1341365 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6567 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -1341468.500000 Penalty: 4585.583984 Iteration 9Q: 3 clusters Score -1341468 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -1341574.375000 Penalty: 4585.583984 Iteration 10Q: 3 clusters Score -1341574 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -1341668.750000 Penalty: 4585.583984 Iteration 11Q: 3 clusters Score -1341669 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -1341748.375000 Penalty: 4585.583984 Iteration 12Q: 3 clusters Score -1341748 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1341820.500000 Penalty: 4585.583984 Iteration 13Q: 3 clusters Score -1341820 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -1341896.500000 Penalty: 4585.583984 Iteration 14Q: 3 clusters Score -1341896 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -1341982.000000 Penalty: 4585.583984 Iteration 15Q: 3 clusters Score -1341982 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -1342061.500000 Penalty: 4585.583984 Iteration 16Q: 3 clusters Score -1342062 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7357 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -1342127.375000 Penalty: 4585.583984 Iteration 17Q: 3 clusters Score -1342127 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7467 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -1342185.250000 Penalty: 4585.583984 Iteration 18Q: 3 clusters Score -1342185 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -1342233.125000 Penalty: 4585.583984 Iteration 19Q: 3 clusters Score -1342233 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7682 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -1342274.375000 Penalty: 4585.583984 Iteration 20F: 3 clusters Score -1342274 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7781 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -1342314.625000 Penalty: 4585.583984 Iteration 21Q: 3 clusters Score -1342315 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7873 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -1342341.000000 Penalty: 4585.583984 Iteration 22Q: 3 clusters Score -1342341 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -1342381.375000 Penalty: 4585.583984 Iteration 23Q: 3 clusters Score -1342381 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -1342431.000000 Penalty: 4585.583984 Iteration 24Q: 3 clusters Score -1342431 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -1342483.125000 Penalty: 4585.583984 Iteration 25Q: 3 clusters Score -1342483 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -1342523.625000 Penalty: 4585.583984 Iteration 26Q: 3 clusters Score -1342524 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8375 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -1342569.125000 Penalty: 4585.583984 Iteration 27Q: 3 clusters Score -1342569 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8458 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -1342613.250000 Penalty: 4585.583984 Iteration 28Q: 3 clusters Score -1342613 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -1342661.250000 Penalty: 4585.583984 Iteration 29Q: 3 clusters Score -1342661 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8640 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -1342701.875000 Penalty: 4585.583984 Iteration 30Q: 3 clusters Score -1342702 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8717 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -1342734.500000 Penalty: 4585.583984 Iteration 31Q: 3 clusters Score -1342734 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8784 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -1342777.125000 Penalty: 4585.583984 Iteration 32Q: 3 clusters Score -1342777 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8853 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -1342815.375000 Penalty: 4585.583984 Iteration 33Q: 3 clusters Score -1342815 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8931 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -1342859.875000 Penalty: 4585.583984 Iteration 34Q: 3 clusters Score -1342860 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9013 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -1342897.375000 Penalty: 4585.583984 Iteration 35Q: 3 clusters Score -1342897 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9081 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -1342932.500000 Penalty: 4585.583984 Iteration 36Q: 3 clusters Score -1342932 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9135 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -1342955.625000 Penalty: 4585.583984 Iteration 37Q: 3 clusters Score -1342956 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9175 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1342974.625000 Penalty: 4585.583984 Iteration 38Q: 3 clusters Score -1342975 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9214 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -1342993.750000 Penalty: 4585.583984 Iteration 39Q: 3 clusters Score -1342994 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9246 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -1343005.500000 Penalty: 4585.583984 Iteration 40F: 3 clusters Score -1343006 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9276 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -1343020.750000 Penalty: 4585.583984 Iteration 41Q: 3 clusters Score -1343021 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -1343028.875000 Penalty: 4585.583984 Iteration 42Q: 3 clusters Score -1343029 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9326 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -1343041.750000 Penalty: 4585.583984 Iteration 43Q: 3 clusters Score -1343042 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -1343053.875000 Penalty: 4585.583984 Iteration 44Q: 3 clusters Score -1343054 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9366 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -1343061.750000 Penalty: 4585.583984 Iteration 45Q: 3 clusters Score -1343062 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9387 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -1343071.375000 Penalty: 4585.583984 Iteration 46Q: 3 clusters Score -1343071 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -1343078.125000 Penalty: 4585.583984 Iteration 47Q: 3 clusters Score -1343078 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9422 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -1343091.000000 Penalty: 4585.583984 Iteration 48Q: 3 clusters Score -1343091 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9438 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1343107.500000 Penalty: 4585.583984 Iteration 49Q: 3 clusters Score -1343108 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1343117.000000 Penalty: 4585.583984 Iteration 50Q: 3 clusters Score -1343117 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9469 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -1343127.375000 Penalty: 4585.583984 Iteration 51Q: 3 clusters Score -1343127 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9489 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -1343138.625000 Penalty: 4585.583984 Iteration 52Q: 3 clusters Score -1343139 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -1343151.625000 Penalty: 4585.583984 Iteration 53Q: 3 clusters Score -1343152 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9523 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1343159.250000 Penalty: 4585.583984 Iteration 54Q: 3 clusters Score -1343159 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9537 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1343166.125000 Penalty: 4585.583984 Iteration 55Q: 3 clusters Score -1343166 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9549 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -1343173.250000 Penalty: 4585.583984 Iteration 56Q: 3 clusters Score -1343173 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1343175.875000 Penalty: 4585.583984 Iteration 57Q: 3 clusters Score -1343176 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1343175.625000 Penalty: 4585.583984 Iteration 58Q: 3 clusters Score -1343176 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9564 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -1343179.500000 Penalty: 4585.583984 Iteration 59Q: 3 clusters Score -1343180 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9567 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -1343178.500000 Penalty: 4585.583984 Iteration 60F: 3 clusters Score -1343178 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1343179.500000 Penalty: 4585.583984 Iteration 61Q: 3 clusters Score -1343180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1343180.875000 Penalty: 4585.583984 Iteration 62Q: 3 clusters Score -1343181 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -1343180.875000 Penalty: 4585.583984 Iteration 63F: 3 clusters Score -1343181 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Entering Unmasked Estep Score: -60421.710938 Penalty: 1553.794678 Iteration 0F: 2 clusters Score -60421.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -58998.242188 Penalty: 3107.589355 Iteration 0F: 3 clusters Score -58998.24 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -59205.851562 Penalty: 3107.589355 Iteration 1F: 3 clusters Score -59205.85 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -59401.792969 Penalty: 3107.589355 Iteration 2F: 3 clusters Score -59401.79 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -59549.593750 Penalty: 3107.589355 Iteration 3F: 3 clusters Score -59549.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -59621.734375 Penalty: 3107.589355 Iteration 4F: 3 clusters Score -59621.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -59676.093750 Penalty: 3107.589355 Iteration 5Q: 3 clusters Score -59676.09 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -59739.738281 Penalty: 3107.589355 Iteration 6Q: 3 clusters Score -59739.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -59779.234375 Penalty: 3107.589355 Iteration 7Q: 3 clusters Score -59779.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -59841.078125 Penalty: 3107.589355 Iteration 8Q: 3 clusters Score -59841.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -59897.128906 Penalty: 3107.589355 Iteration 9Q: 3 clusters Score -59897.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -59917.410156 Penalty: 3107.589355 Iteration 10Q: 3 clusters Score -59917.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -59934.539062 Penalty: 3107.589355 Iteration 11Q: 3 clusters Score -59934.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -59945.269531 Penalty: 3107.589355 Iteration 12Q: 3 clusters Score -59945.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -59955.976562 Penalty: 3107.589355 Iteration 13Q: 3 clusters Score -59955.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -59958.472656 Penalty: 3107.589355 Iteration 14Q: 3 clusters Score -59958.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -59958.472656 Penalty: 3107.589355 Iteration 15F: 3 clusters Score -59958.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (885 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Entering Unmasked Estep Score: -103067.445312 Penalty: 1682.825806 Iteration 0F: 2 clusters Score -103067.4 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 442 members Entering Unmasked Estep Score: -101274.984375 Penalty: 3365.651611 Iteration 0F: 3 clusters Score -101275 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -101618.648438 Penalty: 3365.651611 Iteration 1F: 3 clusters Score -101618.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -101789.710938 Penalty: 3365.651611 Iteration 2F: 3 clusters Score -101789.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -101838.421875 Penalty: 3365.651611 Iteration 3Q: 3 clusters Score -101838.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -101868.945312 Penalty: 3365.651611 Iteration 4Q: 3 clusters Score -101868.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -101905.289062 Penalty: 3365.651611 Iteration 5Q: 3 clusters Score -101905.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -101919.304688 Penalty: 3365.651611 Iteration 6Q: 3 clusters Score -101919.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -101924.726562 Penalty: 3365.651611 Iteration 7Q: 3 clusters Score -101924.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -101932.468750 Penalty: 3365.651611 Iteration 8Q: 3 clusters Score -101932.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -101937.617188 Penalty: 3365.651611 Iteration 9Q: 3 clusters Score -101937.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -101942.210938 Penalty: 3365.651611 Iteration 10Q: 3 clusters Score -101942.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -101944.828125 Penalty: 3365.651611 Iteration 11Q: 3 clusters Score -101944.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -101950.726562 Penalty: 3365.651611 Iteration 12Q: 3 clusters Score -101950.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -101955.210938 Penalty: 3365.651611 Iteration 13Q: 3 clusters Score -101955.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -101956.007812 Penalty: 3365.651611 Iteration 14Q: 3 clusters Score -101956 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -101957.179688 Penalty: 3365.651611 Iteration 15Q: 3 clusters Score -101957.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -101960.070312 Penalty: 3365.651611 Iteration 16Q: 3 clusters Score -101960.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -101963.148438 Penalty: 3365.651611 Iteration 17Q: 3 clusters Score -101963.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -101965.039062 Penalty: 3365.651611 Iteration 18Q: 3 clusters Score -101965 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -101966.273438 Penalty: 3365.651611 Iteration 19Q: 3 clusters Score -101966.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -101970.562500 Penalty: 3365.651611 Iteration 20F: 3 clusters Score -101970.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -101974.812500 Penalty: 3365.651611 Iteration 21Q: 3 clusters Score -101974.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -101979.226562 Penalty: 3365.651611 Iteration 22Q: 3 clusters Score -101979.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -101989.750000 Penalty: 3365.651611 Iteration 23Q: 3 clusters Score -101989.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -101996.210938 Penalty: 3365.651611 Iteration 24Q: 3 clusters Score -101996.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -102007.265625 Penalty: 3365.651611 Iteration 25Q: 3 clusters Score -102007.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -102022.367188 Penalty: 3365.651611 Iteration 26Q: 3 clusters Score -102022.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -102043.703125 Penalty: 3365.651611 Iteration 27Q: 3 clusters Score -102043.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -102059.898438 Penalty: 3365.651611 Iteration 28Q: 3 clusters Score -102059.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -102062.765625 Penalty: 3365.651611 Iteration 29Q: 3 clusters Score -102062.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -102066.546875 Penalty: 3365.651611 Iteration 30Q: 3 clusters Score -102066.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -102072.578125 Penalty: 3365.651611 Iteration 31Q: 3 clusters Score -102072.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -102080.476562 Penalty: 3365.651611 Iteration 32Q: 3 clusters Score -102080.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -102087.921875 Penalty: 3365.651611 Iteration 33Q: 3 clusters Score -102087.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -102092.445312 Penalty: 3365.651611 Iteration 34Q: 3 clusters Score -102092.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -102104.390625 Penalty: 3365.651611 Iteration 35Q: 3 clusters Score -102104.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -102105.695312 Penalty: 3365.651611 Iteration 36Q: 3 clusters Score -102105.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -102106.335938 Penalty: 3365.651611 Iteration 37Q: 3 clusters Score -102106.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -102106.335938 Penalty: 3365.651611 Iteration 38F: 3 clusters Score -102106.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Entering Unmasked Estep Score: -664311.000000 Penalty: 2112.114990 Iteration 0F: 2 clusters Score -664311 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -659714.187500 Penalty: 4224.229980 Iteration 0F: 3 clusters Score -659714.2 nChanged 1970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -660763.000000 Penalty: 4224.229980 Iteration 1F: 3 clusters Score -660763 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -660974.875000 Penalty: 4224.229980 Iteration 2F: 3 clusters Score -660974.9 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -661081.562500 Penalty: 4224.229980 Iteration 3Q: 3 clusters Score -661081.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -661167.625000 Penalty: 4224.229980 Iteration 4Q: 3 clusters Score -661167.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -661227.062500 Penalty: 4224.229980 Iteration 5Q: 3 clusters Score -661227.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -661272.437500 Penalty: 4224.229980 Iteration 6Q: 3 clusters Score -661272.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -661311.625000 Penalty: 4224.229980 Iteration 7Q: 3 clusters Score -661311.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -661349.625000 Penalty: 4224.229980 Iteration 8Q: 3 clusters Score -661349.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -661385.312500 Penalty: 4224.229980 Iteration 9Q: 3 clusters Score -661385.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -661405.687500 Penalty: 4224.229980 Iteration 10Q: 3 clusters Score -661405.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -661422.375000 Penalty: 4224.229980 Iteration 11Q: 3 clusters Score -661422.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -661440.500000 Penalty: 4224.229980 Iteration 12Q: 3 clusters Score -661440.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -661461.312500 Penalty: 4224.229980 Iteration 13Q: 3 clusters Score -661461.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -661482.375000 Penalty: 4224.229980 Iteration 14Q: 3 clusters Score -661482.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -661511.000000 Penalty: 4224.229980 Iteration 15Q: 3 clusters Score -661511 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -661532.062500 Penalty: 4224.229980 Iteration 16Q: 3 clusters Score -661532.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -661549.812500 Penalty: 4224.229980 Iteration 17Q: 3 clusters Score -661549.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -661566.125000 Penalty: 4224.229980 Iteration 18Q: 3 clusters Score -661566.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -661583.750000 Penalty: 4224.229980 Iteration 19Q: 3 clusters Score -661583.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3090 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -661597.125000 Penalty: 4224.229980 Iteration 20F: 3 clusters Score -661597.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -661614.562500 Penalty: 4224.229980 Iteration 21Q: 3 clusters Score -661614.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -661627.375000 Penalty: 4224.229980 Iteration 22Q: 3 clusters Score -661627.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -661639.187500 Penalty: 4224.229980 Iteration 23Q: 3 clusters Score -661639.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -661652.562500 Penalty: 4224.229980 Iteration 24Q: 3 clusters Score -661652.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -661670.187500 Penalty: 4224.229980 Iteration 25Q: 3 clusters Score -661670.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3304 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -661685.687500 Penalty: 4224.229980 Iteration 26Q: 3 clusters Score -661685.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -661707.375000 Penalty: 4224.229980 Iteration 27Q: 3 clusters Score -661707.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -661730.437500 Penalty: 4224.229980 Iteration 28Q: 3 clusters Score -661730.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -661756.250000 Penalty: 4224.229980 Iteration 29Q: 3 clusters Score -661756.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -661797.562500 Penalty: 4224.229980 Iteration 30Q: 3 clusters Score -661797.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -661839.000000 Penalty: 4224.229980 Iteration 31Q: 3 clusters Score -661839 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -661888.625000 Penalty: 4224.229980 Iteration 32Q: 3 clusters Score -661888.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -661950.375000 Penalty: 4224.229980 Iteration 33Q: 3 clusters Score -661950.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -662033.562500 Penalty: 4224.229980 Iteration 34Q: 3 clusters Score -662033.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4055 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -662136.875000 Penalty: 4224.229980 Iteration 35Q: 3 clusters Score -662136.9 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -662227.250000 Penalty: 4224.229980 Iteration 36Q: 3 clusters Score -662227.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -662325.437500 Penalty: 4224.229980 Iteration 37Q: 3 clusters Score -662325.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -662437.500000 Penalty: 4224.229980 Iteration 38Q: 3 clusters Score -662437.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -662527.687500 Penalty: 4224.229980 Iteration 39Q: 3 clusters Score -662527.7 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -662620.625000 Penalty: 4224.229980 Iteration 40F: 3 clusters Score -662620.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -662700.437500 Penalty: 4224.229980 Iteration 41Q: 3 clusters Score -662700.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -662781.000000 Penalty: 4224.229980 Iteration 42Q: 3 clusters Score -662781 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -662835.687500 Penalty: 4224.229980 Iteration 43Q: 3 clusters Score -662835.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4721 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -662860.750000 Penalty: 4224.229980 Iteration 44Q: 3 clusters Score -662860.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -662870.250000 Penalty: 4224.229980 Iteration 45Q: 3 clusters Score -662870.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -662879.250000 Penalty: 4224.229980 Iteration 46Q: 3 clusters Score -662879.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -662889.562500 Penalty: 4224.229980 Iteration 47Q: 3 clusters Score -662889.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -662899.375000 Penalty: 4224.229980 Iteration 48Q: 3 clusters Score -662899.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -662906.625000 Penalty: 4224.229980 Iteration 49Q: 3 clusters Score -662906.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -662910.000000 Penalty: 4224.229980 Iteration 50Q: 3 clusters Score -662910 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4744 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -662914.812500 Penalty: 4224.229980 Iteration 51Q: 3 clusters Score -662914.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -662919.625000 Penalty: 4224.229980 Iteration 52Q: 3 clusters Score -662919.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4748 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -662922.625000 Penalty: 4224.229980 Iteration 53Q: 3 clusters Score -662922.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -662922.125000 Penalty: 4224.229980 Iteration 54Q: 3 clusters Score -662922.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4749 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -662922.125000 Penalty: 4224.229980 Iteration 55F: 3 clusters Score -662922.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (75266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75266 members Entering Unmasked Estep Score: -10098601.000000 Penalty: 2784.738281 Iteration 0F: 2 clusters Score -1.00986e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37721 members Mstep: Class 2 contains 37545 members Entering Unmasked Estep Score: -10048125.000000 Penalty: 5569.476562 Iteration 0F: 3 clusters Score -1.004812e+07 nChanged 35495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38834 members Mstep: Class 2 contains 36432 members Entering Unmasked Estep Score: -10068219.000000 Penalty: 5569.476562 Iteration 1F: 3 clusters Score -1.006822e+07 nChanged 2646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39690 members Mstep: Class 2 contains 35576 members Entering Unmasked Estep Score: -10068866.000000 Penalty: 5569.476562 Iteration 2Q: 3 clusters Score -1.006887e+07 nChanged 2694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40986 members Mstep: Class 2 contains 34280 members Entering Unmasked Estep Score: -10069530.000000 Penalty: 5569.476562 Iteration 3Q: 3 clusters Score -1.006953e+07 nChanged 2901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42899 members Mstep: Class 2 contains 32367 members Entering Unmasked Estep Score: -10070484.000000 Penalty: 5569.476562 Iteration 4Q: 3 clusters Score -1.007048e+07 nChanged 3470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45721 members Mstep: Class 2 contains 29545 members Entering Unmasked Estep Score: -10071946.000000 Penalty: 5569.476562 Iteration 5Q: 3 clusters Score -1.007195e+07 nChanged 4394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49665 members Mstep: Class 2 contains 25601 members Entering Unmasked Estep Score: -10074345.000000 Penalty: 5569.476562 Iteration 6F: 3 clusters Score -1.007434e+07 nChanged 5434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54819 members Mstep: Class 2 contains 20447 members Entering Unmasked Estep Score: -10078119.000000 Penalty: 5569.476562 Iteration 7F: 3 clusters Score -1.007812e+07 nChanged 5978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60643 members Mstep: Class 2 contains 14623 members Entering Unmasked Estep Score: -10083170.000000 Penalty: 5569.476562 Iteration 8F: 3 clusters Score -1.008317e+07 nChanged 5551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66108 members Mstep: Class 2 contains 9158 members Entering Unmasked Estep Score: -10088122.000000 Penalty: 5569.476562 Iteration 9F: 3 clusters Score -1.008812e+07 nChanged 4133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70211 members Mstep: Class 2 contains 5055 members Entering Unmasked Estep Score: -10091895.000000 Penalty: 5569.476562 Iteration 10F: 3 clusters Score -1.00919e+07 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72740 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -10094150.000000 Penalty: 5569.476562 Iteration 11Q: 3 clusters Score -1.009415e+07 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74011 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -10095293.000000 Penalty: 5569.476562 Iteration 12Q: 3 clusters Score -1.009529e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74507 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -10095703.000000 Penalty: 5569.476562 Iteration 13Q: 3 clusters Score -1.00957e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74727 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -10095928.000000 Penalty: 5569.476562 Iteration 14Q: 3 clusters Score -1.009593e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74828 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -10096009.000000 Penalty: 5569.476562 Iteration 15Q: 3 clusters Score -1.009601e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74865 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -10096076.000000 Penalty: 5569.476562 Iteration 16Q: 3 clusters Score -1.009608e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74891 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -10096096.000000 Penalty: 5569.476562 Iteration 17Q: 3 clusters Score -1.00961e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74900 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -10096117.000000 Penalty: 5569.476562 Iteration 18Q: 3 clusters Score -1.009612e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74912 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -10096120.000000 Penalty: 5569.476562 Iteration 19Q: 3 clusters Score -1.009612e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74924 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -10096139.000000 Penalty: 5569.476562 Iteration 20F: 3 clusters Score -1.009614e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74934 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -10096148.000000 Penalty: 5569.476562 Iteration 21Q: 3 clusters Score -1.009615e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74942 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -10096150.000000 Penalty: 5569.476562 Iteration 22Q: 3 clusters Score -1.009615e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74953 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -10096167.000000 Penalty: 5569.476562 Iteration 23Q: 3 clusters Score -1.009617e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74958 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -10096164.000000 Penalty: 5569.476562 Iteration 24Q: 3 clusters Score -1.009616e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74962 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -10096168.000000 Penalty: 5569.476562 Iteration 25Q: 3 clusters Score -1.009617e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74964 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -10096172.000000 Penalty: 5569.476562 Iteration 26Q: 3 clusters Score -1.009617e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74965 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -10096178.000000 Penalty: 5569.476562 Iteration 27Q: 3 clusters Score -1.009618e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74967 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -10096178.000000 Penalty: 5569.476562 Iteration 28Q: 3 clusters Score -1.009618e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74967 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -10096178.000000 Penalty: 5569.476562 Iteration 29F: 3 clusters Score -1.009618e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (50375 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50375 members Entering Unmasked Estep Score: -6740887.000000 Penalty: 2685.158203 Iteration 0F: 2 clusters Score -6740887 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25194 members Mstep: Class 2 contains 25181 members Entering Unmasked Estep Score: -6706950.000000 Penalty: 5370.316406 Iteration 0F: 3 clusters Score -6706950 nChanged 23242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24656 members Mstep: Class 2 contains 25719 members Entering Unmasked Estep Score: -6720216.000000 Penalty: 5370.316406 Iteration 1F: 3 clusters Score -6720216 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24225 members Mstep: Class 2 contains 26150 members Entering Unmasked Estep Score: -6721050.500000 Penalty: 5370.316406 Iteration 2Q: 3 clusters Score -6721050 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23608 members Mstep: Class 2 contains 26767 members Entering Unmasked Estep Score: -6722061.000000 Penalty: 5370.316406 Iteration 3Q: 3 clusters Score -6722061 nChanged 2642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22724 members Mstep: Class 2 contains 27651 members Entering Unmasked Estep Score: -6723333.500000 Penalty: 5370.316406 Iteration 4F: 3 clusters Score -6723334 nChanged 2916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21502 members Mstep: Class 2 contains 28873 members Entering Unmasked Estep Score: -6724974.500000 Penalty: 5370.316406 Iteration 5F: 3 clusters Score -6724974 nChanged 3146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20032 members Mstep: Class 2 contains 30343 members Entering Unmasked Estep Score: -6726786.000000 Penalty: 5370.316406 Iteration 6F: 3 clusters Score -6726786 nChanged 3137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18349 members Mstep: Class 2 contains 32026 members Entering Unmasked Estep Score: -6728732.000000 Penalty: 5370.316406 Iteration 7F: 3 clusters Score -6728732 nChanged 2868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16569 members Mstep: Class 2 contains 33806 members Entering Unmasked Estep Score: -6730459.500000 Penalty: 5370.316406 Iteration 8F: 3 clusters Score -6730460 nChanged 2415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14902 members Mstep: Class 2 contains 35473 members Entering Unmasked Estep Score: -6731999.000000 Penalty: 5370.316406 Iteration 9Q: 3 clusters Score -6731999 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13322 members Mstep: Class 2 contains 37053 members Entering Unmasked Estep Score: -6733335.500000 Penalty: 5370.316406 Iteration 10Q: 3 clusters Score -6733336 nChanged 1656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11932 members Mstep: Class 2 contains 38443 members Entering Unmasked Estep Score: -6734497.500000 Penalty: 5370.316406 Iteration 11Q: 3 clusters Score -6734498 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10769 members Mstep: Class 2 contains 39606 members Entering Unmasked Estep Score: -6735497.500000 Penalty: 5370.316406 Iteration 12Q: 3 clusters Score -6735498 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 40567 members Entering Unmasked Estep Score: -6736357.500000 Penalty: 5370.316406 Iteration 13Q: 3 clusters Score -6736358 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8988 members Mstep: Class 2 contains 41387 members Entering Unmasked Estep Score: -6736958.000000 Penalty: 5370.316406 Iteration 14Q: 3 clusters Score -6736958 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8255 members Mstep: Class 2 contains 42120 members Entering Unmasked Estep Score: -6737485.000000 Penalty: 5370.316406 Iteration 15Q: 3 clusters Score -6737485 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7605 members Mstep: Class 2 contains 42770 members Entering Unmasked Estep Score: -6737884.000000 Penalty: 5370.316406 Iteration 16Q: 3 clusters Score -6737884 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 43348 members Entering Unmasked Estep Score: -6738247.500000 Penalty: 5370.316406 Iteration 17Q: 3 clusters Score -6738248 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 43852 members Entering Unmasked Estep Score: -6738514.500000 Penalty: 5370.316406 Iteration 18Q: 3 clusters Score -6738514 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 44254 members Entering Unmasked Estep Score: -6738715.500000 Penalty: 5370.316406 Iteration 19Q: 3 clusters Score -6738716 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 44587 members Entering Unmasked Estep Score: -6738865.000000 Penalty: 5370.316406 Iteration 20F: 3 clusters Score -6738865 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 44869 members Entering Unmasked Estep Score: -6738979.000000 Penalty: 5370.316406 Iteration 21Q: 3 clusters Score -6738979 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 45112 members Entering Unmasked Estep Score: -6739053.500000 Penalty: 5370.316406 Iteration 22Q: 3 clusters Score -6739054 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 45341 members Entering Unmasked Estep Score: -6739115.500000 Penalty: 5370.316406 Iteration 23Q: 3 clusters Score -6739116 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 45536 members Entering Unmasked Estep Score: -6739148.500000 Penalty: 5370.316406 Iteration 24Q: 3 clusters Score -6739148 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 45689 members Entering Unmasked Estep Score: -6739179.000000 Penalty: 5370.316406 Iteration 25Q: 3 clusters Score -6739179 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 45849 members Entering Unmasked Estep Score: -6739215.000000 Penalty: 5370.316406 Iteration 26Q: 3 clusters Score -6739215 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 45973 members Entering Unmasked Estep Score: -6739237.000000 Penalty: 5370.316406 Iteration 27Q: 3 clusters Score -6739237 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 46080 members Entering Unmasked Estep Score: -6739253.000000 Penalty: 5370.316406 Iteration 28Q: 3 clusters Score -6739253 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 46165 members Entering Unmasked Estep Score: -6739272.500000 Penalty: 5370.316406 Iteration 29Q: 3 clusters Score -6739272 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 46238 members Entering Unmasked Estep Score: -6739279.500000 Penalty: 5370.316406 Iteration 30Q: 3 clusters Score -6739280 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 46290 members Entering Unmasked Estep Score: -6739287.000000 Penalty: 5370.316406 Iteration 31Q: 3 clusters Score -6739287 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 46348 members Entering Unmasked Estep Score: -6739287.000000 Penalty: 5370.316406 Iteration 32Q: 3 clusters Score -6739287 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 46408 members Entering Unmasked Estep Score: -6739285.000000 Penalty: 5370.316406 Iteration 33Q: 3 clusters Score -6739285 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3924 members Mstep: Class 2 contains 46451 members Entering Unmasked Estep Score: -6739295.500000 Penalty: 5370.316406 Iteration 34Q: 3 clusters Score -6739296 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 46488 members Entering Unmasked Estep Score: -6739313.500000 Penalty: 5370.316406 Iteration 35Q: 3 clusters Score -6739314 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 46523 members Entering Unmasked Estep Score: -6739334.000000 Penalty: 5370.316406 Iteration 36Q: 3 clusters Score -6739334 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 46552 members Entering Unmasked Estep Score: -6739333.500000 Penalty: 5370.316406 Iteration 37Q: 3 clusters Score -6739334 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 46585 members Entering Unmasked Estep Score: -6739310.500000 Penalty: 5370.316406 Iteration 38Q: 3 clusters Score -6739310 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 46606 members Entering Unmasked Estep Score: -6739327.500000 Penalty: 5370.316406 Iteration 39Q: 3 clusters Score -6739328 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 46621 members Entering Unmasked Estep Score: -6739324.000000 Penalty: 5370.316406 Iteration 40F: 3 clusters Score -6739324 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 46638 members Entering Unmasked Estep Score: -6739321.000000 Penalty: 5370.316406 Iteration 41Q: 3 clusters Score -6739321 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 46658 members Entering Unmasked Estep Score: -6739328.500000 Penalty: 5370.316406 Iteration 42Q: 3 clusters Score -6739328 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 46675 members Entering Unmasked Estep Score: -6739319.500000 Penalty: 5370.316406 Iteration 43Q: 3 clusters Score -6739320 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 46689 members Entering Unmasked Estep Score: -6739319.500000 Penalty: 5370.316406 Iteration 44Q: 3 clusters Score -6739320 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 46703 members Entering Unmasked Estep Score: -6739319.500000 Penalty: 5370.316406 Iteration 45Q: 3 clusters Score -6739320 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 46715 members Entering Unmasked Estep Score: -6739322.500000 Penalty: 5370.316406 Iteration 46Q: 3 clusters Score -6739322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 46722 members Entering Unmasked Estep Score: -6739318.500000 Penalty: 5370.316406 Iteration 47Q: 3 clusters Score -6739318 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3648 members Mstep: Class 2 contains 46727 members Entering Unmasked Estep Score: -6739320.500000 Penalty: 5370.316406 Iteration 48Q: 3 clusters Score -6739320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 46734 members Entering Unmasked Estep Score: -6739316.000000 Penalty: 5370.316406 Iteration 49Q: 3 clusters Score -6739316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 46740 members Entering Unmasked Estep Score: -6739317.500000 Penalty: 5370.316406 Iteration 50Q: 3 clusters Score -6739318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 46742 members Entering Unmasked Estep Score: -6739321.500000 Penalty: 5370.316406 Iteration 51Q: 3 clusters Score -6739322 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 46744 members Entering Unmasked Estep Score: -6739316.500000 Penalty: 5370.316406 Iteration 52Q: 3 clusters Score -6739316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 46746 members Entering Unmasked Estep Score: -6739323.500000 Penalty: 5370.316406 Iteration 53Q: 3 clusters Score -6739324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 46748 members Entering Unmasked Estep Score: -6739312.000000 Penalty: 5370.316406 Iteration 54Q: 3 clusters Score -6739312 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 46748 members Entering Unmasked Estep Score: -6739312.000000 Penalty: 5370.316406 Iteration 55F: 3 clusters Score -6739312 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (49859 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49859 members Entering Unmasked Estep Score: -6679945.000000 Penalty: 2682.604736 Iteration 0F: 2 clusters Score -6679945 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25002 members Mstep: Class 2 contains 24857 members Entering Unmasked Estep Score: -6646242.500000 Penalty: 5365.209473 Iteration 0F: 3 clusters Score -6646242 nChanged 23118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25350 members Mstep: Class 2 contains 24509 members Entering Unmasked Estep Score: -6659387.000000 Penalty: 5365.209473 Iteration 1F: 3 clusters Score -6659387 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25440 members Mstep: Class 2 contains 24419 members Entering Unmasked Estep Score: -6660121.500000 Penalty: 5365.209473 Iteration 2Q: 3 clusters Score -6660122 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25553 members Mstep: Class 2 contains 24306 members Entering Unmasked Estep Score: -6660841.000000 Penalty: 5365.209473 Iteration 3Q: 3 clusters Score -6660841 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25663 members Mstep: Class 2 contains 24196 members Entering Unmasked Estep Score: -6661459.500000 Penalty: 5365.209473 Iteration 4Q: 3 clusters Score -6661460 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25820 members Mstep: Class 2 contains 24039 members Entering Unmasked Estep Score: -6662160.500000 Penalty: 5365.209473 Iteration 5Q: 3 clusters Score -6662160 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26005 members Mstep: Class 2 contains 23854 members Entering Unmasked Estep Score: -6662939.500000 Penalty: 5365.209473 Iteration 6Q: 3 clusters Score -6662940 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26171 members Mstep: Class 2 contains 23688 members Entering Unmasked Estep Score: -6663637.500000 Penalty: 5365.209473 Iteration 7Q: 3 clusters Score -6663638 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26398 members Mstep: Class 2 contains 23461 members Entering Unmasked Estep Score: -6664178.500000 Penalty: 5365.209473 Iteration 8Q: 3 clusters Score -6664178 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26690 members Mstep: Class 2 contains 23169 members Entering Unmasked Estep Score: -6664660.500000 Penalty: 5365.209473 Iteration 9Q: 3 clusters Score -6664660 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27006 members Mstep: Class 2 contains 22853 members Entering Unmasked Estep Score: -6665133.500000 Penalty: 5365.209473 Iteration 10Q: 3 clusters Score -6665134 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27452 members Mstep: Class 2 contains 22407 members Entering Unmasked Estep Score: -6665471.500000 Penalty: 5365.209473 Iteration 11Q: 3 clusters Score -6665472 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27996 members Mstep: Class 2 contains 21863 members Entering Unmasked Estep Score: -6665791.500000 Penalty: 5365.209473 Iteration 12Q: 3 clusters Score -6665792 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28644 members Mstep: Class 2 contains 21215 members Entering Unmasked Estep Score: -6666031.500000 Penalty: 5365.209473 Iteration 13Q: 3 clusters Score -6666032 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29440 members Mstep: Class 2 contains 20419 members Entering Unmasked Estep Score: -6666397.500000 Penalty: 5365.209473 Iteration 14Q: 3 clusters Score -6666398 nChanged 1223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30377 members Mstep: Class 2 contains 19482 members Entering Unmasked Estep Score: -6666769.500000 Penalty: 5365.209473 Iteration 15Q: 3 clusters Score -6666770 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31424 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -6667178.000000 Penalty: 5365.209473 Iteration 16Q: 3 clusters Score -6667178 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32660 members Mstep: Class 2 contains 17199 members Entering Unmasked Estep Score: -6667722.500000 Penalty: 5365.209473 Iteration 17Q: 3 clusters Score -6667722 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34071 members Mstep: Class 2 contains 15788 members Entering Unmasked Estep Score: -6668334.500000 Penalty: 5365.209473 Iteration 18Q: 3 clusters Score -6668334 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35572 members Mstep: Class 2 contains 14287 members Entering Unmasked Estep Score: -6669117.000000 Penalty: 5365.209473 Iteration 19Q: 3 clusters Score -6669117 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37050 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -6669875.000000 Penalty: 5365.209473 Iteration 20F: 3 clusters Score -6669875 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38513 members Mstep: Class 2 contains 11346 members Entering Unmasked Estep Score: -6670791.000000 Penalty: 5365.209473 Iteration 21Q: 3 clusters Score -6670791 nChanged 1531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39912 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -6671612.000000 Penalty: 5365.209473 Iteration 22Q: 3 clusters Score -6671612 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41207 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -6672439.000000 Penalty: 5365.209473 Iteration 23Q: 3 clusters Score -6672439 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42372 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -6673103.500000 Penalty: 5365.209473 Iteration 24Q: 3 clusters Score -6673104 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43492 members Mstep: Class 2 contains 6367 members Entering Unmasked Estep Score: -6673800.000000 Penalty: 5365.209473 Iteration 25Q: 3 clusters Score -6673800 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44503 members Mstep: Class 2 contains 5356 members Entering Unmasked Estep Score: -6674391.000000 Penalty: 5365.209473 Iteration 26Q: 3 clusters Score -6674391 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45434 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -6674961.000000 Penalty: 5365.209473 Iteration 27Q: 3 clusters Score -6674961 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46256 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -6675513.000000 Penalty: 5365.209473 Iteration 28Q: 3 clusters Score -6675513 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46973 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -6675979.000000 Penalty: 5365.209473 Iteration 29Q: 3 clusters Score -6675979 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47591 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -6676385.500000 Penalty: 5365.209473 Iteration 30Q: 3 clusters Score -6676386 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48072 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -6676708.500000 Penalty: 5365.209473 Iteration 31Q: 3 clusters Score -6676708 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48420 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -6676956.000000 Penalty: 5365.209473 Iteration 32Q: 3 clusters Score -6676956 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48683 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -6677144.500000 Penalty: 5365.209473 Iteration 33Q: 3 clusters Score -6677144 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48893 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -6677320.500000 Penalty: 5365.209473 Iteration 34Q: 3 clusters Score -6677320 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49049 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -6677440.500000 Penalty: 5365.209473 Iteration 35Q: 3 clusters Score -6677440 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49147 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -6677494.000000 Penalty: 5365.209473 Iteration 36Q: 3 clusters Score -6677494 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49208 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -6677541.000000 Penalty: 5365.209473 Iteration 37Q: 3 clusters Score -6677541 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49255 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -6677585.000000 Penalty: 5365.209473 Iteration 38Q: 3 clusters Score -6677585 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49288 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -6677630.500000 Penalty: 5365.209473 Iteration 39Q: 3 clusters Score -6677630 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49316 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -6677662.000000 Penalty: 5365.209473 Iteration 40F: 3 clusters Score -6677662 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49334 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -6677665.000000 Penalty: 5365.209473 Iteration 41Q: 3 clusters Score -6677665 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49350 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -6677671.500000 Penalty: 5365.209473 Iteration 42Q: 3 clusters Score -6677672 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49364 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -6677678.000000 Penalty: 5365.209473 Iteration 43Q: 3 clusters Score -6677678 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49373 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -6677682.500000 Penalty: 5365.209473 Iteration 44Q: 3 clusters Score -6677682 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49377 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -6677690.500000 Penalty: 5365.209473 Iteration 45Q: 3 clusters Score -6677690 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49378 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -6677691.000000 Penalty: 5365.209473 Iteration 46Q: 3 clusters Score -6677691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49379 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -6677689.000000 Penalty: 5365.209473 Iteration 47Q: 3 clusters Score -6677689 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49379 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -6677689.000000 Penalty: 5365.209473 Iteration 48F: 3 clusters Score -6677689 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Entering Unmasked Estep Score: -831608.187500 Penalty: 2178.927490 Iteration 0F: 2 clusters Score -831608.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -826123.625000 Penalty: 4357.854980 Iteration 0F: 3 clusters Score -826123.6 nChanged 2578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -827540.875000 Penalty: 4357.854980 Iteration 1F: 3 clusters Score -827540.9 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -827805.187500 Penalty: 4357.854980 Iteration 2F: 3 clusters Score -827805.2 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -827993.812500 Penalty: 4357.854980 Iteration 3F: 3 clusters Score -827993.8 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -828157.875000 Penalty: 4357.854980 Iteration 4Q: 3 clusters Score -828157.9 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -828314.812500 Penalty: 4357.854980 Iteration 5Q: 3 clusters Score -828314.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -828454.125000 Penalty: 4357.854980 Iteration 6Q: 3 clusters Score -828454.1 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -828578.375000 Penalty: 4357.854980 Iteration 7Q: 3 clusters Score -828578.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -828697.750000 Penalty: 4357.854980 Iteration 8Q: 3 clusters Score -828697.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -828810.125000 Penalty: 4357.854980 Iteration 9Q: 3 clusters Score -828810.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 3150 members Entering Unmasked Estep Score: -828913.875000 Penalty: 4357.854980 Iteration 10Q: 3 clusters Score -828913.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -828996.062500 Penalty: 4357.854980 Iteration 11Q: 3 clusters Score -828996.1 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -829061.625000 Penalty: 4357.854980 Iteration 12Q: 3 clusters Score -829061.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -829114.625000 Penalty: 4357.854980 Iteration 13Q: 3 clusters Score -829114.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -829162.187500 Penalty: 4357.854980 Iteration 14Q: 3 clusters Score -829162.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -829199.000000 Penalty: 4357.854980 Iteration 15Q: 3 clusters Score -829199 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -829233.625000 Penalty: 4357.854980 Iteration 16Q: 3 clusters Score -829233.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -829260.625000 Penalty: 4357.854980 Iteration 17Q: 3 clusters Score -829260.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -829283.312500 Penalty: 4357.854980 Iteration 18Q: 3 clusters Score -829283.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -829302.062500 Penalty: 4357.854980 Iteration 19Q: 3 clusters Score -829302.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3357 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -829314.812500 Penalty: 4357.854980 Iteration 20F: 3 clusters Score -829314.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -829325.437500 Penalty: 4357.854980 Iteration 21Q: 3 clusters Score -829325.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -829331.062500 Penalty: 4357.854980 Iteration 22Q: 3 clusters Score -829331.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -829337.187500 Penalty: 4357.854980 Iteration 23Q: 3 clusters Score -829337.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -829341.812500 Penalty: 4357.854980 Iteration 24Q: 3 clusters Score -829341.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -829346.125000 Penalty: 4357.854980 Iteration 25Q: 3 clusters Score -829346.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -829347.437500 Penalty: 4357.854980 Iteration 26Q: 3 clusters Score -829347.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -829350.750000 Penalty: 4357.854980 Iteration 27Q: 3 clusters Score -829350.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -829354.812500 Penalty: 4357.854980 Iteration 28Q: 3 clusters Score -829354.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -829356.000000 Penalty: 4357.854980 Iteration 29Q: 3 clusters Score -829356 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -829358.687500 Penalty: 4357.854980 Iteration 30Q: 3 clusters Score -829358.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -829360.000000 Penalty: 4357.854980 Iteration 31Q: 3 clusters Score -829360 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -829363.500000 Penalty: 4357.854980 Iteration 32Q: 3 clusters Score -829363.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -829363.187500 Penalty: 4357.854980 Iteration 33Q: 3 clusters Score -829363.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -829364.625000 Penalty: 4357.854980 Iteration 34Q: 3 clusters Score -829364.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -829366.750000 Penalty: 4357.854980 Iteration 35Q: 3 clusters Score -829366.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -829369.750000 Penalty: 4357.854980 Iteration 36Q: 3 clusters Score -829369.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -829373.062500 Penalty: 4357.854980 Iteration 37Q: 3 clusters Score -829373.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 3149 members Entering Unmasked Estep Score: -829374.375000 Penalty: 4357.854980 Iteration 38Q: 3 clusters Score -829374.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -829380.687500 Penalty: 4357.854980 Iteration 39Q: 3 clusters Score -829380.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -829383.062500 Penalty: 4357.854980 Iteration 40F: 3 clusters Score -829383.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3385 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -829387.812500 Penalty: 4357.854980 Iteration 41Q: 3 clusters Score -829387.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -829389.250000 Penalty: 4357.854980 Iteration 42Q: 3 clusters Score -829389.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -829394.187500 Penalty: 4357.854980 Iteration 43Q: 3 clusters Score -829394.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -829397.437500 Penalty: 4357.854980 Iteration 44Q: 3 clusters Score -829397.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -829396.187500 Penalty: 4357.854980 Iteration 45Q: 3 clusters Score -829396.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -829397.437500 Penalty: 4357.854980 Iteration 46Q: 3 clusters Score -829397.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -829399.812500 Penalty: 4357.854980 Iteration 47Q: 3 clusters Score -829399.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -829405.187500 Penalty: 4357.854980 Iteration 48Q: 3 clusters Score -829405.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -829407.750000 Penalty: 4357.854980 Iteration 49Q: 3 clusters Score -829407.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -829411.312500 Penalty: 4357.854980 Iteration 50Q: 3 clusters Score -829411.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -829413.625000 Penalty: 4357.854980 Iteration 51Q: 3 clusters Score -829413.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -829415.687500 Penalty: 4357.854980 Iteration 52Q: 3 clusters Score -829415.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -829419.875000 Penalty: 4357.854980 Iteration 53Q: 3 clusters Score -829419.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -829420.000000 Penalty: 4357.854980 Iteration 54Q: 3 clusters Score -829420 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -829422.125000 Penalty: 4357.854980 Iteration 55Q: 3 clusters Score -829422.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -829424.000000 Penalty: 4357.854980 Iteration 56Q: 3 clusters Score -829424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -829423.187500 Penalty: 4357.854980 Iteration 57Q: 3 clusters Score -829423.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -829424.812500 Penalty: 4357.854980 Iteration 58Q: 3 clusters Score -829424.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -829424.375000 Penalty: 4357.854980 Iteration 59Q: 3 clusters Score -829424.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3365 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -829423.125000 Penalty: 4357.854980 Iteration 60F: 3 clusters Score -829423.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -829424.937500 Penalty: 4357.854980 Iteration 61Q: 3 clusters Score -829424.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -829426.437500 Penalty: 4357.854980 Iteration 62Q: 3 clusters Score -829426.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -829425.375000 Penalty: 4357.854980 Iteration 63Q: 3 clusters Score -829425.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -829425.375000 Penalty: 4357.854980 Iteration 64F: 3 clusters Score -829425.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (108575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108575 members Entering Unmasked Estep Score: -14344150.000000 Penalty: 2875.608887 Iteration 0F: 2 clusters Score -1.434415e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54091 members Mstep: Class 2 contains 54484 members Entering Unmasked Estep Score: -14271314.000000 Penalty: 5751.217773 Iteration 0F: 3 clusters Score -1.427131e+07 nChanged 51663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52298 members Mstep: Class 2 contains 56277 members Entering Unmasked Estep Score: -14300795.000000 Penalty: 5751.217773 Iteration 1F: 3 clusters Score -1.43008e+07 nChanged 3366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51288 members Mstep: Class 2 contains 57287 members Entering Unmasked Estep Score: -14301632.000000 Penalty: 5751.217773 Iteration 2Q: 3 clusters Score -1.430163e+07 nChanged 3253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49781 members Mstep: Class 2 contains 58794 members Entering Unmasked Estep Score: -14302385.000000 Penalty: 5751.217773 Iteration 3Q: 3 clusters Score -1.430238e+07 nChanged 3591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47496 members Mstep: Class 2 contains 61079 members Entering Unmasked Estep Score: -14303517.000000 Penalty: 5751.217773 Iteration 4Q: 3 clusters Score -1.430352e+07 nChanged 4250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43948 members Mstep: Class 2 contains 64627 members Entering Unmasked Estep Score: -14305316.000000 Penalty: 5751.217773 Iteration 5Q: 3 clusters Score -1.430532e+07 nChanged 5402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38852 members Mstep: Class 2 contains 69723 members Entering Unmasked Estep Score: -14308164.000000 Penalty: 5751.217773 Iteration 6Q: 3 clusters Score -1.430816e+07 nChanged 7131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31809 members Mstep: Class 2 contains 76766 members Entering Unmasked Estep Score: -14312950.000000 Penalty: 5751.217773 Iteration 7F: 3 clusters Score -1.431295e+07 nChanged 8895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22932 members Mstep: Class 2 contains 85643 members Entering Unmasked Estep Score: -14320421.000000 Penalty: 5751.217773 Iteration 8F: 3 clusters Score -1.432042e+07 nChanged 9022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13922 members Mstep: Class 2 contains 94653 members Entering Unmasked Estep Score: -14328795.000000 Penalty: 5751.217773 Iteration 9F: 3 clusters Score -1.43288e+07 nChanged 7031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 101684 members Entering Unmasked Estep Score: -14335359.000000 Penalty: 5751.217773 Iteration 10F: 3 clusters Score -1.433536e+07 nChanged 4035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 105717 members Entering Unmasked Estep Score: -14339090.000000 Penalty: 5751.217773 Iteration 11Q: 3 clusters Score -1.433909e+07 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 107424 members Entering Unmasked Estep Score: -14340736.000000 Penalty: 5751.217773 Iteration 12Q: 3 clusters Score -1.434074e+07 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 107986 members Entering Unmasked Estep Score: -14341232.000000 Penalty: 5751.217773 Iteration 13Q: 3 clusters Score -1.434123e+07 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 108165 members Entering Unmasked Estep Score: -14341429.000000 Penalty: 5751.217773 Iteration 14Q: 3 clusters Score -1.434143e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 108234 members Entering Unmasked Estep Score: -14341515.000000 Penalty: 5751.217773 Iteration 15Q: 3 clusters Score -1.434152e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 108261 members Entering Unmasked Estep Score: -14341579.000000 Penalty: 5751.217773 Iteration 16Q: 3 clusters Score -1.434158e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 108277 members Entering Unmasked Estep Score: -14341613.000000 Penalty: 5751.217773 Iteration 17Q: 3 clusters Score -1.434161e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 108286 members Entering Unmasked Estep Score: -14341618.000000 Penalty: 5751.217773 Iteration 18Q: 3 clusters Score -1.434162e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 108296 members Entering Unmasked Estep Score: -14341630.000000 Penalty: 5751.217773 Iteration 19Q: 3 clusters Score -1.434163e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 108305 members Entering Unmasked Estep Score: -14341631.000000 Penalty: 5751.217773 Iteration 20F: 3 clusters Score -1.434163e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 108305 members Entering Unmasked Estep Score: -14341631.000000 Penalty: 5751.217773 Iteration 21Q: 3 clusters Score -1.434163e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 108307 members Entering Unmasked Estep Score: -14341637.000000 Penalty: 5751.217773 Iteration 22Q: 3 clusters Score -1.434164e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 108309 members Entering Unmasked Estep Score: -14341639.000000 Penalty: 5751.217773 Iteration 23Q: 3 clusters Score -1.434164e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 108310 members Entering Unmasked Estep Score: -14341641.000000 Penalty: 5751.217773 Iteration 24Q: 3 clusters Score -1.434164e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 108312 members Entering Unmasked Estep Score: -14341650.000000 Penalty: 5751.217773 Iteration 25Q: 3 clusters Score -1.434165e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 108314 members Entering Unmasked Estep Score: -14341653.000000 Penalty: 5751.217773 Iteration 26Q: 3 clusters Score -1.434165e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 108316 members Entering Unmasked Estep Score: -14341664.000000 Penalty: 5751.217773 Iteration 27Q: 3 clusters Score -1.434166e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 108314 members Entering Unmasked Estep Score: -14341661.000000 Penalty: 5751.217773 Iteration 28Q: 3 clusters Score -1.434166e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 108314 members Entering Unmasked Estep Score: -14341661.000000 Penalty: 5751.217773 Iteration 29F: 3 clusters Score -1.434166e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Entering Unmasked Estep Score: -221423.500000 Penalty: 1846.897705 Iteration 0F: 2 clusters Score -221423.5 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 859 members Entering Unmasked Estep Score: -218987.234375 Penalty: 3693.795410 Iteration 0F: 3 clusters Score -218987.2 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -219488.687500 Penalty: 3693.795410 Iteration 1F: 3 clusters Score -219488.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -219708.828125 Penalty: 3693.795410 Iteration 2F: 3 clusters Score -219708.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -219874.156250 Penalty: 3693.795410 Iteration 3F: 3 clusters Score -219874.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -219965.843750 Penalty: 3693.795410 Iteration 4Q: 3 clusters Score -219965.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -220034.953125 Penalty: 3693.795410 Iteration 5Q: 3 clusters Score -220035 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -220116.843750 Penalty: 3693.795410 Iteration 6Q: 3 clusters Score -220116.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -220268.468750 Penalty: 3693.795410 Iteration 7Q: 3 clusters Score -220268.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -220548.343750 Penalty: 3693.795410 Iteration 8Q: 3 clusters Score -220548.3 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -220877.484375 Penalty: 3693.795410 Iteration 9F: 3 clusters Score -220877.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -221164.906250 Penalty: 3693.795410 Iteration 10F: 3 clusters Score -221164.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -221333.250000 Penalty: 3693.795410 Iteration 11Q: 3 clusters Score -221333.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -221399.640625 Penalty: 3693.795410 Iteration 12Q: 3 clusters Score -221399.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -221451.515625 Penalty: 3693.795410 Iteration 13Q: 3 clusters Score -221451.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -221494.687500 Penalty: 3693.795410 Iteration 14Q: 3 clusters Score -221494.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -221514.828125 Penalty: 3693.795410 Iteration 15Q: 3 clusters Score -221514.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -221524.984375 Penalty: 3693.795410 Iteration 16Q: 3 clusters Score -221525 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -221534.625000 Penalty: 3693.795410 Iteration 17Q: 3 clusters Score -221534.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -221538.031250 Penalty: 3693.795410 Iteration 18Q: 3 clusters Score -221538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -221541.875000 Penalty: 3693.795410 Iteration 19Q: 3 clusters Score -221541.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -221543.546875 Penalty: 3693.795410 Iteration 20F: 3 clusters Score -221543.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10354 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 658 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 318 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Mstep: Class 26 contains 1057 members Entering Unmasked Estep Score: -85897408.000000 Penalty: 86358.609375 Splitting cluster 11 changes total score from -85898824.000000 to -85897408.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (40722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40722 members Entering Unmasked Estep Score: -5462990.000000 Penalty: 2632.401855 Iteration 0F: 2 clusters Score -5462990 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20208 members Mstep: Class 2 contains 20514 members Entering Unmasked Estep Score: -5435523.000000 Penalty: 5264.803711 Iteration 0F: 3 clusters Score -5435523 nChanged 18586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18788 members Mstep: Class 2 contains 21934 members Entering Unmasked Estep Score: -5445721.500000 Penalty: 5264.803711 Iteration 1F: 3 clusters Score -5445722 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17767 members Mstep: Class 2 contains 22955 members Entering Unmasked Estep Score: -5446428.500000 Penalty: 5264.803711 Iteration 2Q: 3 clusters Score -5446428 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16275 members Mstep: Class 2 contains 24447 members Entering Unmasked Estep Score: -5447369.500000 Penalty: 5264.803711 Iteration 3F: 3 clusters Score -5447370 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14141 members Mstep: Class 2 contains 26581 members Entering Unmasked Estep Score: -5448895.500000 Penalty: 5264.803711 Iteration 4F: 3 clusters Score -5448896 nChanged 3027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11410 members Mstep: Class 2 contains 29312 members Entering Unmasked Estep Score: -5451151.000000 Penalty: 5264.803711 Iteration 5F: 3 clusters Score -5451151 nChanged 3270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8358 members Mstep: Class 2 contains 32364 members Entering Unmasked Estep Score: -5453968.500000 Penalty: 5264.803711 Iteration 6F: 3 clusters Score -5453968 nChanged 2874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5642 members Mstep: Class 2 contains 35080 members Entering Unmasked Estep Score: -5456546.500000 Penalty: 5264.803711 Iteration 7F: 3 clusters Score -5456546 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 37084 members Entering Unmasked Estep Score: -5458412.000000 Penalty: 5264.803711 Iteration 8F: 3 clusters Score -5458412 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 38394 members Entering Unmasked Estep Score: -5459518.000000 Penalty: 5264.803711 Iteration 9Q: 3 clusters Score -5459518 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 39135 members Entering Unmasked Estep Score: -5460126.500000 Penalty: 5264.803711 Iteration 10Q: 3 clusters Score -5460126 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 39536 members Entering Unmasked Estep Score: -5460413.500000 Penalty: 5264.803711 Iteration 11Q: 3 clusters Score -5460414 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 39758 members Entering Unmasked Estep Score: -5460597.000000 Penalty: 5264.803711 Iteration 12Q: 3 clusters Score -5460597 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 39882 members Entering Unmasked Estep Score: -5460682.000000 Penalty: 5264.803711 Iteration 13Q: 3 clusters Score -5460682 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 39950 members Entering Unmasked Estep Score: -5460736.500000 Penalty: 5264.803711 Iteration 14Q: 3 clusters Score -5460736 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 39989 members Entering Unmasked Estep Score: -5460779.000000 Penalty: 5264.803711 Iteration 15Q: 3 clusters Score -5460779 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 40011 members Entering Unmasked Estep Score: -5460799.000000 Penalty: 5264.803711 Iteration 16Q: 3 clusters Score -5460799 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 40035 members Entering Unmasked Estep Score: -5460803.500000 Penalty: 5264.803711 Iteration 17Q: 3 clusters Score -5460804 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 40048 members Entering Unmasked Estep Score: -5460818.000000 Penalty: 5264.803711 Iteration 18Q: 3 clusters Score -5460818 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 40055 members Entering Unmasked Estep Score: -5460815.500000 Penalty: 5264.803711 Iteration 19Q: 3 clusters Score -5460816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 40060 members Entering Unmasked Estep Score: -5460822.500000 Penalty: 5264.803711 Iteration 20F: 3 clusters Score -5460822 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 40069 members Entering Unmasked Estep Score: -5460824.000000 Penalty: 5264.803711 Iteration 21Q: 3 clusters Score -5460824 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 40077 members Entering Unmasked Estep Score: -5460830.500000 Penalty: 5264.803711 Iteration 22Q: 3 clusters Score -5460830 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 40084 members Entering Unmasked Estep Score: -5460834.500000 Penalty: 5264.803711 Iteration 23Q: 3 clusters Score -5460834 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 40089 members Entering Unmasked Estep Score: -5460853.000000 Penalty: 5264.803711 Iteration 24Q: 3 clusters Score -5460853 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 40093 members Entering Unmasked Estep Score: -5460852.500000 Penalty: 5264.803711 Iteration 25Q: 3 clusters Score -5460852 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 40095 members Entering Unmasked Estep Score: -5460854.000000 Penalty: 5264.803711 Iteration 26Q: 3 clusters Score -5460854 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 40101 members Entering Unmasked Estep Score: -5460853.500000 Penalty: 5264.803711 Iteration 27Q: 3 clusters Score -5460854 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 40106 members Entering Unmasked Estep Score: -5460870.500000 Penalty: 5264.803711 Iteration 28Q: 3 clusters Score -5460870 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 40110 members Entering Unmasked Estep Score: -5460869.500000 Penalty: 5264.803711 Iteration 29Q: 3 clusters Score -5460870 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 40115 members Entering Unmasked Estep Score: -5460871.000000 Penalty: 5264.803711 Iteration 30Q: 3 clusters Score -5460871 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 40115 members Entering Unmasked Estep Score: -5460880.000000 Penalty: 5264.803711 Iteration 31Q: 3 clusters Score -5460880 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 40123 members Entering Unmasked Estep Score: -5460881.500000 Penalty: 5264.803711 Iteration 32Q: 3 clusters Score -5460882 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 40124 members Entering Unmasked Estep Score: -5460879.500000 Penalty: 5264.803711 Iteration 33Q: 3 clusters Score -5460880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 40127 members Entering Unmasked Estep Score: -5460875.000000 Penalty: 5264.803711 Iteration 34Q: 3 clusters Score -5460875 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 40127 members Entering Unmasked Estep Score: -5460880.000000 Penalty: 5264.803711 Iteration 35Q: 3 clusters Score -5460880 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 40128 members Entering Unmasked Estep Score: -5460883.000000 Penalty: 5264.803711 Iteration 36Q: 3 clusters Score -5460883 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 40129 members Entering Unmasked Estep Score: -5460877.500000 Penalty: 5264.803711 Iteration 37Q: 3 clusters Score -5460878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 40130 members Entering Unmasked Estep Score: -5460877.500000 Penalty: 5264.803711 Iteration 38Q: 3 clusters Score -5460878 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 40131 members Entering Unmasked Estep Score: -5460882.000000 Penalty: 5264.803711 Iteration 39Q: 3 clusters Score -5460882 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 40133 members Entering Unmasked Estep Score: -5460882.000000 Penalty: 5264.803711 Iteration 40F: 3 clusters Score -5460882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 40138 members Entering Unmasked Estep Score: -5460883.500000 Penalty: 5264.803711 Iteration 41Q: 3 clusters Score -5460884 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 40139 members Entering Unmasked Estep Score: -5460885.500000 Penalty: 5264.803711 Iteration 42Q: 3 clusters Score -5460886 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 40141 members Entering Unmasked Estep Score: -5460886.500000 Penalty: 5264.803711 Iteration 43Q: 3 clusters Score -5460886 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 40142 members Entering Unmasked Estep Score: -5460883.500000 Penalty: 5264.803711 Iteration 44Q: 3 clusters Score -5460884 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 40143 members Entering Unmasked Estep Score: -5460886.000000 Penalty: 5264.803711 Iteration 45Q: 3 clusters Score -5460886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 40143 members Entering Unmasked Estep Score: -5460886.000000 Penalty: 5264.803711 Iteration 46F: 3 clusters Score -5460886 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7785 members Entering Unmasked Estep Score: -952573.812500 Penalty: 2222.068604 Iteration 0F: 2 clusters Score -952573.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -946314.312500 Penalty: 4444.137207 Iteration 0F: 3 clusters Score -946314.3 nChanged 3136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -948124.937500 Penalty: 4444.137207 Iteration 1F: 3 clusters Score -948124.9 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -948561.875000 Penalty: 4444.137207 Iteration 2F: 3 clusters Score -948561.9 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -948967.125000 Penalty: 4444.137207 Iteration 3F: 3 clusters Score -948967.1 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -949287.812500 Penalty: 4444.137207 Iteration 4F: 3 clusters Score -949287.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -949544.000000 Penalty: 4444.137207 Iteration 5F: 3 clusters Score -949544 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -949774.875000 Penalty: 4444.137207 Iteration 6Q: 3 clusters Score -949774.9 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3535 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -949974.312500 Penalty: 4444.137207 Iteration 7Q: 3 clusters Score -949974.3 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -950174.125000 Penalty: 4444.137207 Iteration 8Q: 3 clusters Score -950174.1 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -950323.375000 Penalty: 4444.137207 Iteration 9Q: 3 clusters Score -950323.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 4231 members Entering Unmasked Estep Score: -950435.187500 Penalty: 4444.137207 Iteration 10Q: 3 clusters Score -950435.2 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -950519.437500 Penalty: 4444.137207 Iteration 11Q: 3 clusters Score -950519.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -950583.937500 Penalty: 4444.137207 Iteration 12Q: 3 clusters Score -950583.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -950631.812500 Penalty: 4444.137207 Iteration 13Q: 3 clusters Score -950631.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -950668.437500 Penalty: 4444.137207 Iteration 14Q: 3 clusters Score -950668.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -950699.812500 Penalty: 4444.137207 Iteration 15Q: 3 clusters Score -950699.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -950732.000000 Penalty: 4444.137207 Iteration 16Q: 3 clusters Score -950732 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -950756.312500 Penalty: 4444.137207 Iteration 17Q: 3 clusters Score -950756.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -950776.250000 Penalty: 4444.137207 Iteration 18Q: 3 clusters Score -950776.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -950796.125000 Penalty: 4444.137207 Iteration 19Q: 3 clusters Score -950796.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -950819.812500 Penalty: 4444.137207 Iteration 20F: 3 clusters Score -950819.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -950839.562500 Penalty: 4444.137207 Iteration 21Q: 3 clusters Score -950839.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 3839 members Entering Unmasked Estep Score: -950870.687500 Penalty: 4444.137207 Iteration 22Q: 3 clusters Score -950870.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -950906.687500 Penalty: 4444.137207 Iteration 23Q: 3 clusters Score -950906.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -950938.500000 Penalty: 4444.137207 Iteration 24Q: 3 clusters Score -950938.5 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -950990.312500 Penalty: 4444.137207 Iteration 25Q: 3 clusters Score -950990.3 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -951033.500000 Penalty: 4444.137207 Iteration 26Q: 3 clusters Score -951033.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -951068.312500 Penalty: 4444.137207 Iteration 27Q: 3 clusters Score -951068.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -951103.312500 Penalty: 4444.137207 Iteration 28Q: 3 clusters Score -951103.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -951133.562500 Penalty: 4444.137207 Iteration 29Q: 3 clusters Score -951133.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -951161.437500 Penalty: 4444.137207 Iteration 30Q: 3 clusters Score -951161.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -951177.125000 Penalty: 4444.137207 Iteration 31Q: 3 clusters Score -951177.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -951188.687500 Penalty: 4444.137207 Iteration 32Q: 3 clusters Score -951188.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -951200.250000 Penalty: 4444.137207 Iteration 33Q: 3 clusters Score -951200.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -951207.437500 Penalty: 4444.137207 Iteration 34Q: 3 clusters Score -951207.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -951220.875000 Penalty: 4444.137207 Iteration 35Q: 3 clusters Score -951220.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -951228.687500 Penalty: 4444.137207 Iteration 36Q: 3 clusters Score -951228.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4713 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -951237.937500 Penalty: 4444.137207 Iteration 37Q: 3 clusters Score -951237.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -951244.437500 Penalty: 4444.137207 Iteration 38Q: 3 clusters Score -951244.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -951249.687500 Penalty: 4444.137207 Iteration 39Q: 3 clusters Score -951249.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -951258.437500 Penalty: 4444.137207 Iteration 40F: 3 clusters Score -951258.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -951263.937500 Penalty: 4444.137207 Iteration 41Q: 3 clusters Score -951263.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -951267.000000 Penalty: 4444.137207 Iteration 42Q: 3 clusters Score -951267 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -951268.062500 Penalty: 4444.137207 Iteration 43Q: 3 clusters Score -951268.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -951272.437500 Penalty: 4444.137207 Iteration 44Q: 3 clusters Score -951272.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -951273.187500 Penalty: 4444.137207 Iteration 45Q: 3 clusters Score -951273.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4861 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -951274.562500 Penalty: 4444.137207 Iteration 46Q: 3 clusters Score -951274.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -951275.562500 Penalty: 4444.137207 Iteration 47Q: 3 clusters Score -951275.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 2914 members Entering Unmasked Estep Score: -951278.000000 Penalty: 4444.137207 Iteration 48Q: 3 clusters Score -951278 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -951281.312500 Penalty: 4444.137207 Iteration 49Q: 3 clusters Score -951281.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -951284.937500 Penalty: 4444.137207 Iteration 50Q: 3 clusters Score -951284.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -951286.750000 Penalty: 4444.137207 Iteration 51Q: 3 clusters Score -951286.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -951292.625000 Penalty: 4444.137207 Iteration 52Q: 3 clusters Score -951292.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4935 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -951297.812500 Penalty: 4444.137207 Iteration 53Q: 3 clusters Score -951297.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -951304.812500 Penalty: 4444.137207 Iteration 54Q: 3 clusters Score -951304.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -951308.937500 Penalty: 4444.137207 Iteration 55Q: 3 clusters Score -951308.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -951311.750000 Penalty: 4444.137207 Iteration 56Q: 3 clusters Score -951311.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -951317.187500 Penalty: 4444.137207 Iteration 57Q: 3 clusters Score -951317.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5008 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -951319.750000 Penalty: 4444.137207 Iteration 58Q: 3 clusters Score -951319.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -951321.187500 Penalty: 4444.137207 Iteration 59Q: 3 clusters Score -951321.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -951322.562500 Penalty: 4444.137207 Iteration 60F: 3 clusters Score -951322.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -951325.875000 Penalty: 4444.137207 Iteration 61Q: 3 clusters Score -951325.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -951326.375000 Penalty: 4444.137207 Iteration 62Q: 3 clusters Score -951326.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -951329.750000 Penalty: 4444.137207 Iteration 63Q: 3 clusters Score -951329.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -951333.750000 Penalty: 4444.137207 Iteration 64Q: 3 clusters Score -951333.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5077 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -951337.125000 Penalty: 4444.137207 Iteration 65Q: 3 clusters Score -951337.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -951343.000000 Penalty: 4444.137207 Iteration 66Q: 3 clusters Score -951343 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5112 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -951345.625000 Penalty: 4444.137207 Iteration 67Q: 3 clusters Score -951345.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -951348.062500 Penalty: 4444.137207 Iteration 68Q: 3 clusters Score -951348.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5143 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -951353.812500 Penalty: 4444.137207 Iteration 69Q: 3 clusters Score -951353.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -951358.687500 Penalty: 4444.137207 Iteration 70Q: 3 clusters Score -951358.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -951358.750000 Penalty: 4444.137207 Iteration 71Q: 3 clusters Score -951358.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -951362.250000 Penalty: 4444.137207 Iteration 72Q: 3 clusters Score -951362.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -951363.625000 Penalty: 4444.137207 Iteration 73Q: 3 clusters Score -951363.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -951364.437500 Penalty: 4444.137207 Iteration 74Q: 3 clusters Score -951364.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -951367.187500 Penalty: 4444.137207 Iteration 75Q: 3 clusters Score -951367.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -951369.750000 Penalty: 4444.137207 Iteration 76Q: 3 clusters Score -951369.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -951372.562500 Penalty: 4444.137207 Iteration 77Q: 3 clusters Score -951372.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -951371.250000 Penalty: 4444.137207 Iteration 78Q: 3 clusters Score -951371.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -951377.312500 Penalty: 4444.137207 Iteration 79Q: 3 clusters Score -951377.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -951378.750000 Penalty: 4444.137207 Iteration 80F: 3 clusters Score -951378.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -951383.937500 Penalty: 4444.137207 Iteration 81Q: 3 clusters Score -951383.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -951390.062500 Penalty: 4444.137207 Iteration 82Q: 3 clusters Score -951390.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -951390.062500 Penalty: 4444.137207 Iteration 83Q: 3 clusters Score -951390.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -951392.250000 Penalty: 4444.137207 Iteration 84Q: 3 clusters Score -951392.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -951399.312500 Penalty: 4444.137207 Iteration 85Q: 3 clusters Score -951399.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -951401.875000 Penalty: 4444.137207 Iteration 86Q: 3 clusters Score -951401.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5324 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -951406.562500 Penalty: 4444.137207 Iteration 87Q: 3 clusters Score -951406.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -951408.125000 Penalty: 4444.137207 Iteration 88Q: 3 clusters Score -951408.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -951410.437500 Penalty: 4444.137207 Iteration 89Q: 3 clusters Score -951410.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -951410.937500 Penalty: 4444.137207 Iteration 90Q: 3 clusters Score -951410.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -951411.562500 Penalty: 4444.137207 Iteration 91Q: 3 clusters Score -951411.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -951412.375000 Penalty: 4444.137207 Iteration 92Q: 3 clusters Score -951412.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -951411.625000 Penalty: 4444.137207 Iteration 93Q: 3 clusters Score -951411.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -951411.625000 Penalty: 4444.137207 Iteration 94F: 3 clusters Score -951411.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5187 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Entering Unmasked Estep Score: -656937.812500 Penalty: 2121.369873 Iteration 0F: 2 clusters Score -656937.8 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 2565 members Entering Unmasked Estep Score: -652275.625000 Penalty: 4242.739746 Iteration 0F: 3 clusters Score -652275.6 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2567 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -653579.625000 Penalty: 4242.739746 Iteration 1F: 3 clusters Score -653579.6 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -653881.562500 Penalty: 4242.739746 Iteration 2F: 3 clusters Score -653881.6 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -654090.187500 Penalty: 4242.739746 Iteration 3F: 3 clusters Score -654090.2 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -654254.625000 Penalty: 4242.739746 Iteration 4Q: 3 clusters Score -654254.6 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -654375.750000 Penalty: 4242.739746 Iteration 5Q: 3 clusters Score -654375.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -654460.625000 Penalty: 4242.739746 Iteration 6Q: 3 clusters Score -654460.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -654525.875000 Penalty: 4242.739746 Iteration 7Q: 3 clusters Score -654525.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -654576.500000 Penalty: 4242.739746 Iteration 8Q: 3 clusters Score -654576.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -654623.562500 Penalty: 4242.739746 Iteration 9Q: 3 clusters Score -654623.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -654660.437500 Penalty: 4242.739746 Iteration 10Q: 3 clusters Score -654660.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -654691.250000 Penalty: 4242.739746 Iteration 11Q: 3 clusters Score -654691.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -654721.000000 Penalty: 4242.739746 Iteration 12Q: 3 clusters Score -654721 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -654746.875000 Penalty: 4242.739746 Iteration 13Q: 3 clusters Score -654746.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -654765.312500 Penalty: 4242.739746 Iteration 14Q: 3 clusters Score -654765.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -654780.812500 Penalty: 4242.739746 Iteration 15Q: 3 clusters Score -654780.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -654790.500000 Penalty: 4242.739746 Iteration 16Q: 3 clusters Score -654790.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -654801.187500 Penalty: 4242.739746 Iteration 17Q: 3 clusters Score -654801.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -654808.875000 Penalty: 4242.739746 Iteration 18Q: 3 clusters Score -654808.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -654815.625000 Penalty: 4242.739746 Iteration 19Q: 3 clusters Score -654815.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -654822.937500 Penalty: 4242.739746 Iteration 20F: 3 clusters Score -654822.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 3331 members Entering Unmasked Estep Score: -654827.500000 Penalty: 4242.739746 Iteration 21Q: 3 clusters Score -654827.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -654829.312500 Penalty: 4242.739746 Iteration 22Q: 3 clusters Score -654829.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -654830.875000 Penalty: 4242.739746 Iteration 23Q: 3 clusters Score -654830.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -654833.437500 Penalty: 4242.739746 Iteration 24Q: 3 clusters Score -654833.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -654834.250000 Penalty: 4242.739746 Iteration 25Q: 3 clusters Score -654834.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -654836.187500 Penalty: 4242.739746 Iteration 26Q: 3 clusters Score -654836.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -654836.937500 Penalty: 4242.739746 Iteration 27Q: 3 clusters Score -654836.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -654838.312500 Penalty: 4242.739746 Iteration 28Q: 3 clusters Score -654838.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -654839.562500 Penalty: 4242.739746 Iteration 29Q: 3 clusters Score -654839.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 3367 members Entering Unmasked Estep Score: -654840.000000 Penalty: 4242.739746 Iteration 30Q: 3 clusters Score -654840 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -654840.437500 Penalty: 4242.739746 Iteration 31Q: 3 clusters Score -654840.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -654840.437500 Penalty: 4242.739746 Iteration 32F: 3 clusters Score -654840.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Entering Unmasked Estep Score: -306404.250000 Penalty: 1921.725098 Iteration 0F: 2 clusters Score -306404.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -303605.375000 Penalty: 3843.450195 Iteration 0F: 3 clusters Score -303605.4 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -304127.531250 Penalty: 3843.450195 Iteration 1F: 3 clusters Score -304127.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -304248.812500 Penalty: 3843.450195 Iteration 2F: 3 clusters Score -304248.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -304316.968750 Penalty: 3843.450195 Iteration 3Q: 3 clusters Score -304317 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -304366.593750 Penalty: 3843.450195 Iteration 4Q: 3 clusters Score -304366.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -304403.343750 Penalty: 3843.450195 Iteration 5Q: 3 clusters Score -304403.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -304426.218750 Penalty: 3843.450195 Iteration 6Q: 3 clusters Score -304426.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -304443.218750 Penalty: 3843.450195 Iteration 7Q: 3 clusters Score -304443.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -304459.968750 Penalty: 3843.450195 Iteration 8Q: 3 clusters Score -304460 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -304480.406250 Penalty: 3843.450195 Iteration 9Q: 3 clusters Score -304480.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -304495.218750 Penalty: 3843.450195 Iteration 10Q: 3 clusters Score -304495.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -304507.156250 Penalty: 3843.450195 Iteration 11Q: 3 clusters Score -304507.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -304517.031250 Penalty: 3843.450195 Iteration 12Q: 3 clusters Score -304517 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -304537.593750 Penalty: 3843.450195 Iteration 13Q: 3 clusters Score -304537.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -304558.593750 Penalty: 3843.450195 Iteration 14Q: 3 clusters Score -304558.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -304584.031250 Penalty: 3843.450195 Iteration 15Q: 3 clusters Score -304584 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -304634.281250 Penalty: 3843.450195 Iteration 16Q: 3 clusters Score -304634.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -304744.187500 Penalty: 3843.450195 Iteration 17Q: 3 clusters Score -304744.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -304895.000000 Penalty: 3843.450195 Iteration 18Q: 3 clusters Score -304895 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -305033.031250 Penalty: 3843.450195 Iteration 19Q: 3 clusters Score -305033 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -305134.093750 Penalty: 3843.450195 Iteration 20F: 3 clusters Score -305134.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -305204.937500 Penalty: 3843.450195 Iteration 21Q: 3 clusters Score -305204.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -305254.125000 Penalty: 3843.450195 Iteration 22Q: 3 clusters Score -305254.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -305308.156250 Penalty: 3843.450195 Iteration 23Q: 3 clusters Score -305308.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -305375.500000 Penalty: 3843.450195 Iteration 24Q: 3 clusters Score -305375.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -305431.218750 Penalty: 3843.450195 Iteration 25Q: 3 clusters Score -305431.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -305485.531250 Penalty: 3843.450195 Iteration 26Q: 3 clusters Score -305485.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -305534.187500 Penalty: 3843.450195 Iteration 27Q: 3 clusters Score -305534.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -305566.468750 Penalty: 3843.450195 Iteration 28Q: 3 clusters Score -305566.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -305592.156250 Penalty: 3843.450195 Iteration 29Q: 3 clusters Score -305592.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -305618.625000 Penalty: 3843.450195 Iteration 30Q: 3 clusters Score -305618.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -305647.343750 Penalty: 3843.450195 Iteration 31Q: 3 clusters Score -305647.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -305670.781250 Penalty: 3843.450195 Iteration 32Q: 3 clusters Score -305670.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -305699.968750 Penalty: 3843.450195 Iteration 33Q: 3 clusters Score -305700 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -305752.250000 Penalty: 3843.450195 Iteration 34Q: 3 clusters Score -305752.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -305826.218750 Penalty: 3843.450195 Iteration 35Q: 3 clusters Score -305826.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -305915.093750 Penalty: 3843.450195 Iteration 36Q: 3 clusters Score -305915.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -306017.312500 Penalty: 3843.450195 Iteration 37Q: 3 clusters Score -306017.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -306064.500000 Penalty: 3843.450195 Iteration 38Q: 3 clusters Score -306064.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -306076.218750 Penalty: 3843.450195 Iteration 39Q: 3 clusters Score -306076.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -306079.000000 Penalty: 3843.450195 Iteration 40F: 3 clusters Score -306079 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15536 members Entering Unmasked Estep Score: -2066800.875000 Penalty: 2393.427002 Iteration 0F: 2 clusters Score -2066801 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -2055532.250000 Penalty: 4786.854004 Iteration 0F: 3 clusters Score -2055532 nChanged 6838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -2059119.625000 Penalty: 4786.854004 Iteration 1F: 3 clusters Score -2059120 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7721 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -2059512.125000 Penalty: 4786.854004 Iteration 2F: 3 clusters Score -2059512 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -2059830.125000 Penalty: 4786.854004 Iteration 3F: 3 clusters Score -2059830 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -2060056.375000 Penalty: 4786.854004 Iteration 4Q: 3 clusters Score -2060056 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -2060290.500000 Penalty: 4786.854004 Iteration 5Q: 3 clusters Score -2060290 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 8371 members Entering Unmasked Estep Score: -2060505.875000 Penalty: 4786.854004 Iteration 6Q: 3 clusters Score -2060506 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 8579 members Entering Unmasked Estep Score: -2060709.125000 Penalty: 4786.854004 Iteration 7Q: 3 clusters Score -2060709 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6720 members Mstep: Class 2 contains 8816 members Entering Unmasked Estep Score: -2060897.250000 Penalty: 4786.854004 Iteration 8Q: 3 clusters Score -2060897 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -2061079.250000 Penalty: 4786.854004 Iteration 9Q: 3 clusters Score -2061079 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 9310 members Entering Unmasked Estep Score: -2061248.250000 Penalty: 4786.854004 Iteration 10Q: 3 clusters Score -2061248 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 9608 members Entering Unmasked Estep Score: -2061420.375000 Penalty: 4786.854004 Iteration 11Q: 3 clusters Score -2061420 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 9957 members Entering Unmasked Estep Score: -2061600.375000 Penalty: 4786.854004 Iteration 12Q: 3 clusters Score -2061600 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -2061786.750000 Penalty: 4786.854004 Iteration 13Q: 3 clusters Score -2061787 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4789 members Mstep: Class 2 contains 10747 members Entering Unmasked Estep Score: -2061983.000000 Penalty: 4786.854004 Iteration 14Q: 3 clusters Score -2061983 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 11204 members Entering Unmasked Estep Score: -2062212.250000 Penalty: 4786.854004 Iteration 15Q: 3 clusters Score -2062212 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -2062476.625000 Penalty: 4786.854004 Iteration 16Q: 3 clusters Score -2062477 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 12248 members Entering Unmasked Estep Score: -2062748.375000 Penalty: 4786.854004 Iteration 17Q: 3 clusters Score -2062748 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 12748 members Entering Unmasked Estep Score: -2063033.000000 Penalty: 4786.854004 Iteration 18Q: 3 clusters Score -2063033 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 13256 members Entering Unmasked Estep Score: -2063368.500000 Penalty: 4786.854004 Iteration 19Q: 3 clusters Score -2063368 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -2063685.375000 Penalty: 4786.854004 Iteration 20F: 3 clusters Score -2063685 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 14127 members Entering Unmasked Estep Score: -2063966.500000 Penalty: 4786.854004 Iteration 21Q: 3 clusters Score -2063966 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 14419 members Entering Unmasked Estep Score: -2064178.875000 Penalty: 4786.854004 Iteration 22Q: 3 clusters Score -2064179 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 14633 members Entering Unmasked Estep Score: -2064339.000000 Penalty: 4786.854004 Iteration 23Q: 3 clusters Score -2064339 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 14781 members Entering Unmasked Estep Score: -2064457.625000 Penalty: 4786.854004 Iteration 24Q: 3 clusters Score -2064458 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 14890 members Entering Unmasked Estep Score: -2064547.125000 Penalty: 4786.854004 Iteration 25Q: 3 clusters Score -2064547 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 14959 members Entering Unmasked Estep Score: -2064619.125000 Penalty: 4786.854004 Iteration 26Q: 3 clusters Score -2064619 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 15002 members Entering Unmasked Estep Score: -2064657.875000 Penalty: 4786.854004 Iteration 27Q: 3 clusters Score -2064658 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 15030 members Entering Unmasked Estep Score: -2064682.375000 Penalty: 4786.854004 Iteration 28Q: 3 clusters Score -2064682 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 15056 members Entering Unmasked Estep Score: -2064705.875000 Penalty: 4786.854004 Iteration 29Q: 3 clusters Score -2064706 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -2064724.250000 Penalty: 4786.854004 Iteration 30Q: 3 clusters Score -2064724 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 15083 members Entering Unmasked Estep Score: -2064728.250000 Penalty: 4786.854004 Iteration 31Q: 3 clusters Score -2064728 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -2064741.000000 Penalty: 4786.854004 Iteration 32Q: 3 clusters Score -2064741 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 15101 members Entering Unmasked Estep Score: -2064751.000000 Penalty: 4786.854004 Iteration 33Q: 3 clusters Score -2064751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 15104 members Entering Unmasked Estep Score: -2064757.125000 Penalty: 4786.854004 Iteration 34Q: 3 clusters Score -2064757 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 15106 members Entering Unmasked Estep Score: -2064759.875000 Penalty: 4786.854004 Iteration 35Q: 3 clusters Score -2064760 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 15108 members Entering Unmasked Estep Score: -2064765.000000 Penalty: 4786.854004 Iteration 36Q: 3 clusters Score -2064765 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 15115 members Entering Unmasked Estep Score: -2064774.250000 Penalty: 4786.854004 Iteration 37Q: 3 clusters Score -2064774 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 15116 members Entering Unmasked Estep Score: -2064772.250000 Penalty: 4786.854004 Iteration 38Q: 3 clusters Score -2064772 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 15117 members Entering Unmasked Estep Score: -2064776.125000 Penalty: 4786.854004 Iteration 39Q: 3 clusters Score -2064776 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 15119 members Entering Unmasked Estep Score: -2064777.125000 Penalty: 4786.854004 Iteration 40F: 3 clusters Score -2064777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 15121 members Entering Unmasked Estep Score: -2064779.000000 Penalty: 4786.854004 Iteration 41Q: 3 clusters Score -2064779 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 15123 members Entering Unmasked Estep Score: -2064778.875000 Penalty: 4786.854004 Iteration 42Q: 3 clusters Score -2064779 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 15125 members Entering Unmasked Estep Score: -2064784.500000 Penalty: 4786.854004 Iteration 43Q: 3 clusters Score -2064784 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 15128 members Entering Unmasked Estep Score: -2064787.125000 Penalty: 4786.854004 Iteration 44Q: 3 clusters Score -2064787 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 15131 members Entering Unmasked Estep Score: -2064788.000000 Penalty: 4786.854004 Iteration 45Q: 3 clusters Score -2064788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 15134 members Entering Unmasked Estep Score: -2064790.250000 Penalty: 4786.854004 Iteration 46Q: 3 clusters Score -2064790 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 15135 members Entering Unmasked Estep Score: -2064790.375000 Penalty: 4786.854004 Iteration 47Q: 3 clusters Score -2064790 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 15137 members Entering Unmasked Estep Score: -2064791.000000 Penalty: 4786.854004 Iteration 48Q: 3 clusters Score -2064791 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 15137 members Entering Unmasked Estep Score: -2064791.000000 Penalty: 4786.854004 Iteration 49F: 3 clusters Score -2064791 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15544 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15544 members Entering Unmasked Estep Score: -2065130.875000 Penalty: 2393.554688 Iteration 0F: 2 clusters Score -2065131 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7830 members Mstep: Class 2 contains 7714 members Entering Unmasked Estep Score: -2053974.125000 Penalty: 4787.109375 Iteration 0F: 3 clusters Score -2053974 nChanged 6697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8173 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -2057604.875000 Penalty: 4787.109375 Iteration 1F: 3 clusters Score -2057605 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 7141 members Entering Unmasked Estep Score: -2058031.750000 Penalty: 4787.109375 Iteration 2F: 3 clusters Score -2058032 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -2058373.750000 Penalty: 4787.109375 Iteration 3Q: 3 clusters Score -2058374 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8956 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -2058698.625000 Penalty: 4787.109375 Iteration 4Q: 3 clusters Score -2058699 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9299 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -2058994.875000 Penalty: 4787.109375 Iteration 5Q: 3 clusters Score -2058995 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 5896 members Entering Unmasked Estep Score: -2059273.250000 Penalty: 4787.109375 Iteration 6Q: 3 clusters Score -2059273 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 5512 members Entering Unmasked Estep Score: -2059534.625000 Penalty: 4787.109375 Iteration 7Q: 3 clusters Score -2059535 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10473 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -2059863.500000 Penalty: 4787.109375 Iteration 8Q: 3 clusters Score -2059864 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10973 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -2060238.750000 Penalty: 4787.109375 Iteration 9Q: 3 clusters Score -2060239 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11491 members Mstep: Class 2 contains 4053 members Entering Unmasked Estep Score: -2060637.000000 Penalty: 4787.109375 Iteration 10Q: 3 clusters Score -2060637 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 3551 members Entering Unmasked Estep Score: -2061072.250000 Penalty: 4787.109375 Iteration 11Q: 3 clusters Score -2061072 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12448 members Mstep: Class 2 contains 3096 members Entering Unmasked Estep Score: -2061528.875000 Penalty: 4787.109375 Iteration 12Q: 3 clusters Score -2061529 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12855 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -2061971.625000 Penalty: 4787.109375 Iteration 13Q: 3 clusters Score -2061972 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13146 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -2062294.000000 Penalty: 4787.109375 Iteration 14Q: 3 clusters Score -2062294 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13392 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -2062523.375000 Penalty: 4787.109375 Iteration 15Q: 3 clusters Score -2062523 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13560 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -2062676.625000 Penalty: 4787.109375 Iteration 16Q: 3 clusters Score -2062677 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13699 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -2062773.125000 Penalty: 4787.109375 Iteration 17Q: 3 clusters Score -2062773 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13798 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -2062838.500000 Penalty: 4787.109375 Iteration 18Q: 3 clusters Score -2062838 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13880 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -2062892.875000 Penalty: 4787.109375 Iteration 19Q: 3 clusters Score -2062893 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13956 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -2062935.875000 Penalty: 4787.109375 Iteration 20F: 3 clusters Score -2062936 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14014 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -2062960.875000 Penalty: 4787.109375 Iteration 21Q: 3 clusters Score -2062961 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14069 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -2062989.000000 Penalty: 4787.109375 Iteration 22Q: 3 clusters Score -2062989 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14119 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -2063011.375000 Penalty: 4787.109375 Iteration 23Q: 3 clusters Score -2063011 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14157 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -2063028.875000 Penalty: 4787.109375 Iteration 24Q: 3 clusters Score -2063029 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14186 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -2063041.125000 Penalty: 4787.109375 Iteration 25Q: 3 clusters Score -2063041 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14215 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -2063050.375000 Penalty: 4787.109375 Iteration 26Q: 3 clusters Score -2063050 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -2063059.375000 Penalty: 4787.109375 Iteration 27Q: 3 clusters Score -2063059 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -2063071.000000 Penalty: 4787.109375 Iteration 28Q: 3 clusters Score -2063071 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14287 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -2063079.625000 Penalty: 4787.109375 Iteration 29Q: 3 clusters Score -2063080 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14307 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -2063086.875000 Penalty: 4787.109375 Iteration 30Q: 3 clusters Score -2063087 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -2063096.625000 Penalty: 4787.109375 Iteration 31Q: 3 clusters Score -2063097 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -2063102.250000 Penalty: 4787.109375 Iteration 32Q: 3 clusters Score -2063102 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14357 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -2063107.750000 Penalty: 4787.109375 Iteration 33Q: 3 clusters Score -2063108 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14373 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -2063113.375000 Penalty: 4787.109375 Iteration 34Q: 3 clusters Score -2063113 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14383 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -2063121.125000 Penalty: 4787.109375 Iteration 35Q: 3 clusters Score -2063121 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14391 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -2063122.875000 Penalty: 4787.109375 Iteration 36Q: 3 clusters Score -2063123 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14399 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -2063125.000000 Penalty: 4787.109375 Iteration 37Q: 3 clusters Score -2063125 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -2063125.125000 Penalty: 4787.109375 Iteration 38Q: 3 clusters Score -2063125 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14403 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -2063125.500000 Penalty: 4787.109375 Iteration 39Q: 3 clusters Score -2063126 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14409 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -2063129.125000 Penalty: 4787.109375 Iteration 40F: 3 clusters Score -2063129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -2063130.625000 Penalty: 4787.109375 Iteration 41Q: 3 clusters Score -2063131 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -2063130.625000 Penalty: 4787.109375 Iteration 42F: 3 clusters Score -2063131 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (46515 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46515 members Entering Unmasked Estep Score: -6273942.500000 Penalty: 2665.387451 Iteration 0F: 2 clusters Score -6273942 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23188 members Mstep: Class 2 contains 23327 members Entering Unmasked Estep Score: -6242657.000000 Penalty: 5330.774902 Iteration 0F: 3 clusters Score -6242657 nChanged 21349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22965 members Mstep: Class 2 contains 23550 members Entering Unmasked Estep Score: -6254578.500000 Penalty: 5330.774902 Iteration 1F: 3 clusters Score -6254578 nChanged 1834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22845 members Mstep: Class 2 contains 23670 members Entering Unmasked Estep Score: -6255079.500000 Penalty: 5330.774902 Iteration 2Q: 3 clusters Score -6255080 nChanged 1654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22735 members Mstep: Class 2 contains 23780 members Entering Unmasked Estep Score: -6255496.000000 Penalty: 5330.774902 Iteration 3Q: 3 clusters Score -6255496 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22643 members Mstep: Class 2 contains 23872 members Entering Unmasked Estep Score: -6255943.500000 Penalty: 5330.774902 Iteration 4Q: 3 clusters Score -6255944 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22604 members Mstep: Class 2 contains 23911 members Entering Unmasked Estep Score: -6256464.000000 Penalty: 5330.774902 Iteration 5Q: 3 clusters Score -6256464 nChanged 1672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22550 members Mstep: Class 2 contains 23965 members Entering Unmasked Estep Score: -6257012.500000 Penalty: 5330.774902 Iteration 6Q: 3 clusters Score -6257012 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22412 members Mstep: Class 2 contains 24103 members Entering Unmasked Estep Score: -6257594.000000 Penalty: 5330.774902 Iteration 7Q: 3 clusters Score -6257594 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22212 members Mstep: Class 2 contains 24303 members Entering Unmasked Estep Score: -6258233.000000 Penalty: 5330.774902 Iteration 8Q: 3 clusters Score -6258233 nChanged 1836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21882 members Mstep: Class 2 contains 24633 members Entering Unmasked Estep Score: -6258937.000000 Penalty: 5330.774902 Iteration 9Q: 3 clusters Score -6258937 nChanged 1782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21438 members Mstep: Class 2 contains 25077 members Entering Unmasked Estep Score: -6259582.000000 Penalty: 5330.774902 Iteration 10Q: 3 clusters Score -6259582 nChanged 1674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20896 members Mstep: Class 2 contains 25619 members Entering Unmasked Estep Score: -6260152.000000 Penalty: 5330.774902 Iteration 11Q: 3 clusters Score -6260152 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20252 members Mstep: Class 2 contains 26263 members Entering Unmasked Estep Score: -6260613.000000 Penalty: 5330.774902 Iteration 12Q: 3 clusters Score -6260613 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19434 members Mstep: Class 2 contains 27081 members Entering Unmasked Estep Score: -6261052.000000 Penalty: 5330.774902 Iteration 13Q: 3 clusters Score -6261052 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18403 members Mstep: Class 2 contains 28112 members Entering Unmasked Estep Score: -6261556.000000 Penalty: 5330.774902 Iteration 14Q: 3 clusters Score -6261556 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17239 members Mstep: Class 2 contains 29276 members Entering Unmasked Estep Score: -6262022.000000 Penalty: 5330.774902 Iteration 15Q: 3 clusters Score -6262022 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15886 members Mstep: Class 2 contains 30629 members Entering Unmasked Estep Score: -6262564.500000 Penalty: 5330.774902 Iteration 16Q: 3 clusters Score -6262564 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14334 members Mstep: Class 2 contains 32181 members Entering Unmasked Estep Score: -6263272.500000 Penalty: 5330.774902 Iteration 17Q: 3 clusters Score -6263272 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12567 members Mstep: Class 2 contains 33948 members Entering Unmasked Estep Score: -6264047.500000 Penalty: 5330.774902 Iteration 18Q: 3 clusters Score -6264048 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10574 members Mstep: Class 2 contains 35941 members Entering Unmasked Estep Score: -6265063.000000 Penalty: 5330.774902 Iteration 19Q: 3 clusters Score -6265063 nChanged 2079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8497 members Mstep: Class 2 contains 38018 members Entering Unmasked Estep Score: -6266217.500000 Penalty: 5330.774902 Iteration 20F: 3 clusters Score -6266218 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6445 members Mstep: Class 2 contains 40070 members Entering Unmasked Estep Score: -6267536.500000 Penalty: 5330.774902 Iteration 21Q: 3 clusters Score -6267536 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4594 members Mstep: Class 2 contains 41921 members Entering Unmasked Estep Score: -6268818.500000 Penalty: 5330.774902 Iteration 22Q: 3 clusters Score -6268818 nChanged 1445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3151 members Mstep: Class 2 contains 43364 members Entering Unmasked Estep Score: -6269812.000000 Penalty: 5330.774902 Iteration 23Q: 3 clusters Score -6269812 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 44337 members Entering Unmasked Estep Score: -6270464.500000 Penalty: 5330.774902 Iteration 24Q: 3 clusters Score -6270464 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 44943 members Entering Unmasked Estep Score: -6270848.500000 Penalty: 5330.774902 Iteration 25Q: 3 clusters Score -6270848 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 45312 members Entering Unmasked Estep Score: -6271133.500000 Penalty: 5330.774902 Iteration 26Q: 3 clusters Score -6271134 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 45531 members Entering Unmasked Estep Score: -6271268.000000 Penalty: 5330.774902 Iteration 27Q: 3 clusters Score -6271268 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 45665 members Entering Unmasked Estep Score: -6271352.500000 Penalty: 5330.774902 Iteration 28Q: 3 clusters Score -6271352 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 45747 members Entering Unmasked Estep Score: -6271406.000000 Penalty: 5330.774902 Iteration 29Q: 3 clusters Score -6271406 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 45810 members Entering Unmasked Estep Score: -6271456.500000 Penalty: 5330.774902 Iteration 30Q: 3 clusters Score -6271456 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 45861 members Entering Unmasked Estep Score: -6271500.000000 Penalty: 5330.774902 Iteration 31Q: 3 clusters Score -6271500 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 45890 members Entering Unmasked Estep Score: -6271525.500000 Penalty: 5330.774902 Iteration 32Q: 3 clusters Score -6271526 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 45913 members Entering Unmasked Estep Score: -6271560.000000 Penalty: 5330.774902 Iteration 33Q: 3 clusters Score -6271560 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 45934 members Entering Unmasked Estep Score: -6271570.000000 Penalty: 5330.774902 Iteration 34Q: 3 clusters Score -6271570 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 45955 members Entering Unmasked Estep Score: -6271601.500000 Penalty: 5330.774902 Iteration 35Q: 3 clusters Score -6271602 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 45972 members Entering Unmasked Estep Score: -6271617.000000 Penalty: 5330.774902 Iteration 36Q: 3 clusters Score -6271617 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 45980 members Entering Unmasked Estep Score: -6271627.000000 Penalty: 5330.774902 Iteration 37Q: 3 clusters Score -6271627 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 45988 members Entering Unmasked Estep Score: -6271629.500000 Penalty: 5330.774902 Iteration 38Q: 3 clusters Score -6271630 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 45997 members Entering Unmasked Estep Score: -6271635.000000 Penalty: 5330.774902 Iteration 39Q: 3 clusters Score -6271635 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 46005 members Entering Unmasked Estep Score: -6271644.000000 Penalty: 5330.774902 Iteration 40F: 3 clusters Score -6271644 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 46014 members Entering Unmasked Estep Score: -6271658.000000 Penalty: 5330.774902 Iteration 41Q: 3 clusters Score -6271658 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 46023 members Entering Unmasked Estep Score: -6271673.500000 Penalty: 5330.774902 Iteration 42Q: 3 clusters Score -6271674 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 46032 members Entering Unmasked Estep Score: -6271682.000000 Penalty: 5330.774902 Iteration 43Q: 3 clusters Score -6271682 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 46038 members Entering Unmasked Estep Score: -6271688.000000 Penalty: 5330.774902 Iteration 44Q: 3 clusters Score -6271688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 46042 members Entering Unmasked Estep Score: -6271695.000000 Penalty: 5330.774902 Iteration 45Q: 3 clusters Score -6271695 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 46045 members Entering Unmasked Estep Score: -6271696.000000 Penalty: 5330.774902 Iteration 46Q: 3 clusters Score -6271696 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 46046 members Entering Unmasked Estep Score: -6271693.000000 Penalty: 5330.774902 Iteration 47Q: 3 clusters Score -6271693 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 46051 members Entering Unmasked Estep Score: -6271695.500000 Penalty: 5330.774902 Iteration 48Q: 3 clusters Score -6271696 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 46056 members Entering Unmasked Estep Score: -6271706.000000 Penalty: 5330.774902 Iteration 49Q: 3 clusters Score -6271706 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 46059 members Entering Unmasked Estep Score: -6271708.500000 Penalty: 5330.774902 Iteration 50Q: 3 clusters Score -6271708 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 46063 members Entering Unmasked Estep Score: -6271710.500000 Penalty: 5330.774902 Iteration 51Q: 3 clusters Score -6271710 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 46068 members Entering Unmasked Estep Score: -6271720.000000 Penalty: 5330.774902 Iteration 52Q: 3 clusters Score -6271720 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 46072 members Entering Unmasked Estep Score: -6271721.000000 Penalty: 5330.774902 Iteration 53Q: 3 clusters Score -6271721 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 46074 members Entering Unmasked Estep Score: -6271723.500000 Penalty: 5330.774902 Iteration 54Q: 3 clusters Score -6271724 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 46077 members Entering Unmasked Estep Score: -6271725.000000 Penalty: 5330.774902 Iteration 55Q: 3 clusters Score -6271725 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 46079 members Entering Unmasked Estep Score: -6271731.000000 Penalty: 5330.774902 Iteration 56Q: 3 clusters Score -6271731 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 46079 members Entering Unmasked Estep Score: -6271731.000000 Penalty: 5330.774902 Iteration 57F: 3 clusters Score -6271731 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Entering Unmasked Estep Score: -427695.968750 Penalty: 2012.500732 Iteration 0F: 2 clusters Score -427696 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -424278.562500 Penalty: 4025.001465 Iteration 0F: 3 clusters Score -424278.6 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -424944.312500 Penalty: 4025.001465 Iteration 1F: 3 clusters Score -424944.3 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -425066.656250 Penalty: 4025.001465 Iteration 2F: 3 clusters Score -425066.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -425143.562500 Penalty: 4025.001465 Iteration 3Q: 3 clusters Score -425143.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -425209.750000 Penalty: 4025.001465 Iteration 4Q: 3 clusters Score -425209.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -425256.750000 Penalty: 4025.001465 Iteration 5Q: 3 clusters Score -425256.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -425296.031250 Penalty: 4025.001465 Iteration 6Q: 3 clusters Score -425296 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -425319.750000 Penalty: 4025.001465 Iteration 7Q: 3 clusters Score -425319.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -425344.687500 Penalty: 4025.001465 Iteration 8Q: 3 clusters Score -425344.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -425371.156250 Penalty: 4025.001465 Iteration 9Q: 3 clusters Score -425371.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -425388.593750 Penalty: 4025.001465 Iteration 10Q: 3 clusters Score -425388.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -425409.281250 Penalty: 4025.001465 Iteration 11Q: 3 clusters Score -425409.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -425422.312500 Penalty: 4025.001465 Iteration 12Q: 3 clusters Score -425422.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -425432.468750 Penalty: 4025.001465 Iteration 13Q: 3 clusters Score -425432.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -425442.375000 Penalty: 4025.001465 Iteration 14Q: 3 clusters Score -425442.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -425450.031250 Penalty: 4025.001465 Iteration 15Q: 3 clusters Score -425450 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -425458.843750 Penalty: 4025.001465 Iteration 16Q: 3 clusters Score -425458.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -425466.250000 Penalty: 4025.001465 Iteration 17Q: 3 clusters Score -425466.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -425473.781250 Penalty: 4025.001465 Iteration 18Q: 3 clusters Score -425473.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -425481.375000 Penalty: 4025.001465 Iteration 19Q: 3 clusters Score -425481.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -425488.281250 Penalty: 4025.001465 Iteration 20F: 3 clusters Score -425488.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -425494.437500 Penalty: 4025.001465 Iteration 21Q: 3 clusters Score -425494.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -425497.375000 Penalty: 4025.001465 Iteration 22Q: 3 clusters Score -425497.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -425502.812500 Penalty: 4025.001465 Iteration 23Q: 3 clusters Score -425502.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -425506.375000 Penalty: 4025.001465 Iteration 24Q: 3 clusters Score -425506.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -425511.812500 Penalty: 4025.001465 Iteration 25Q: 3 clusters Score -425511.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -425518.687500 Penalty: 4025.001465 Iteration 26Q: 3 clusters Score -425518.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -425524.125000 Penalty: 4025.001465 Iteration 27Q: 3 clusters Score -425524.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -425529.343750 Penalty: 4025.001465 Iteration 28Q: 3 clusters Score -425529.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -425533.906250 Penalty: 4025.001465 Iteration 29Q: 3 clusters Score -425533.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -425541.000000 Penalty: 4025.001465 Iteration 30Q: 3 clusters Score -425541 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -425548.875000 Penalty: 4025.001465 Iteration 31Q: 3 clusters Score -425548.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -425560.125000 Penalty: 4025.001465 Iteration 32Q: 3 clusters Score -425560.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -425569.218750 Penalty: 4025.001465 Iteration 33Q: 3 clusters Score -425569.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -425577.593750 Penalty: 4025.001465 Iteration 34Q: 3 clusters Score -425577.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -425593.562500 Penalty: 4025.001465 Iteration 35Q: 3 clusters Score -425593.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -425615.156250 Penalty: 4025.001465 Iteration 36Q: 3 clusters Score -425615.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -425632.843750 Penalty: 4025.001465 Iteration 37Q: 3 clusters Score -425632.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -425653.687500 Penalty: 4025.001465 Iteration 38Q: 3 clusters Score -425653.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -425673.843750 Penalty: 4025.001465 Iteration 39Q: 3 clusters Score -425673.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -425691.718750 Penalty: 4025.001465 Iteration 40F: 3 clusters Score -425691.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -425711.781250 Penalty: 4025.001465 Iteration 41Q: 3 clusters Score -425711.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -425729.718750 Penalty: 4025.001465 Iteration 42Q: 3 clusters Score -425729.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -425746.281250 Penalty: 4025.001465 Iteration 43Q: 3 clusters Score -425746.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -425765.406250 Penalty: 4025.001465 Iteration 44Q: 3 clusters Score -425765.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -425784.656250 Penalty: 4025.001465 Iteration 45Q: 3 clusters Score -425784.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -425801.000000 Penalty: 4025.001465 Iteration 46Q: 3 clusters Score -425801 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -425817.468750 Penalty: 4025.001465 Iteration 47Q: 3 clusters Score -425817.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -425827.468750 Penalty: 4025.001465 Iteration 48Q: 3 clusters Score -425827.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -425837.218750 Penalty: 4025.001465 Iteration 49Q: 3 clusters Score -425837.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -425853.156250 Penalty: 4025.001465 Iteration 50Q: 3 clusters Score -425853.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -425868.062500 Penalty: 4025.001465 Iteration 51Q: 3 clusters Score -425868.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -425883.593750 Penalty: 4025.001465 Iteration 52Q: 3 clusters Score -425883.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -425900.875000 Penalty: 4025.001465 Iteration 53Q: 3 clusters Score -425900.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -425921.843750 Penalty: 4025.001465 Iteration 54Q: 3 clusters Score -425921.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -425935.468750 Penalty: 4025.001465 Iteration 55Q: 3 clusters Score -425935.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -425949.218750 Penalty: 4025.001465 Iteration 56Q: 3 clusters Score -425949.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -425963.125000 Penalty: 4025.001465 Iteration 57Q: 3 clusters Score -425963.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -425976.906250 Penalty: 4025.001465 Iteration 58Q: 3 clusters Score -425976.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -425993.843750 Penalty: 4025.001465 Iteration 59Q: 3 clusters Score -425993.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -426010.312500 Penalty: 4025.001465 Iteration 60F: 3 clusters Score -426010.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -426029.000000 Penalty: 4025.001465 Iteration 61Q: 3 clusters Score -426029 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -426055.781250 Penalty: 4025.001465 Iteration 62Q: 3 clusters Score -426055.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -426089.062500 Penalty: 4025.001465 Iteration 63Q: 3 clusters Score -426089.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -426115.343750 Penalty: 4025.001465 Iteration 64Q: 3 clusters Score -426115.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -426142.687500 Penalty: 4025.001465 Iteration 65Q: 3 clusters Score -426142.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -426162.656250 Penalty: 4025.001465 Iteration 66Q: 3 clusters Score -426162.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -426183.250000 Penalty: 4025.001465 Iteration 67Q: 3 clusters Score -426183.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -426201.750000 Penalty: 4025.001465 Iteration 68Q: 3 clusters Score -426201.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -426222.500000 Penalty: 4025.001465 Iteration 69Q: 3 clusters Score -426222.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -426240.218750 Penalty: 4025.001465 Iteration 70Q: 3 clusters Score -426240.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -426250.031250 Penalty: 4025.001465 Iteration 71Q: 3 clusters Score -426250 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -426257.812500 Penalty: 4025.001465 Iteration 72Q: 3 clusters Score -426257.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -426263.125000 Penalty: 4025.001465 Iteration 73Q: 3 clusters Score -426263.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -426267.093750 Penalty: 4025.001465 Iteration 74Q: 3 clusters Score -426267.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -426269.125000 Penalty: 4025.001465 Iteration 75Q: 3 clusters Score -426269.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -426272.187500 Penalty: 4025.001465 Iteration 76Q: 3 clusters Score -426272.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -426274.625000 Penalty: 4025.001465 Iteration 77Q: 3 clusters Score -426274.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -426275.531250 Penalty: 4025.001465 Iteration 78Q: 3 clusters Score -426275.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -426276.125000 Penalty: 4025.001465 Iteration 79Q: 3 clusters Score -426276.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -426276.250000 Penalty: 4025.001465 Iteration 80F: 3 clusters Score -426276.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Entering Unmasked Estep Score: -145693.062500 Penalty: 1761.827759 Iteration 0F: 2 clusters Score -145693.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -143634.046875 Penalty: 3523.655518 Iteration 0F: 3 clusters Score -143634 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -144148.968750 Penalty: 3523.655518 Iteration 1F: 3 clusters Score -144149 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -144696.359375 Penalty: 3523.655518 Iteration 2F: 3 clusters Score -144696.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -145129.046875 Penalty: 3523.655518 Iteration 3F: 3 clusters Score -145129 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -145615.921875 Penalty: 3523.655518 Iteration 4F: 3 clusters Score -145615.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -146176.640625 Penalty: 3523.655518 Iteration 5F: 3 clusters Score -146176.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -146513.015625 Penalty: 3523.655518 Iteration 6Q: 3 clusters Score -146513 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -146750.765625 Penalty: 3523.655518 Iteration 7Q: 3 clusters Score -146750.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -146890.390625 Penalty: 3523.655518 Iteration 8Q: 3 clusters Score -146890.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -146979.296875 Penalty: 3523.655518 Iteration 9Q: 3 clusters Score -146979.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -147106.546875 Penalty: 3523.655518 Iteration 10Q: 3 clusters Score -147106.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -147143.468750 Penalty: 3523.655518 Iteration 11Q: 3 clusters Score -147143.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -147159.562500 Penalty: 3523.655518 Iteration 12Q: 3 clusters Score -147159.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -147163.890625 Penalty: 3523.655518 Iteration 13Q: 3 clusters Score -147163.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -147165.234375 Penalty: 3523.655518 Iteration 14Q: 3 clusters Score -147165.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -147165.234375 Penalty: 3523.655518 Iteration 15F: 3 clusters Score -147165.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10354 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 864 members Mstep: Class 21 contains 318 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 1067 members Mstep: Class 26 contains 353 members Entering Unmasked Estep Score: -85898648.000000 Penalty: 86358.609375 Splitting cluster 20 changes total score from -85898824.000000 to -85898648.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (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: -30034.210938 Penalty: 1428.988770 Iteration 0F: 2 clusters Score -30034.21 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: -29073.019531 Penalty: 2857.977539 Iteration 0F: 3 clusters Score -29073.02 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -29550.783203 Penalty: 2857.977539 Iteration 1F: 3 clusters Score -29550.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -29693.433594 Penalty: 2857.977539 Iteration 2F: 3 clusters Score -29693.43 nChanged 6 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: -29733.626953 Penalty: 2857.977539 Iteration 3Q: 3 clusters Score -29733.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -29749.496094 Penalty: 2857.977539 Iteration 4Q: 3 clusters Score -29749.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -29753.150391 Penalty: 2857.977539 Iteration 5Q: 3 clusters Score -29753.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -29753.150391 Penalty: 2857.977539 Iteration 6F: 3 clusters Score -29753.15 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (140823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140823 members Entering Unmasked Estep Score: -18957340.000000 Penalty: 2940.104248 Iteration 0F: 2 clusters Score -1.895734e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70283 members Mstep: Class 2 contains 70540 members Entering Unmasked Estep Score: -18866204.000000 Penalty: 5880.208496 Iteration 0F: 3 clusters Score -1.88662e+07 nChanged 67389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67004 members Mstep: Class 2 contains 73819 members Entering Unmasked Estep Score: -18905926.000000 Penalty: 5880.208496 Iteration 1F: 3 clusters Score -1.890593e+07 nChanged 4984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64770 members Mstep: Class 2 contains 76053 members Entering Unmasked Estep Score: -18907156.000000 Penalty: 5880.208496 Iteration 2Q: 3 clusters Score -1.890716e+07 nChanged 5859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61299 members Mstep: Class 2 contains 79524 members Entering Unmasked Estep Score: -18909162.000000 Penalty: 5880.208496 Iteration 3Q: 3 clusters Score -1.890916e+07 nChanged 7359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56036 members Mstep: Class 2 contains 84787 members Entering Unmasked Estep Score: -18912762.000000 Penalty: 5880.208496 Iteration 4F: 3 clusters Score -1.891276e+07 nChanged 9231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48805 members Mstep: Class 2 contains 92018 members Entering Unmasked Estep Score: -18918210.000000 Penalty: 5880.208496 Iteration 5F: 3 clusters Score -1.891821e+07 nChanged 10622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40037 members Mstep: Class 2 contains 100786 members Entering Unmasked Estep Score: -18925168.000000 Penalty: 5880.208496 Iteration 6F: 3 clusters Score -1.892517e+07 nChanged 10569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30780 members Mstep: Class 2 contains 110043 members Entering Unmasked Estep Score: -18932822.000000 Penalty: 5880.208496 Iteration 7F: 3 clusters Score -1.893282e+07 nChanged 9231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22311 members Mstep: Class 2 contains 118512 members Entering Unmasked Estep Score: -18939382.000000 Penalty: 5880.208496 Iteration 8F: 3 clusters Score -1.893938e+07 nChanged 7308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15331 members Mstep: Class 2 contains 125492 members Entering Unmasked Estep Score: -18944348.000000 Penalty: 5880.208496 Iteration 9F: 3 clusters Score -1.894435e+07 nChanged 5397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10010 members Mstep: Class 2 contains 130813 members Entering Unmasked Estep Score: -18948356.000000 Penalty: 5880.208496 Iteration 10Q: 3 clusters Score -1.894836e+07 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 134599 members Entering Unmasked Estep Score: -18951110.000000 Penalty: 5880.208496 Iteration 11Q: 3 clusters Score -1.895111e+07 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 137031 members Entering Unmasked Estep Score: -18952834.000000 Penalty: 5880.208496 Iteration 12Q: 3 clusters Score -1.895283e+07 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 138452 members Entering Unmasked Estep Score: -18953722.000000 Penalty: 5880.208496 Iteration 13Q: 3 clusters Score -1.895372e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 139237 members Entering Unmasked Estep Score: -18954166.000000 Penalty: 5880.208496 Iteration 14Q: 3 clusters Score -1.895417e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 139689 members Entering Unmasked Estep Score: -18954406.000000 Penalty: 5880.208496 Iteration 15Q: 3 clusters Score -1.895441e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 139924 members Entering Unmasked Estep Score: -18954536.000000 Penalty: 5880.208496 Iteration 16Q: 3 clusters Score -1.895454e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 140061 members Entering Unmasked Estep Score: -18954688.000000 Penalty: 5880.208496 Iteration 17Q: 3 clusters Score -1.895469e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 140146 members Entering Unmasked Estep Score: -18954766.000000 Penalty: 5880.208496 Iteration 18Q: 3 clusters Score -1.895477e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 140191 members Entering Unmasked Estep Score: -18954802.000000 Penalty: 5880.208496 Iteration 19Q: 3 clusters Score -1.89548e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 140228 members Entering Unmasked Estep Score: -18954836.000000 Penalty: 5880.208496 Iteration 20F: 3 clusters Score -1.895484e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 140246 members Entering Unmasked Estep Score: -18954862.000000 Penalty: 5880.208496 Iteration 21Q: 3 clusters Score -1.895486e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 140266 members Entering Unmasked Estep Score: -18954892.000000 Penalty: 5880.208496 Iteration 22Q: 3 clusters Score -1.895489e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 140275 members Entering Unmasked Estep Score: -18954890.000000 Penalty: 5880.208496 Iteration 23Q: 3 clusters Score -1.895489e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 140280 members Entering Unmasked Estep Score: -18954886.000000 Penalty: 5880.208496 Iteration 24Q: 3 clusters Score -1.895489e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 140286 members Entering Unmasked Estep Score: -18954898.000000 Penalty: 5880.208496 Iteration 25Q: 3 clusters Score -1.89549e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 140293 members Entering Unmasked Estep Score: -18954900.000000 Penalty: 5880.208496 Iteration 26Q: 3 clusters Score -1.89549e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 140294 members Entering Unmasked Estep Score: -18954904.000000 Penalty: 5880.208496 Iteration 27Q: 3 clusters Score -1.89549e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 140295 members Entering Unmasked Estep Score: -18954908.000000 Penalty: 5880.208496 Iteration 28Q: 3 clusters Score -1.895491e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 140296 members Entering Unmasked Estep Score: -18954912.000000 Penalty: 5880.208496 Iteration 29Q: 3 clusters Score -1.895491e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 140298 members Entering Unmasked Estep Score: -18954914.000000 Penalty: 5880.208496 Iteration 30Q: 3 clusters Score -1.895491e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 140299 members Entering Unmasked Estep Score: -18954908.000000 Penalty: 5880.208496 Iteration 31Q: 3 clusters Score -1.895491e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 140301 members Entering Unmasked Estep Score: -18954928.000000 Penalty: 5880.208496 Iteration 32Q: 3 clusters Score -1.895493e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 140303 members Entering Unmasked Estep Score: -18954922.000000 Penalty: 5880.208496 Iteration 33Q: 3 clusters Score -1.895492e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 140306 members Entering Unmasked Estep Score: -18954920.000000 Penalty: 5880.208496 Iteration 34Q: 3 clusters Score -1.895492e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 140305 members Entering Unmasked Estep Score: -18954920.000000 Penalty: 5880.208496 Iteration 35Q: 3 clusters Score -1.895492e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 140306 members Entering Unmasked Estep Score: -18954926.000000 Penalty: 5880.208496 Iteration 36Q: 3 clusters Score -1.895493e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 140305 members Entering Unmasked Estep Score: -18954936.000000 Penalty: 5880.208496 Iteration 37Q: 3 clusters Score -1.895494e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 140305 members Entering Unmasked Estep Score: -18954936.000000 Penalty: 5880.208496 Iteration 38F: 3 clusters Score -1.895494e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (298 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Entering Unmasked Estep Score: -32928.292969 Penalty: 1412.879150 Iteration 0F: 2 clusters Score -32928.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -31680.494141 Penalty: 2825.758301 Iteration 0F: 3 clusters Score -31680.49 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -31804.261719 Penalty: 2825.758301 Iteration 1F: 3 clusters Score -31804.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -31867.990234 Penalty: 2825.758301 Iteration 2Q: 3 clusters Score -31867.99 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -31900.271484 Penalty: 2825.758301 Iteration 3Q: 3 clusters Score -31900.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -31902.572266 Penalty: 2825.758301 Iteration 4Q: 3 clusters Score -31902.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -31902.572266 Penalty: 2825.758301 Iteration 5F: 3 clusters Score -31902.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Entering Unmasked Estep Score: -587224.187500 Penalty: 2080.786621 Iteration 0F: 2 clusters Score -587224.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -583105.812500 Penalty: 4161.573242 Iteration 0F: 3 clusters Score -583105.8 nChanged 1643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2178 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -584023.812500 Penalty: 4161.573242 Iteration 1F: 3 clusters Score -584023.8 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -584221.750000 Penalty: 4161.573242 Iteration 2F: 3 clusters Score -584221.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -584365.312500 Penalty: 4161.573242 Iteration 3Q: 3 clusters Score -584365.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -584475.687500 Penalty: 4161.573242 Iteration 4Q: 3 clusters Score -584475.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -584559.312500 Penalty: 4161.573242 Iteration 5Q: 3 clusters Score -584559.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -584613.187500 Penalty: 4161.573242 Iteration 6Q: 3 clusters Score -584613.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -584654.812500 Penalty: 4161.573242 Iteration 7Q: 3 clusters Score -584654.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -584694.687500 Penalty: 4161.573242 Iteration 8Q: 3 clusters Score -584694.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -584734.625000 Penalty: 4161.573242 Iteration 9Q: 3 clusters Score -584734.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -584772.000000 Penalty: 4161.573242 Iteration 10Q: 3 clusters Score -584772 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -584815.375000 Penalty: 4161.573242 Iteration 11Q: 3 clusters Score -584815.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -584859.812500 Penalty: 4161.573242 Iteration 12Q: 3 clusters Score -584859.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -584903.187500 Penalty: 4161.573242 Iteration 13Q: 3 clusters Score -584903.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -584939.500000 Penalty: 4161.573242 Iteration 14Q: 3 clusters Score -584939.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -584973.562500 Penalty: 4161.573242 Iteration 15Q: 3 clusters Score -584973.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -585004.750000 Penalty: 4161.573242 Iteration 16Q: 3 clusters Score -585004.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -585031.250000 Penalty: 4161.573242 Iteration 17Q: 3 clusters Score -585031.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -585060.687500 Penalty: 4161.573242 Iteration 18Q: 3 clusters Score -585060.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -585096.812500 Penalty: 4161.573242 Iteration 19Q: 3 clusters Score -585096.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -585130.125000 Penalty: 4161.573242 Iteration 20F: 3 clusters Score -585130.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -585155.875000 Penalty: 4161.573242 Iteration 21Q: 3 clusters Score -585155.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -585184.250000 Penalty: 4161.573242 Iteration 22Q: 3 clusters Score -585184.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -585214.875000 Penalty: 4161.573242 Iteration 23Q: 3 clusters Score -585214.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -585237.000000 Penalty: 4161.573242 Iteration 24Q: 3 clusters Score -585237 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -585262.000000 Penalty: 4161.573242 Iteration 25Q: 3 clusters Score -585262 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -585289.812500 Penalty: 4161.573242 Iteration 26Q: 3 clusters Score -585289.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -585320.812500 Penalty: 4161.573242 Iteration 27Q: 3 clusters Score -585320.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -585342.812500 Penalty: 4161.573242 Iteration 28Q: 3 clusters Score -585342.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -585364.437500 Penalty: 4161.573242 Iteration 29Q: 3 clusters Score -585364.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -585382.500000 Penalty: 4161.573242 Iteration 30Q: 3 clusters Score -585382.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -585397.437500 Penalty: 4161.573242 Iteration 31Q: 3 clusters Score -585397.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -585408.625000 Penalty: 4161.573242 Iteration 32Q: 3 clusters Score -585408.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -585419.562500 Penalty: 4161.573242 Iteration 33Q: 3 clusters Score -585419.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -585426.937500 Penalty: 4161.573242 Iteration 34Q: 3 clusters Score -585426.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -585435.000000 Penalty: 4161.573242 Iteration 35Q: 3 clusters Score -585435 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -585438.875000 Penalty: 4161.573242 Iteration 36Q: 3 clusters Score -585438.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -585445.937500 Penalty: 4161.573242 Iteration 37Q: 3 clusters Score -585445.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -585454.125000 Penalty: 4161.573242 Iteration 38Q: 3 clusters Score -585454.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -585467.312500 Penalty: 4161.573242 Iteration 39Q: 3 clusters Score -585467.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -585480.375000 Penalty: 4161.573242 Iteration 40F: 3 clusters Score -585480.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -585485.750000 Penalty: 4161.573242 Iteration 41Q: 3 clusters Score -585485.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -585492.937500 Penalty: 4161.573242 Iteration 42Q: 3 clusters Score -585492.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -585498.062500 Penalty: 4161.573242 Iteration 43Q: 3 clusters Score -585498.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -585505.687500 Penalty: 4161.573242 Iteration 44Q: 3 clusters Score -585505.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -585510.625000 Penalty: 4161.573242 Iteration 45Q: 3 clusters Score -585510.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -585517.250000 Penalty: 4161.573242 Iteration 46Q: 3 clusters Score -585517.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -585522.312500 Penalty: 4161.573242 Iteration 47Q: 3 clusters Score -585522.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -585524.812500 Penalty: 4161.573242 Iteration 48Q: 3 clusters Score -585524.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -585525.000000 Penalty: 4161.573242 Iteration 49Q: 3 clusters Score -585525 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -585526.625000 Penalty: 4161.573242 Iteration 50Q: 3 clusters Score -585526.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -585530.187500 Penalty: 4161.573242 Iteration 51Q: 3 clusters Score -585530.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -585530.937500 Penalty: 4161.573242 Iteration 52Q: 3 clusters Score -585530.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -585535.375000 Penalty: 4161.573242 Iteration 53Q: 3 clusters Score -585535.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -585538.437500 Penalty: 4161.573242 Iteration 54Q: 3 clusters Score -585538.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -585540.750000 Penalty: 4161.573242 Iteration 55Q: 3 clusters Score -585540.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -585544.312500 Penalty: 4161.573242 Iteration 56Q: 3 clusters Score -585544.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -585543.750000 Penalty: 4161.573242 Iteration 57Q: 3 clusters Score -585543.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -585544.687500 Penalty: 4161.573242 Iteration 58Q: 3 clusters Score -585544.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -585544.687500 Penalty: 4161.573242 Iteration 59F: 3 clusters Score -585544.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1067 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Entering Unmasked Estep Score: -129198.523438 Penalty: 1729.206299 Iteration 0F: 2 clusters Score -129198.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -127196.429688 Penalty: 3458.412598 Iteration 0F: 3 clusters Score -127196.4 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -127557.578125 Penalty: 3458.412598 Iteration 1F: 3 clusters Score -127557.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -127726.585938 Penalty: 3458.412598 Iteration 2F: 3 clusters Score -127726.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -127934.281250 Penalty: 3458.412598 Iteration 3F: 3 clusters Score -127934.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -128132.617188 Penalty: 3458.412598 Iteration 4F: 3 clusters Score -128132.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -128346.640625 Penalty: 3458.412598 Iteration 5F: 3 clusters Score -128346.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -128544.156250 Penalty: 3458.412598 Iteration 6F: 3 clusters Score -128544.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -128813.914062 Penalty: 3458.412598 Iteration 7F: 3 clusters Score -128813.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -129112.820312 Penalty: 3458.412598 Iteration 8Q: 3 clusters Score -129112.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -129332.406250 Penalty: 3458.412598 Iteration 9Q: 3 clusters Score -129332.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -129625.820312 Penalty: 3458.412598 Iteration 10Q: 3 clusters Score -129625.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -130134.828125 Penalty: 3458.412598 Iteration 11Q: 3 clusters Score -130134.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -130162.492188 Penalty: 3458.412598 Iteration 12Q: 3 clusters Score -130162.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -130174.390625 Penalty: 3458.412598 Iteration 13Q: 3 clusters Score -130174.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -130174.390625 Penalty: 3458.412598 Iteration 14F: 3 clusters Score -130174.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 61262 members Mstep: Class 2 contains 10354 members Mstep: Class 3 contains 526 members Mstep: Class 4 contains 885 members Mstep: Class 5 contains 4997 members Mstep: Class 6 contains 75266 members Mstep: Class 7 contains 50375 members Mstep: Class 8 contains 49859 members Mstep: Class 9 contains 6542 members Mstep: Class 10 contains 108575 members Mstep: Class 11 contains 1715 members Mstep: Class 12 contains 40722 members Mstep: Class 13 contains 7785 members Mstep: Class 14 contains 5187 members Mstep: Class 15 contains 2319 members Mstep: Class 16 contains 15536 members Mstep: Class 17 contains 15544 members Mstep: Class 18 contains 46515 members Mstep: Class 19 contains 3344 members Mstep: Class 20 contains 1217 members Mstep: Class 21 contains 318 members Mstep: Class 22 contains 140823 members Mstep: Class 23 contains 298 members Mstep: Class 24 contains 4404 members Mstep: Class 25 contains 473 members Mstep: Class 26 contains 594 members Entering Unmasked Estep Score: -85898264.000000 Penalty: 86358.609375 Splitting cluster 25 changes total score from -85898824.000000 to -85898264.000000 So it's not getting split. --- Evaluating fit on full set of 1966367 points --- Entering Unmasked Estep Score: -256818800.000000 Penalty: 89848.531250 24->26 Clusters: Score -256818800.000000, best is -256863904.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 655455 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27144 members Mstep: Class 2 contains 27383 members Mstep: Class 3 contains 27396 members Mstep: Class 4 contains 27282 members Mstep: Class 5 contains 27323 members Mstep: Class 6 contains 27316 members Mstep: Class 7 contains 27302 members Mstep: Class 8 contains 27234 members Mstep: Class 9 contains 27304 members Mstep: Class 10 contains 27221 members Mstep: Class 11 contains 27008 members Mstep: Class 12 contains 27073 members Mstep: Class 13 contains 27507 members Mstep: Class 14 contains 27551 members Mstep: Class 15 contains 27163 members Mstep: Class 16 contains 27342 members Mstep: Class 17 contains 27569 members Mstep: Class 18 contains 27319 members Mstep: Class 19 contains 27084 members Mstep: Class 20 contains 27402 members Mstep: Class 21 contains 27613 members Mstep: Class 22 contains 27258 members Mstep: Class 23 contains 27408 members Mstep: Class 24 contains 27253 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 916.536743 but Gain 3321.484375 Score: -81855512.000000 Penalty: 76394.156250 Iteration 0F: 24 clusters Score -8.185551e+07 nChanged 625463 Entering Unmasked Mstep Mstep: Class 0 contains 2388 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 70304 members Mstep: Class 3 contains 6818 members Mstep: Class 4 contains 18050 members Mstep: Class 5 contains 3898 members Mstep: Class 6 contains 43890 members Mstep: Class 7 contains 11667 members Mstep: Class 8 contains 8408 members Mstep: Class 9 contains 72596 members Mstep: Class 10 contains 64694 members Mstep: Class 11 contains 11470 members Mstep: Class 12 contains 17094 members Mstep: Class 13 contains 13471 members Mstep: Class 14 contains 20236 members Mstep: Class 15 contains 56495 members Mstep: Class 16 contains 33169 members Mstep: Class 17 contains 39456 members Mstep: Class 18 contains 46512 members Mstep: Class 19 contains 11780 members Mstep: Class 20 contains 16861 members Mstep: Class 21 contains 15116 members Mstep: Class 23 contains 16119 members Mstep: Class 24 contains 46574 members Entering Unmasked Estep ConsiderDeletion Score: -84095280.000000 Penalty: 76394.156250 Iteration 1F: 24 clusters Score -8.409528e+07 nChanged 250118 Entering Unmasked Mstep Mstep: Class 0 contains 2173 members Mstep: Class 1 contains 5663 members Mstep: Class 2 contains 96609 members Mstep: Class 3 contains 4198 members Mstep: Class 4 contains 15434 members Mstep: Class 5 contains 3898 members Mstep: Class 6 contains 47135 members Mstep: Class 7 contains 9509 members Mstep: Class 8 contains 3532 members Mstep: Class 9 contains 92435 members Mstep: Class 10 contains 67210 members Mstep: Class 11 contains 11505 members Mstep: Class 12 contains 12576 members Mstep: Class 13 contains 10005 members Mstep: Class 14 contains 14212 members Mstep: Class 15 contains 61356 members Mstep: Class 16 contains 24430 members Mstep: Class 17 contains 35405 members Mstep: Class 18 contains 47576 members Mstep: Class 19 contains 6881 members Mstep: Class 20 contains 14491 members Mstep: Class 21 contains 12299 members Mstep: Class 23 contains 10124 members Mstep: Class 24 contains 46799 members Entering Unmasked Estep ConsiderDeletion Score: -84626256.000000 Penalty: 76394.156250 Iteration 2F: 24 clusters Score -8.462626e+07 nChanged 187146 Entering Unmasked Mstep Mstep: Class 0 contains 1755 members Mstep: Class 1 contains 5829 members Mstep: Class 2 contains 115859 members Mstep: Class 3 contains 2756 members Mstep: Class 4 contains 18429 members Mstep: Class 5 contains 4113 members Mstep: Class 6 contains 44756 members Mstep: Class 7 contains 8182 members Mstep: Class 8 contains 1706 members Mstep: Class 9 contains 106224 members Mstep: Class 10 contains 62856 members Mstep: Class 11 contains 13976 members Mstep: Class 12 contains 10158 members Mstep: Class 13 contains 6408 members Mstep: Class 14 contains 11240 members Mstep: Class 15 contains 60666 members Mstep: Class 16 contains 15068 members Mstep: Class 17 contains 34142 members Mstep: Class 18 contains 38493 members Mstep: Class 19 contains 3994 members Mstep: Class 20 contains 15971 members Mstep: Class 21 contains 12398 members Mstep: Class 23 contains 7166 members Mstep: Class 24 contains 53310 members Entering Unmasked Estep ConsiderDeletion Score: -85011168.000000 Penalty: 76394.156250 Iteration 3F: 24 clusters Score -8.501117e+07 nChanged 145077 Entering Unmasked Mstep Mstep: Class 0 contains 713 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 132631 members Mstep: Class 3 contains 2410 members Mstep: Class 4 contains 22085 members Mstep: Class 5 contains 4269 members Mstep: Class 6 contains 42192 members Mstep: Class 7 contains 8597 members Mstep: Class 8 contains 1494 members Mstep: Class 9 contains 111865 members Mstep: Class 10 contains 61056 members Mstep: Class 11 contains 16700 members Mstep: Class 12 contains 8870 members Mstep: Class 13 contains 4245 members Mstep: Class 14 contains 9766 members Mstep: Class 15 contains 55545 members Mstep: Class 16 contains 9492 members Mstep: Class 17 contains 34083 members Mstep: Class 18 contains 26410 members Mstep: Class 19 contains 1840 members Mstep: Class 20 contains 17943 members Mstep: Class 21 contains 12896 members Mstep: Class 23 contains 6223 members Mstep: Class 24 contains 57471 members Entering Unmasked Estep ConsiderDeletion Score: -85303704.000000 Penalty: 76394.156250 Iteration 4F: 24 clusters Score -8.53037e+07 nChanged 111858 Entering Unmasked Mstep Mstep: Class 0 contains 172 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 143977 members Mstep: Class 3 contains 2263 members Mstep: Class 4 contains 23462 members Mstep: Class 5 contains 4471 members Mstep: Class 6 contains 44038 members Mstep: Class 7 contains 9661 members Mstep: Class 8 contains 1482 members Mstep: Class 9 contains 113100 members Mstep: Class 10 contains 65342 members Mstep: Class 11 contains 15811 members Mstep: Class 12 contains 7712 members Mstep: Class 13 contains 3252 members Mstep: Class 14 contains 8829 members Mstep: Class 15 contains 49761 members Mstep: Class 16 contains 6160 members Mstep: Class 17 contains 33930 members Mstep: Class 18 contains 17181 members Mstep: Class 19 contains 1413 members Mstep: Class 20 contains 17957 members Mstep: Class 21 contains 13470 members Mstep: Class 23 contains 6383 members Mstep: Class 24 contains 58098 members Entering Unmasked Estep ConsiderDeletion Score: -85476624.000000 Penalty: 76394.156250 Iteration 5F: 24 clusters Score -8.547662e+07 nChanged 86947 Entering Unmasked Mstep Mstep: Class 0 contains 142 members Mstep: Class 1 contains 8123 members Mstep: Class 2 contains 147726 members Mstep: Class 3 contains 2204 members Mstep: Class 4 contains 22293 members Mstep: Class 5 contains 4651 members Mstep: Class 6 contains 51323 members Mstep: Class 7 contains 9748 members Mstep: Class 8 contains 1494 members Mstep: Class 9 contains 115109 members Mstep: Class 10 contains 73080 members Mstep: Class 11 contains 12014 members Mstep: Class 12 contains 6950 members Mstep: Class 13 contains 2958 members Mstep: Class 14 contains 8138 members Mstep: Class 15 contains 47201 members Mstep: Class 16 contains 4014 members Mstep: Class 17 contains 33336 members Mstep: Class 18 contains 10879 members Mstep: Class 19 contains 1286 members Mstep: Class 20 contains 15430 members Mstep: Class 21 contains 14231 members Mstep: Class 23 contains 6703 members Mstep: Class 24 contains 56422 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 3262.251221 but Gain 3321.484375 Score: -85591952.000000 Penalty: 73072.671875 Iteration 6F: 23 clusters Score -8.559195e+07 nChanged 64893 Entering Unmasked Mstep Mstep: Class 0 contains 133 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 149366 members Mstep: Class 3 contains 2173 members Mstep: Class 4 contains 20039 members Mstep: Class 5 contains 4867 members Mstep: Class 6 contains 57464 members Mstep: Class 7 contains 9467 members Mstep: Class 8 contains 1487 members Mstep: Class 9 contains 118111 members Mstep: Class 10 contains 79699 members Mstep: Class 11 contains 8347 members Mstep: Class 12 contains 6928 members Mstep: Class 13 contains 3060 members Mstep: Class 14 contains 8029 members Mstep: Class 15 contains 46854 members Mstep: Class 17 contains 33498 members Mstep: Class 18 contains 7094 members Mstep: Class 19 contains 1262 members Mstep: Class 20 contains 12521 members Mstep: Class 21 contains 15413 members Mstep: Class 23 contains 6881 members Mstep: Class 24 contains 53918 members Entering Unmasked Estep ConsiderDeletion Score: -85658576.000000 Penalty: 73072.671875 Iteration 7F: 23 clusters Score -8.565858e+07 nChanged 42593 Entering Unmasked Mstep Mstep: Class 0 contains 114 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 149505 members Mstep: Class 3 contains 2107 members Mstep: Class 4 contains 17547 members Mstep: Class 5 contains 5009 members Mstep: Class 6 contains 60980 members Mstep: Class 7 contains 9208 members Mstep: Class 8 contains 1481 members Mstep: Class 9 contains 120219 members Mstep: Class 10 contains 83276 members Mstep: Class 11 contains 5895 members Mstep: Class 12 contains 6772 members Mstep: Class 13 contains 3129 members Mstep: Class 14 contains 8412 members Mstep: Class 15 contains 46922 members Mstep: Class 17 contains 33825 members Mstep: Class 18 contains 5139 members Mstep: Class 19 contains 1269 members Mstep: Class 20 contains 10568 members Mstep: Class 21 contains 16910 members Mstep: Class 23 contains 6766 members Mstep: Class 24 contains 50579 members Entering Unmasked Estep ConsiderDeletion Score: -85689720.000000 Penalty: 73072.671875 Iteration 8F: 23 clusters Score -8.568972e+07 nChanged 30691 Entering Unmasked Mstep Mstep: Class 0 contains 110 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 149125 members Mstep: Class 3 contains 2042 members Mstep: Class 4 contains 15462 members Mstep: Class 5 contains 5144 members Mstep: Class 6 contains 63162 members Mstep: Class 7 contains 9151 members Mstep: Class 8 contains 1469 members Mstep: Class 9 contains 121584 members Mstep: Class 10 contains 85105 members Mstep: Class 11 contains 4520 members Mstep: Class 12 contains 6658 members Mstep: Class 13 contains 3190 members Mstep: Class 14 contains 8929 members Mstep: Class 15 contains 47559 members Mstep: Class 17 contains 34626 members Mstep: Class 18 contains 4322 members Mstep: Class 19 contains 1268 members Mstep: Class 20 contains 9328 members Mstep: Class 21 contains 18703 members Mstep: Class 23 contains 6660 members Mstep: Class 24 contains 46388 members Entering Unmasked Estep ConsiderDeletion Score: -85707416.000000 Penalty: 73072.671875 Iteration 9Q: 23 clusters Score -8.570742e+07 nChanged 24622 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 12058 members Mstep: Class 2 contains 148850 members Mstep: Class 3 contains 1990 members Mstep: Class 4 contains 13768 members Mstep: Class 5 contains 5240 members Mstep: Class 6 contains 64695 members Mstep: Class 7 contains 9164 members Mstep: Class 8 contains 1454 members Mstep: Class 9 contains 122478 members Mstep: Class 10 contains 85953 members Mstep: Class 11 contains 3719 members Mstep: Class 12 contains 6657 members Mstep: Class 13 contains 3264 members Mstep: Class 14 contains 9363 members Mstep: Class 15 contains 48371 members Mstep: Class 17 contains 36201 members Mstep: Class 18 contains 3896 members Mstep: Class 19 contains 1268 members Mstep: Class 20 contains 8296 members Mstep: Class 21 contains 20798 members Mstep: Class 23 contains 6511 members Mstep: Class 24 contains 41352 members Entering Unmasked Estep ConsiderDeletion Score: -85721288.000000 Penalty: 73072.671875 Iteration 10Q: 23 clusters Score -8.572129e+07 nChanged 21423 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 13046 members Mstep: Class 2 contains 148585 members Mstep: Class 3 contains 1938 members Mstep: Class 4 contains 12375 members Mstep: Class 5 contains 5288 members Mstep: Class 6 contains 65842 members Mstep: Class 7 contains 9280 members Mstep: Class 8 contains 1448 members Mstep: Class 9 contains 123071 members Mstep: Class 10 contains 86270 members Mstep: Class 11 contains 3231 members Mstep: Class 12 contains 6666 members Mstep: Class 13 contains 3342 members Mstep: Class 14 contains 9685 members Mstep: Class 15 contains 49282 members Mstep: Class 17 contains 38265 members Mstep: Class 18 contains 3692 members Mstep: Class 19 contains 1266 members Mstep: Class 20 contains 7331 members Mstep: Class 21 contains 23251 members Mstep: Class 23 contains 6435 members Mstep: Class 24 contains 35757 members Entering Unmasked Estep ConsiderDeletion Score: -85733360.000000 Penalty: 73072.671875 Iteration 11Q: 23 clusters Score -8.573336e+07 nChanged 19250 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 13907 members Mstep: Class 2 contains 148308 members Mstep: Class 3 contains 1915 members Mstep: Class 4 contains 11202 members Mstep: Class 5 contains 5310 members Mstep: Class 6 contains 66822 members Mstep: Class 7 contains 9490 members Mstep: Class 8 contains 1444 members Mstep: Class 9 contains 123376 members Mstep: Class 10 contains 86183 members Mstep: Class 11 contains 2940 members Mstep: Class 12 contains 6683 members Mstep: Class 13 contains 3436 members Mstep: Class 14 contains 9823 members Mstep: Class 15 contains 50245 members Mstep: Class 17 contains 40813 members Mstep: Class 18 contains 3576 members Mstep: Class 19 contains 1266 members Mstep: Class 20 contains 6398 members Mstep: Class 21 contains 25731 members Mstep: Class 23 contains 6384 members Mstep: Class 24 contains 30094 members Entering Unmasked Estep ConsiderDeletion Score: -85743776.000000 Penalty: 73072.671875 Iteration 12Q: 23 clusters Score -8.574378e+07 nChanged 17666 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 148018 members Mstep: Class 3 contains 1866 members Mstep: Class 4 contains 10188 members Mstep: Class 5 contains 5341 members Mstep: Class 6 contains 67615 members Mstep: Class 7 contains 9710 members Mstep: Class 8 contains 1441 members Mstep: Class 9 contains 123495 members Mstep: Class 10 contains 85760 members Mstep: Class 11 contains 2760 members Mstep: Class 12 contains 6706 members Mstep: Class 13 contains 3548 members Mstep: Class 14 contains 9902 members Mstep: Class 15 contains 51177 members Mstep: Class 17 contains 43648 members Mstep: Class 18 contains 3529 members Mstep: Class 19 contains 1270 members Mstep: Class 20 contains 5470 members Mstep: Class 21 contains 28209 members Mstep: Class 23 contains 6358 members Mstep: Class 24 contains 24654 members Entering Unmasked Estep ConsiderDeletion Score: -85753584.000000 Penalty: 73072.671875 Iteration 13Q: 23 clusters Score -8.575358e+07 nChanged 16007 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15268 members Mstep: Class 2 contains 147730 members Mstep: Class 3 contains 1849 members Mstep: Class 4 contains 9347 members Mstep: Class 5 contains 5363 members Mstep: Class 6 contains 68300 members Mstep: Class 7 contains 9961 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 123481 members Mstep: Class 10 contains 85132 members Mstep: Class 11 contains 2609 members Mstep: Class 12 contains 6707 members Mstep: Class 13 contains 3648 members Mstep: Class 14 contains 9854 members Mstep: Class 15 contains 51970 members Mstep: Class 17 contains 46404 members Mstep: Class 18 contains 3533 members Mstep: Class 19 contains 1271 members Mstep: Class 20 contains 4628 members Mstep: Class 21 contains 30627 members Mstep: Class 23 contains 6328 members Mstep: Class 24 contains 19896 members Entering Unmasked Estep ConsiderDeletion Score: -85761944.000000 Penalty: 73072.671875 Iteration 14Q: 23 clusters Score -8.576194e+07 nChanged 14452 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 15748 members Mstep: Class 2 contains 147474 members Mstep: Class 3 contains 1828 members Mstep: Class 4 contains 8647 members Mstep: Class 5 contains 5373 members Mstep: Class 6 contains 68882 members Mstep: Class 7 contains 10285 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 123451 members Mstep: Class 10 contains 84422 members Mstep: Class 11 contains 2467 members Mstep: Class 12 contains 6646 members Mstep: Class 13 contains 3720 members Mstep: Class 14 contains 9697 members Mstep: Class 15 contains 52600 members Mstep: Class 17 contains 48728 members Mstep: Class 18 contains 3583 members Mstep: Class 19 contains 1272 members Mstep: Class 20 contains 3889 members Mstep: Class 21 contains 32903 members Mstep: Class 23 contains 6288 members Mstep: Class 24 contains 16004 members Entering Unmasked Estep ConsiderDeletion Score: -85768576.000000 Penalty: 73072.671875 Iteration 15Q: 23 clusters Score -8.576858e+07 nChanged 12807 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 16074 members Mstep: Class 2 contains 147240 members Mstep: Class 3 contains 1815 members Mstep: Class 4 contains 8055 members Mstep: Class 5 contains 5382 members Mstep: Class 6 contains 69420 members Mstep: Class 7 contains 10674 members Mstep: Class 8 contains 1439 members Mstep: Class 9 contains 123454 members Mstep: Class 10 contains 83649 members Mstep: Class 11 contains 2357 members Mstep: Class 12 contains 6578 members Mstep: Class 13 contains 3810 members Mstep: Class 14 contains 9418 members Mstep: Class 15 contains 52965 members Mstep: Class 17 contains 50650 members Mstep: Class 18 contains 3677 members Mstep: Class 19 contains 1272 members Mstep: Class 20 contains 3241 members Mstep: Class 21 contains 34863 members Mstep: Class 23 contains 6235 members Mstep: Class 24 contains 13078 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 3099.926270 but Gain 3321.484375 Score: -85775576.000000 Penalty: 69751.187500 Iteration 16Q: 22 clusters Score -8.577558e+07 nChanged 14083 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 147069 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 7530 members Mstep: Class 5 contains 5388 members Mstep: Class 6 contains 69855 members Mstep: Class 7 contains 11163 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 123488 members Mstep: Class 10 contains 83136 members Mstep: Class 11 contains 2255 members Mstep: Class 12 contains 6504 members Mstep: Class 13 contains 3875 members Mstep: Class 14 contains 9093 members Mstep: Class 15 contains 55517 members Mstep: Class 17 contains 52320 members Mstep: Class 18 contains 3802 members Mstep: Class 19 contains 1273 members Mstep: Class 21 contains 36426 members Mstep: Class 23 contains 6144 members Mstep: Class 24 contains 10884 members Entering Unmasked Estep ConsiderDeletion Score: -85784912.000000 Penalty: 69751.187500 Iteration 17Q: 22 clusters Score -8.578491e+07 nChanged 9915 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 16673 members Mstep: Class 2 contains 146882 members Mstep: Class 3 contains 1806 members Mstep: Class 4 contains 7060 members Mstep: Class 5 contains 5388 members Mstep: Class 6 contains 70188 members Mstep: Class 7 contains 11702 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 123589 members Mstep: Class 10 contains 82347 members Mstep: Class 11 contains 2167 members Mstep: Class 12 contains 6391 members Mstep: Class 13 contains 3970 members Mstep: Class 14 contains 8732 members Mstep: Class 15 contains 55236 members Mstep: Class 17 contains 53742 members Mstep: Class 18 contains 3946 members Mstep: Class 19 contains 1273 members Mstep: Class 21 contains 37376 members Mstep: Class 23 contains 6037 members Mstep: Class 24 contains 9401 members Entering Unmasked Estep ConsiderDeletion Score: -85789264.000000 Penalty: 69751.187500 Iteration 18Q: 22 clusters Score -8.578926e+07 nChanged 8054 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 16882 members Mstep: Class 2 contains 146705 members Mstep: Class 3 contains 1809 members Mstep: Class 4 contains 6644 members Mstep: Class 5 contains 5390 members Mstep: Class 6 contains 70455 members Mstep: Class 7 contains 12055 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 123682 members Mstep: Class 10 contains 81832 members Mstep: Class 11 contains 2075 members Mstep: Class 12 contains 6339 members Mstep: Class 13 contains 4074 members Mstep: Class 14 contains 8392 members Mstep: Class 15 contains 54891 members Mstep: Class 17 contains 55249 members Mstep: Class 18 contains 4012 members Mstep: Class 19 contains 1273 members Mstep: Class 21 contains 37664 members Mstep: Class 23 contains 5866 members Mstep: Class 24 contains 8617 members Entering Unmasked Estep ConsiderDeletion Score: -85791920.000000 Penalty: 69751.187500 Iteration 19Q: 22 clusters Score -8.579192e+07 nChanged 6472 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 17012 members Mstep: Class 2 contains 146551 members Mstep: Class 3 contains 1807 members Mstep: Class 4 contains 6294 members Mstep: Class 5 contains 5392 members Mstep: Class 6 contains 70617 members Mstep: Class 7 contains 12241 members Mstep: Class 8 contains 1440 members Mstep: Class 9 contains 123779 members Mstep: Class 10 contains 81537 members Mstep: Class 11 contains 1977 members Mstep: Class 12 contains 6303 members Mstep: Class 13 contains 4163 members Mstep: Class 14 contains 8064 members Mstep: Class 15 contains 54603 members Mstep: Class 17 contains 56832 members Mstep: Class 18 contains 4032 members Mstep: Class 19 contains 1273 members Mstep: Class 21 contains 37509 members Mstep: Class 23 contains 5730 members Mstep: Class 24 contains 8190 members Entering Unmasked Estep ConsiderDeletion Score: -85793928.000000 Penalty: 69751.187500 Iteration 20F: 22 clusters Score -8.579393e+07 nChanged 6197 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 17086 members Mstep: Class 2 contains 146389 members Mstep: Class 3 contains 1802 members Mstep: Class 4 contains 6028 members Mstep: Class 5 contains 5392 members Mstep: Class 6 contains 70711 members Mstep: Class 7 contains 12484 members Mstep: Class 8 contains 1436 members Mstep: Class 9 contains 123845 members Mstep: Class 10 contains 81327 members Mstep: Class 11 contains 1909 members Mstep: Class 12 contains 6292 members Mstep: Class 13 contains 4245 members Mstep: Class 14 contains 7781 members Mstep: Class 15 contains 54315 members Mstep: Class 17 contains 58686 members Mstep: Class 18 contains 4054 members Mstep: Class 19 contains 1273 members Mstep: Class 21 contains 37494 members Mstep: Class 23 contains 5564 members Mstep: Class 24 contains 7233 members Entering Unmasked Estep ConsiderDeletion Score: -85795816.000000 Penalty: 69751.187500 Iteration 21Q: 22 clusters Score -8.579582e+07 nChanged 5486 Entering Unmasked Mstep Mstep: Class 0 contains 109 members Mstep: Class 1 contains 17123 members Mstep: Class 2 contains 146259 members Mstep: Class 3 contains 1793 members Mstep: Class 4 contains 5783 members Mstep: Class 5 contains 5398 members Mstep: Class 6 contains 70774 members Mstep: Class 7 contains 12533 members Mstep: Class 8 contains 1436 members Mstep: Class 9 contains 123938 members Mstep: Class 10 contains 81181 members Mstep: Class 11 contains 1843 members Mstep: Class 12 contains 6270 members Mstep: Class 13 contains 4323 members Mstep: Class 14 contains 7533 members Mstep: Class 15 contains 54132 members Mstep: Class 17 contains 60600 members Mstep: Class 18 contains 4091 members Mstep: Class 19 contains 1274 members Mstep: Class 21 contains 37016 members Mstep: Class 23 contains 5420 members Mstep: Class 24 contains 6626 members Entering Unmasked Estep ConsiderDeletion Score: -85797912.000000 Penalty: 69751.187500 Iteration 22Q: 22 clusters Score -8.579791e+07 nChanged 4880 Entering Unmasked Mstep Mstep: Class 0 contains 108 members Mstep: Class 1 contains 17114 members Mstep: Class 2 contains 146152 members Mstep: Class 3 contains 1791 members Mstep: Class 4 contains 5574 members Mstep: Class 5 contains 5396 members Mstep: Class 6 contains 70753 members Mstep: Class 7 contains 12466 members Mstep: Class 8 contains 1433 members Mstep: Class 9 contains 124063 members Mstep: Class 10 contains 81109 members Mstep: Class 11 contains 1761 members Mstep: Class 12 contains 6252 members Mstep: Class 13 contains 4389 members Mstep: Class 14 contains 7349 members Mstep: Class 15 contains 53988 members Mstep: Class 17 contains 62568 members Mstep: Class 18 contains 4119 members Mstep: Class 19 contains 1277 members Mstep: Class 21 contains 36291 members Mstep: Class 23 contains 5280 members Mstep: Class 24 contains 6222 members Entering Unmasked Estep ConsiderDeletion Score: -85799184.000000 Penalty: 69751.187500 Iteration 23Q: 22 clusters Score -8.579918e+07 nChanged 4595 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 17073 members Mstep: Class 2 contains 146034 members Mstep: Class 3 contains 1791 members Mstep: Class 4 contains 5387 members Mstep: Class 5 contains 5390 members Mstep: Class 6 contains 70708 members Mstep: Class 7 contains 12285 members Mstep: Class 8 contains 1427 members Mstep: Class 9 contains 124217 members Mstep: Class 10 contains 81166 members Mstep: Class 11 contains 1693 members Mstep: Class 12 contains 6239 members Mstep: Class 13 contains 4455 members Mstep: Class 14 contains 7156 members Mstep: Class 15 contains 53798 members Mstep: Class 17 contains 64797 members Mstep: Class 18 contains 4130 members Mstep: Class 19 contains 1283 members Mstep: Class 21 contains 35277 members Mstep: Class 23 contains 5124 members Mstep: Class 24 contains 5919 members Entering Unmasked Estep ConsiderDeletion Score: -85800640.000000 Penalty: 69751.187500 Iteration 24Q: 22 clusters Score -8.580064e+07 nChanged 4561 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 16985 members Mstep: Class 2 contains 145903 members Mstep: Class 3 contains 1785 members Mstep: Class 4 contains 5199 members Mstep: Class 5 contains 5395 members Mstep: Class 6 contains 70615 members Mstep: Class 7 contains 12042 members Mstep: Class 8 contains 1423 members Mstep: Class 9 contains 124343 members Mstep: Class 10 contains 81294 members Mstep: Class 11 contains 1634 members Mstep: Class 12 contains 6234 members Mstep: Class 13 contains 4517 members Mstep: Class 14 contains 6986 members Mstep: Class 15 contains 53609 members Mstep: Class 17 contains 67278 members Mstep: Class 18 contains 4131 members Mstep: Class 19 contains 1287 members Mstep: Class 21 contains 34048 members Mstep: Class 23 contains 4978 members Mstep: Class 24 contains 5663 members Entering Unmasked Estep ConsiderDeletion Score: -85802080.000000 Penalty: 69751.187500 Iteration 25Q: 22 clusters Score -8.580208e+07 nChanged 4732 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 16878 members Mstep: Class 2 contains 145780 members Mstep: Class 3 contains 1785 members Mstep: Class 4 contains 5040 members Mstep: Class 5 contains 5403 members Mstep: Class 6 contains 70488 members Mstep: Class 7 contains 11773 members Mstep: Class 8 contains 1418 members Mstep: Class 9 contains 124440 members Mstep: Class 10 contains 81425 members Mstep: Class 11 contains 1581 members Mstep: Class 12 contains 6203 members Mstep: Class 13 contains 4591 members Mstep: Class 14 contains 6803 members Mstep: Class 15 contains 53431 members Mstep: Class 17 contains 70046 members Mstep: Class 18 contains 4126 members Mstep: Class 19 contains 1292 members Mstep: Class 21 contains 32559 members Mstep: Class 23 contains 4869 members Mstep: Class 24 contains 5418 members Entering Unmasked Estep ConsiderDeletion Score: -85803312.000000 Penalty: 69751.187500 Iteration 26Q: 22 clusters Score -8.580331e+07 nChanged 4987 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 16721 members Mstep: Class 2 contains 145673 members Mstep: Class 3 contains 1785 members Mstep: Class 4 contains 4900 members Mstep: Class 5 contains 5406 members Mstep: Class 6 contains 70321 members Mstep: Class 7 contains 11425 members Mstep: Class 8 contains 1407 members Mstep: Class 9 contains 124490 members Mstep: Class 10 contains 81655 members Mstep: Class 11 contains 1544 members Mstep: Class 12 contains 6167 members Mstep: Class 13 contains 4685 members Mstep: Class 14 contains 6592 members Mstep: Class 15 contains 53239 members Mstep: Class 17 contains 73066 members Mstep: Class 18 contains 4133 members Mstep: Class 19 contains 1303 members Mstep: Class 21 contains 30879 members Mstep: Class 23 contains 4785 members Mstep: Class 24 contains 5173 members Entering Unmasked Estep ConsiderDeletion Score: -85805264.000000 Penalty: 69751.187500 Iteration 27Q: 22 clusters Score -8.580526e+07 nChanged 5164 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 16576 members Mstep: Class 2 contains 145594 members Mstep: Class 3 contains 1779 members Mstep: Class 4 contains 4775 members Mstep: Class 5 contains 5406 members Mstep: Class 6 contains 70124 members Mstep: Class 7 contains 11032 members Mstep: Class 8 contains 1395 members Mstep: Class 9 contains 124468 members Mstep: Class 10 contains 81983 members Mstep: Class 11 contains 1510 members Mstep: Class 12 contains 6120 members Mstep: Class 13 contains 4770 members Mstep: Class 14 contains 6399 members Mstep: Class 15 contains 53060 members Mstep: Class 17 contains 76214 members Mstep: Class 18 contains 4148 members Mstep: Class 19 contains 1315 members Mstep: Class 21 contains 29115 members Mstep: Class 23 contains 4698 members Mstep: Class 24 contains 4868 members Entering Unmasked Estep ConsiderDeletion Score: -85807504.000000 Penalty: 69751.187500 Iteration 28Q: 22 clusters Score -8.58075e+07 nChanged 5449 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 16389 members Mstep: Class 2 contains 145553 members Mstep: Class 3 contains 1772 members Mstep: Class 4 contains 4654 members Mstep: Class 5 contains 5409 members Mstep: Class 6 contains 69885 members Mstep: Class 7 contains 10597 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 124426 members Mstep: Class 10 contains 82387 members Mstep: Class 11 contains 1473 members Mstep: Class 12 contains 6081 members Mstep: Class 13 contains 4860 members Mstep: Class 14 contains 6218 members Mstep: Class 15 contains 52892 members Mstep: Class 17 contains 79493 members Mstep: Class 18 contains 4171 members Mstep: Class 19 contains 1317 members Mstep: Class 21 contains 27224 members Mstep: Class 23 contains 4628 members Mstep: Class 24 contains 4531 members Entering Unmasked Estep ConsiderDeletion Score: -85809752.000000 Penalty: 69751.187500 Iteration 29Q: 22 clusters Score -8.580975e+07 nChanged 5584 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 16184 members Mstep: Class 2 contains 145531 members Mstep: Class 3 contains 1765 members Mstep: Class 4 contains 4543 members Mstep: Class 5 contains 5415 members Mstep: Class 6 contains 69623 members Mstep: Class 7 contains 10144 members Mstep: Class 8 contains 1388 members Mstep: Class 9 contains 124332 members Mstep: Class 10 contains 82803 members Mstep: Class 11 contains 1434 members Mstep: Class 12 contains 6040 members Mstep: Class 13 contains 4967 members Mstep: Class 14 contains 6045 members Mstep: Class 15 contains 52729 members Mstep: Class 17 contains 82858 members Mstep: Class 18 contains 4210 members Mstep: Class 19 contains 1318 members Mstep: Class 21 contains 25259 members Mstep: Class 23 contains 4568 members Mstep: Class 24 contains 4193 members Entering Unmasked Estep ConsiderDeletion Score: -85812496.000000 Penalty: 69751.187500 Iteration 30Q: 22 clusters Score -8.58125e+07 nChanged 5603 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 16012 members Mstep: Class 2 contains 145497 members Mstep: Class 3 contains 1761 members Mstep: Class 4 contains 4443 members Mstep: Class 5 contains 5419 members Mstep: Class 6 contains 69305 members Mstep: Class 7 contains 9690 members Mstep: Class 8 contains 1388 members Mstep: Class 9 contains 124133 members Mstep: Class 10 contains 83260 members Mstep: Class 11 contains 1391 members Mstep: Class 12 contains 5997 members Mstep: Class 13 contains 5101 members Mstep: Class 14 contains 5879 members Mstep: Class 15 contains 52612 members Mstep: Class 17 contains 86227 members Mstep: Class 18 contains 4252 members Mstep: Class 19 contains 1318 members Mstep: Class 21 contains 23253 members Mstep: Class 23 contains 4481 members Mstep: Class 24 contains 3930 members Entering Unmasked Estep ConsiderDeletion Score: -85815888.000000 Penalty: 69751.187500 Iteration 31Q: 22 clusters Score -8.581589e+07 nChanged 5457 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15888 members Mstep: Class 2 contains 145454 members Mstep: Class 3 contains 1759 members Mstep: Class 4 contains 4352 members Mstep: Class 5 contains 5426 members Mstep: Class 6 contains 68977 members Mstep: Class 7 contains 9278 members Mstep: Class 8 contains 1388 members Mstep: Class 9 contains 123836 members Mstep: Class 10 contains 83680 members Mstep: Class 11 contains 1357 members Mstep: Class 12 contains 5955 members Mstep: Class 13 contains 5233 members Mstep: Class 14 contains 5702 members Mstep: Class 15 contains 52517 members Mstep: Class 17 contains 89474 members Mstep: Class 18 contains 4298 members Mstep: Class 19 contains 1318 members Mstep: Class 21 contains 21308 members Mstep: Class 23 contains 4363 members Mstep: Class 24 contains 3786 members Entering Unmasked Estep ConsiderDeletion Score: -85820208.000000 Penalty: 69751.187500 Iteration 32Q: 22 clusters Score -8.582021e+07 nChanged 5196 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15776 members Mstep: Class 2 contains 145412 members Mstep: Class 3 contains 1761 members Mstep: Class 4 contains 4259 members Mstep: Class 5 contains 5424 members Mstep: Class 6 contains 68631 members Mstep: Class 7 contains 8909 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 123495 members Mstep: Class 10 contains 84047 members Mstep: Class 11 contains 1324 members Mstep: Class 12 contains 5932 members Mstep: Class 13 contains 5353 members Mstep: Class 14 contains 5512 members Mstep: Class 15 contains 52449 members Mstep: Class 17 contains 92501 members Mstep: Class 18 contains 4343 members Mstep: Class 19 contains 1318 members Mstep: Class 21 contains 19534 members Mstep: Class 23 contains 4227 members Mstep: Class 24 contains 3753 members Entering Unmasked Estep ConsiderDeletion Score: -85824096.000000 Penalty: 69751.187500 Iteration 33Q: 22 clusters Score -8.58241e+07 nChanged 4880 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15636 members Mstep: Class 2 contains 145385 members Mstep: Class 3 contains 1757 members Mstep: Class 4 contains 4183 members Mstep: Class 5 contains 5421 members Mstep: Class 6 contains 68300 members Mstep: Class 7 contains 8613 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 123093 members Mstep: Class 10 contains 84349 members Mstep: Class 11 contains 1303 members Mstep: Class 12 contains 5861 members Mstep: Class 13 contains 5486 members Mstep: Class 14 contains 5365 members Mstep: Class 15 contains 52412 members Mstep: Class 17 contains 95195 members Mstep: Class 18 contains 4399 members Mstep: Class 19 contains 1318 members Mstep: Class 21 contains 17996 members Mstep: Class 23 contains 4056 members Mstep: Class 24 contains 3832 members Entering Unmasked Estep ConsiderDeletion Score: -85825952.000000 Penalty: 69751.187500 Iteration 34Q: 22 clusters Score -8.582595e+07 nChanged 4292 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15509 members Mstep: Class 2 contains 145365 members Mstep: Class 3 contains 1752 members Mstep: Class 4 contains 4102 members Mstep: Class 5 contains 5424 members Mstep: Class 6 contains 68033 members Mstep: Class 7 contains 8526 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 122668 members Mstep: Class 10 contains 84571 members Mstep: Class 11 contains 1281 members Mstep: Class 12 contains 5797 members Mstep: Class 13 contains 5622 members Mstep: Class 14 contains 5264 members Mstep: Class 15 contains 52386 members Mstep: Class 17 contains 97323 members Mstep: Class 18 contains 4499 members Mstep: Class 19 contains 1317 members Mstep: Class 21 contains 16741 members Mstep: Class 23 contains 3881 members Mstep: Class 24 contains 3899 members Entering Unmasked Estep ConsiderDeletion Score: -85827328.000000 Penalty: 69751.187500 Iteration 35Q: 22 clusters Score -8.582733e+07 nChanged 3570 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15423 members Mstep: Class 2 contains 145369 members Mstep: Class 3 contains 1750 members Mstep: Class 4 contains 4019 members Mstep: Class 5 contains 5427 members Mstep: Class 6 contains 67868 members Mstep: Class 7 contains 8551 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 122233 members Mstep: Class 10 contains 84693 members Mstep: Class 11 contains 1265 members Mstep: Class 12 contains 5726 members Mstep: Class 13 contains 5747 members Mstep: Class 14 contains 5183 members Mstep: Class 15 contains 52364 members Mstep: Class 17 contains 99008 members Mstep: Class 18 contains 4584 members Mstep: Class 19 contains 1317 members Mstep: Class 21 contains 15728 members Mstep: Class 23 contains 3739 members Mstep: Class 24 contains 3966 members Entering Unmasked Estep ConsiderDeletion Score: -85828360.000000 Penalty: 69751.187500 Iteration 36Q: 22 clusters Score -8.582836e+07 nChanged 3002 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15352 members Mstep: Class 2 contains 145388 members Mstep: Class 3 contains 1751 members Mstep: Class 4 contains 3929 members Mstep: Class 5 contains 5438 members Mstep: Class 6 contains 67757 members Mstep: Class 7 contains 8584 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 121844 members Mstep: Class 10 contains 84785 members Mstep: Class 11 contains 1252 members Mstep: Class 12 contains 5654 members Mstep: Class 13 contains 5857 members Mstep: Class 14 contains 5109 members Mstep: Class 15 contains 52323 members Mstep: Class 17 contains 100361 members Mstep: Class 18 contains 4659 members Mstep: Class 19 contains 1317 members Mstep: Class 21 contains 14947 members Mstep: Class 23 contains 3623 members Mstep: Class 24 contains 4030 members Entering Unmasked Estep ConsiderDeletion Score: -85828920.000000 Penalty: 69751.187500 Iteration 37Q: 22 clusters Score -8.582892e+07 nChanged 2544 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 145395 members Mstep: Class 3 contains 1747 members Mstep: Class 4 contains 3844 members Mstep: Class 5 contains 5440 members Mstep: Class 6 contains 67670 members Mstep: Class 7 contains 8623 members Mstep: Class 8 contains 1389 members Mstep: Class 9 contains 121497 members Mstep: Class 10 contains 84843 members Mstep: Class 11 contains 1238 members Mstep: Class 12 contains 5585 members Mstep: Class 13 contains 5955 members Mstep: Class 14 contains 5062 members Mstep: Class 15 contains 52310 members Mstep: Class 17 contains 101480 members Mstep: Class 18 contains 4721 members Mstep: Class 19 contains 1317 members Mstep: Class 21 contains 14314 members Mstep: Class 23 contains 3527 members Mstep: Class 24 contains 4093 members Entering Unmasked Estep ConsiderDeletion Score: -85829400.000000 Penalty: 69751.187500 Iteration 38Q: 22 clusters Score -8.58294e+07 nChanged 2157 Entering ConstructFrom: Score: -85829400.000000 Penalty: 69751.187500 Entering ConstructFrom: Trying to split cluster 1 (15257 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15257 members Entering Unmasked Estep Score: -2021290.500000 Penalty: 2388.932861 Iteration 0F: 2 clusters Score -2021290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -2010302.125000 Penalty: 4777.865723 Iteration 0F: 3 clusters Score -2010302 nChanged 6489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7806 members Mstep: Class 2 contains 7451 members Entering Unmasked Estep Score: -2013743.000000 Penalty: 4777.865723 Iteration 1F: 3 clusters Score -2013743 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 7291 members Entering Unmasked Estep Score: -2014131.500000 Penalty: 4777.865723 Iteration 2F: 3 clusters Score -2014132 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8146 members Mstep: Class 2 contains 7111 members Entering Unmasked Estep Score: -2014513.375000 Penalty: 4777.865723 Iteration 3F: 3 clusters Score -2014513 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -2014925.125000 Penalty: 4777.865723 Iteration 4F: 3 clusters Score -2014925 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -2015428.875000 Penalty: 4777.865723 Iteration 5F: 3 clusters Score -2015429 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9147 members Mstep: Class 2 contains 6110 members Entering Unmasked Estep Score: -2016044.625000 Penalty: 4777.865723 Iteration 6F: 3 clusters Score -2016045 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -2016687.125000 Penalty: 4777.865723 Iteration 7F: 3 clusters Score -2016687 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10056 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -2017316.250000 Penalty: 4777.865723 Iteration 8F: 3 clusters Score -2017316 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10445 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -2017886.625000 Penalty: 4777.865723 Iteration 9Q: 3 clusters Score -2017887 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10736 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -2018333.250000 Penalty: 4777.865723 Iteration 10Q: 3 clusters Score -2018333 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10943 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -2018621.250000 Penalty: 4777.865723 Iteration 11Q: 3 clusters Score -2018621 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -2018778.250000 Penalty: 4777.865723 Iteration 12Q: 3 clusters Score -2018778 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 4044 members Entering Unmasked Estep Score: -2018864.375000 Penalty: 4777.865723 Iteration 13Q: 3 clusters Score -2018864 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -2018933.500000 Penalty: 4777.865723 Iteration 14Q: 3 clusters Score -2018934 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -2018988.875000 Penalty: 4777.865723 Iteration 15Q: 3 clusters Score -2018989 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11467 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -2019035.250000 Penalty: 4777.865723 Iteration 16Q: 3 clusters Score -2019035 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11562 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -2019080.250000 Penalty: 4777.865723 Iteration 17Q: 3 clusters Score -2019080 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11641 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -2019123.000000 Penalty: 4777.865723 Iteration 18Q: 3 clusters Score -2019123 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11717 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -2019160.125000 Penalty: 4777.865723 Iteration 19Q: 3 clusters Score -2019160 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11777 members Mstep: Class 2 contains 3480 members Entering Unmasked Estep Score: -2019187.375000 Penalty: 4777.865723 Iteration 20F: 3 clusters Score -2019187 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11820 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -2019204.000000 Penalty: 4777.865723 Iteration 21Q: 3 clusters Score -2019204 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -2019231.125000 Penalty: 4777.865723 Iteration 22Q: 3 clusters Score -2019231 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11929 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -2019252.000000 Penalty: 4777.865723 Iteration 23Q: 3 clusters Score -2019252 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11993 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -2019280.875000 Penalty: 4777.865723 Iteration 24Q: 3 clusters Score -2019281 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -2019314.000000 Penalty: 4777.865723 Iteration 25Q: 3 clusters Score -2019314 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12121 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -2019347.875000 Penalty: 4777.865723 Iteration 26Q: 3 clusters Score -2019348 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12182 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -2019375.625000 Penalty: 4777.865723 Iteration 27Q: 3 clusters Score -2019376 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12229 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -2019393.250000 Penalty: 4777.865723 Iteration 28Q: 3 clusters Score -2019393 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12263 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -2019406.875000 Penalty: 4777.865723 Iteration 29Q: 3 clusters Score -2019407 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12305 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -2019423.625000 Penalty: 4777.865723 Iteration 30Q: 3 clusters Score -2019424 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -2019439.500000 Penalty: 4777.865723 Iteration 31Q: 3 clusters Score -2019440 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12371 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -2019453.875000 Penalty: 4777.865723 Iteration 32Q: 3 clusters Score -2019454 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -2019459.000000 Penalty: 4777.865723 Iteration 33Q: 3 clusters Score -2019459 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12404 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -2019459.000000 Penalty: 4777.865723 Iteration 34Q: 3 clusters Score -2019459 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12414 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -2019460.875000 Penalty: 4777.865723 Iteration 35Q: 3 clusters Score -2019461 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12424 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -2019467.500000 Penalty: 4777.865723 Iteration 36Q: 3 clusters Score -2019468 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12438 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -2019473.125000 Penalty: 4777.865723 Iteration 37Q: 3 clusters Score -2019473 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12457 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -2019477.750000 Penalty: 4777.865723 Iteration 38Q: 3 clusters Score -2019478 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -2019481.000000 Penalty: 4777.865723 Iteration 39Q: 3 clusters Score -2019481 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -2019484.250000 Penalty: 4777.865723 Iteration 40F: 3 clusters Score -2019484 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12507 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -2019488.625000 Penalty: 4777.865723 Iteration 41Q: 3 clusters Score -2019489 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12520 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -2019489.750000 Penalty: 4777.865723 Iteration 42Q: 3 clusters Score -2019490 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -2019493.750000 Penalty: 4777.865723 Iteration 43Q: 3 clusters Score -2019494 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12533 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -2019489.500000 Penalty: 4777.865723 Iteration 44Q: 3 clusters Score -2019490 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12537 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -2019492.750000 Penalty: 4777.865723 Iteration 45Q: 3 clusters Score -2019493 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12538 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -2019493.750000 Penalty: 4777.865723 Iteration 46Q: 3 clusters Score -2019494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12541 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -2019492.500000 Penalty: 4777.865723 Iteration 47Q: 3 clusters Score -2019492 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -2019493.500000 Penalty: 4777.865723 Iteration 48Q: 3 clusters Score -2019494 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -2019491.750000 Penalty: 4777.865723 Iteration 49Q: 3 clusters Score -2019492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12545 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -2019495.125000 Penalty: 4777.865723 Iteration 50Q: 3 clusters Score -2019495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12547 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -2019495.375000 Penalty: 4777.865723 Iteration 51Q: 3 clusters Score -2019495 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12548 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -2019494.625000 Penalty: 4777.865723 Iteration 52Q: 3 clusters Score -2019495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12548 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -2019496.375000 Penalty: 4777.865723 Iteration 53Q: 3 clusters Score -2019496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -2019496.875000 Penalty: 4777.865723 Iteration 54Q: 3 clusters Score -2019497 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12549 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -2019496.875000 Penalty: 4777.865723 Iteration 55F: 3 clusters Score -2019497 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (145408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145408 members Entering Unmasked Estep Score: -19553154.000000 Penalty: 2948.050049 Iteration 0F: 2 clusters Score -1.955315e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72331 members Mstep: Class 2 contains 73077 members Entering Unmasked Estep Score: -19460810.000000 Penalty: 5896.100098 Iteration 0F: 3 clusters Score -1.946081e+07 nChanged 69256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67607 members Mstep: Class 2 contains 77801 members Entering Unmasked Estep Score: -19501784.000000 Penalty: 5896.100098 Iteration 1F: 3 clusters Score -1.950178e+07 nChanged 6094 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64095 members Mstep: Class 2 contains 81313 members Entering Unmasked Estep Score: -19504262.000000 Penalty: 5896.100098 Iteration 2Q: 3 clusters Score -1.950426e+07 nChanged 7941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58656 members Mstep: Class 2 contains 86752 members Entering Unmasked Estep Score: -19508524.000000 Penalty: 5896.100098 Iteration 3F: 3 clusters Score -1.950852e+07 nChanged 10472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50616 members Mstep: Class 2 contains 94792 members Entering Unmasked Estep Score: -19515078.000000 Penalty: 5896.100098 Iteration 4F: 3 clusters Score -1.951508e+07 nChanged 12408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40274 members Mstep: Class 2 contains 105134 members Entering Unmasked Estep Score: -19524080.000000 Penalty: 5896.100098 Iteration 5F: 3 clusters Score -1.952408e+07 nChanged 11893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29815 members Mstep: Class 2 contains 115593 members Entering Unmasked Estep Score: -19532904.000000 Penalty: 5896.100098 Iteration 6F: 3 clusters Score -1.95329e+07 nChanged 9018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21621 members Mstep: Class 2 contains 123787 members Entering Unmasked Estep Score: -19540036.000000 Penalty: 5896.100098 Iteration 7F: 3 clusters Score -1.954004e+07 nChanged 6031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16062 members Mstep: Class 2 contains 129346 members Entering Unmasked Estep Score: -19545924.000000 Penalty: 5896.100098 Iteration 8Q: 3 clusters Score -1.954592e+07 nChanged 3430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12968 members Mstep: Class 2 contains 132440 members Entering Unmasked Estep Score: -19549526.000000 Penalty: 5896.100098 Iteration 9Q: 3 clusters Score -1.954953e+07 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 134024 members Entering Unmasked Estep Score: -19551178.000000 Penalty: 5896.100098 Iteration 10Q: 3 clusters Score -1.955118e+07 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 135116 members Entering Unmasked Estep Score: -19552050.000000 Penalty: 5896.100098 Iteration 11Q: 3 clusters Score -1.955205e+07 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9382 members Mstep: Class 2 contains 136026 members Entering Unmasked Estep Score: -19552440.000000 Penalty: 5896.100098 Iteration 12Q: 3 clusters Score -1.955244e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 136755 members Entering Unmasked Estep Score: -19552602.000000 Penalty: 5896.100098 Iteration 13Q: 3 clusters Score -1.95526e+07 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8059 members Mstep: Class 2 contains 137349 members Entering Unmasked Estep Score: -19552630.000000 Penalty: 5896.100098 Iteration 14Q: 3 clusters Score -1.955263e+07 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 137837 members Entering Unmasked Estep Score: -19552694.000000 Penalty: 5896.100098 Iteration 15Q: 3 clusters Score -1.955269e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7176 members Mstep: Class 2 contains 138232 members Entering Unmasked Estep Score: -19552730.000000 Penalty: 5896.100098 Iteration 16Q: 3 clusters Score -1.955273e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6842 members Mstep: Class 2 contains 138566 members Entering Unmasked Estep Score: -19552772.000000 Penalty: 5896.100098 Iteration 17Q: 3 clusters Score -1.955277e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 138859 members Entering Unmasked Estep Score: -19552868.000000 Penalty: 5896.100098 Iteration 18Q: 3 clusters Score -1.955287e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 139115 members Entering Unmasked Estep Score: -19552822.000000 Penalty: 5896.100098 Iteration 19Q: 3 clusters Score -1.955282e+07 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6053 members Mstep: Class 2 contains 139355 members Entering Unmasked Estep Score: -19552826.000000 Penalty: 5896.100098 Iteration 20F: 3 clusters Score -1.955283e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 139578 members Entering Unmasked Estep Score: -19552804.000000 Penalty: 5896.100098 Iteration 21Q: 3 clusters Score -1.95528e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 139781 members Entering Unmasked Estep Score: -19552858.000000 Penalty: 5896.100098 Iteration 22Q: 3 clusters Score -1.955286e+07 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 139965 members Entering Unmasked Estep Score: -19552874.000000 Penalty: 5896.100098 Iteration 23Q: 3 clusters Score -1.955287e+07 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 140128 members Entering Unmasked Estep Score: -19552882.000000 Penalty: 5896.100098 Iteration 24Q: 3 clusters Score -1.955288e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 140269 members Entering Unmasked Estep Score: -19552886.000000 Penalty: 5896.100098 Iteration 25Q: 3 clusters Score -1.955289e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 140396 members Entering Unmasked Estep Score: -19552906.000000 Penalty: 5896.100098 Iteration 26Q: 3 clusters Score -1.955291e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4895 members Mstep: Class 2 contains 140513 members Entering Unmasked Estep Score: -19552948.000000 Penalty: 5896.100098 Iteration 27Q: 3 clusters Score -1.955295e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 140616 members Entering Unmasked Estep Score: -19552978.000000 Penalty: 5896.100098 Iteration 28Q: 3 clusters Score -1.955298e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4705 members Mstep: Class 2 contains 140703 members Entering Unmasked Estep Score: -19552976.000000 Penalty: 5896.100098 Iteration 29Q: 3 clusters Score -1.955298e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 140779 members Entering Unmasked Estep Score: -19552980.000000 Penalty: 5896.100098 Iteration 30Q: 3 clusters Score -1.955298e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 140853 members Entering Unmasked Estep Score: -19552986.000000 Penalty: 5896.100098 Iteration 31Q: 3 clusters Score -1.955299e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4490 members Mstep: Class 2 contains 140918 members Entering Unmasked Estep Score: -19552992.000000 Penalty: 5896.100098 Iteration 32Q: 3 clusters Score -1.955299e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 140968 members Entering Unmasked Estep Score: -19553008.000000 Penalty: 5896.100098 Iteration 33Q: 3 clusters Score -1.955301e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 141031 members Entering Unmasked Estep Score: -19553000.000000 Penalty: 5896.100098 Iteration 34Q: 3 clusters Score -1.9553e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 141082 members Entering Unmasked Estep Score: -19552992.000000 Penalty: 5896.100098 Iteration 35Q: 3 clusters Score -1.955299e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4278 members Mstep: Class 2 contains 141130 members Entering Unmasked Estep Score: -19552976.000000 Penalty: 5896.100098 Iteration 36Q: 3 clusters Score -1.955298e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 141172 members Entering Unmasked Estep Score: -19552978.000000 Penalty: 5896.100098 Iteration 37Q: 3 clusters Score -1.955298e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 141203 members Entering Unmasked Estep Score: -19552986.000000 Penalty: 5896.100098 Iteration 38Q: 3 clusters Score -1.955299e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 141228 members Entering Unmasked Estep Score: -19552990.000000 Penalty: 5896.100098 Iteration 39Q: 3 clusters Score -1.955299e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 141246 members Entering Unmasked Estep Score: -19552960.000000 Penalty: 5896.100098 Iteration 40F: 3 clusters Score -1.955296e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4147 members Mstep: Class 2 contains 141261 members Entering Unmasked Estep Score: -19552982.000000 Penalty: 5896.100098 Iteration 41Q: 3 clusters Score -1.955298e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 141277 members Entering Unmasked Estep Score: -19552976.000000 Penalty: 5896.100098 Iteration 42Q: 3 clusters Score -1.955298e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 141295 members Entering Unmasked Estep Score: -19552960.000000 Penalty: 5896.100098 Iteration 43Q: 3 clusters Score -1.955296e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 141311 members Entering Unmasked Estep Score: -19552956.000000 Penalty: 5896.100098 Iteration 44Q: 3 clusters Score -1.955296e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 141330 members Entering Unmasked Estep Score: -19552950.000000 Penalty: 5896.100098 Iteration 45Q: 3 clusters Score -1.955295e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 141338 members Entering Unmasked Estep Score: -19552956.000000 Penalty: 5896.100098 Iteration 46Q: 3 clusters Score -1.955296e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 141343 members Entering Unmasked Estep Score: -19552962.000000 Penalty: 5896.100098 Iteration 47Q: 3 clusters Score -1.955296e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 141351 members Entering Unmasked Estep Score: -19552962.000000 Penalty: 5896.100098 Iteration 48Q: 3 clusters Score -1.955296e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 141360 members Entering Unmasked Estep Score: -19552954.000000 Penalty: 5896.100098 Iteration 49Q: 3 clusters Score -1.955295e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 141369 members Entering Unmasked Estep Score: -19552954.000000 Penalty: 5896.100098 Iteration 50Q: 3 clusters Score -1.955295e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 141380 members Entering Unmasked Estep Score: -19552948.000000 Penalty: 5896.100098 Iteration 51Q: 3 clusters Score -1.955295e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 141388 members Entering Unmasked Estep Score: -19552950.000000 Penalty: 5896.100098 Iteration 52Q: 3 clusters Score -1.955295e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 141393 members Entering Unmasked Estep Score: -19552954.000000 Penalty: 5896.100098 Iteration 53Q: 3 clusters Score -1.955295e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 141404 members Entering Unmasked Estep Score: -19552958.000000 Penalty: 5896.100098 Iteration 54Q: 3 clusters Score -1.955296e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 141417 members Entering Unmasked Estep Score: -19552940.000000 Penalty: 5896.100098 Iteration 55Q: 3 clusters Score -1.955294e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3973 members Mstep: Class 2 contains 141435 members Entering Unmasked Estep Score: -19552952.000000 Penalty: 5896.100098 Iteration 56Q: 3 clusters Score -1.955295e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 141443 members Entering Unmasked Estep Score: -19552932.000000 Penalty: 5896.100098 Iteration 57Q: 3 clusters Score -1.955293e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 141449 members Entering Unmasked Estep Score: -19552926.000000 Penalty: 5896.100098 Iteration 58Q: 3 clusters Score -1.955293e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 141459 members Entering Unmasked Estep Score: -19552936.000000 Penalty: 5896.100098 Iteration 59Q: 3 clusters Score -1.955294e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 141474 members Entering Unmasked Estep Score: -19552936.000000 Penalty: 5896.100098 Iteration 60F: 3 clusters Score -1.955294e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 141485 members Entering Unmasked Estep Score: -19552938.000000 Penalty: 5896.100098 Iteration 61Q: 3 clusters Score -1.955294e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 141495 members Entering Unmasked Estep Score: -19552938.000000 Penalty: 5896.100098 Iteration 62Q: 3 clusters Score -1.955294e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 141508 members Entering Unmasked Estep Score: -19552942.000000 Penalty: 5896.100098 Iteration 63Q: 3 clusters Score -1.955294e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 141519 members Entering Unmasked Estep Score: -19552946.000000 Penalty: 5896.100098 Iteration 64Q: 3 clusters Score -1.955295e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 141526 members Entering Unmasked Estep Score: -19552956.000000 Penalty: 5896.100098 Iteration 65Q: 3 clusters Score -1.955296e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 141533 members Entering Unmasked Estep Score: -19552948.000000 Penalty: 5896.100098 Iteration 66Q: 3 clusters Score -1.955295e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 141538 members Entering Unmasked Estep Score: -19552954.000000 Penalty: 5896.100098 Iteration 67Q: 3 clusters Score -1.955295e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 141542 members Entering Unmasked Estep Score: -19552950.000000 Penalty: 5896.100098 Iteration 68Q: 3 clusters Score -1.955295e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 141543 members Entering Unmasked Estep Score: -19552962.000000 Penalty: 5896.100098 Iteration 69Q: 3 clusters Score -1.955296e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 141544 members Entering Unmasked Estep Score: -19552962.000000 Penalty: 5896.100098 Iteration 70Q: 3 clusters Score -1.955296e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 141544 members Entering Unmasked Estep Score: -19552962.000000 Penalty: 5896.100098 Iteration 71F: 3 clusters Score -1.955296e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1745 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Entering Unmasked Estep Score: -219572.218750 Penalty: 1851.198486 Iteration 0F: 2 clusters Score -219572.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -217190.921875 Penalty: 3702.396973 Iteration 0F: 3 clusters Score -217190.9 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -217711.546875 Penalty: 3702.396973 Iteration 1F: 3 clusters Score -217711.5 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -217885.687500 Penalty: 3702.396973 Iteration 2F: 3 clusters Score -217885.7 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -218141.328125 Penalty: 3702.396973 Iteration 3F: 3 clusters Score -218141.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -218810.484375 Penalty: 3702.396973 Iteration 4F: 3 clusters Score -218810.5 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -219768.796875 Penalty: 3702.396973 Iteration 5F: 3 clusters Score -219768.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -220365.812500 Penalty: 3702.396973 Iteration 6F: 3 clusters Score -220365.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -220658.828125 Penalty: 3702.396973 Iteration 7F: 3 clusters Score -220658.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -220817.984375 Penalty: 3702.396973 Iteration 8Q: 3 clusters Score -220818 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -220870.406250 Penalty: 3702.396973 Iteration 9Q: 3 clusters Score -220870.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -220889.546875 Penalty: 3702.396973 Iteration 10Q: 3 clusters Score -220889.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -220896.375000 Penalty: 3702.396973 Iteration 11Q: 3 clusters Score -220896.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -220899.968750 Penalty: 3702.396973 Iteration 12Q: 3 clusters Score -220900 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -220903.859375 Penalty: 3702.396973 Iteration 13Q: 3 clusters Score -220903.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -220905.156250 Penalty: 3702.396973 Iteration 14Q: 3 clusters Score -220905.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -220905.156250 Penalty: 3702.396973 Iteration 15F: 3 clusters Score -220905.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15257 members Mstep: Class 2 contains 145408 members Mstep: Class 3 contains 660 members Mstep: Class 4 contains 3754 members Mstep: Class 5 contains 5439 members Mstep: Class 6 contains 67620 members Mstep: Class 7 contains 8658 members Mstep: Class 8 contains 1388 members Mstep: Class 9 contains 121194 members Mstep: Class 10 contains 84909 members Mstep: Class 11 contains 1228 members Mstep: Class 12 contains 5527 members Mstep: Class 13 contains 6018 members Mstep: Class 14 contains 5028 members Mstep: Class 15 contains 52301 members Mstep: Class 16 contains 1085 members Mstep: Class 17 contains 102390 members Mstep: Class 18 contains 4779 members Mstep: Class 19 contains 1317 members Mstep: Class 21 contains 13778 members Mstep: Class 23 contains 3466 members Mstep: Class 24 contains 4145 members Entering Unmasked Estep Score: -85829056.000000 Penalty: 73072.671875 Splitting cluster 3 changes total score from -85829400.000000 to -85829056.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (3754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Entering Unmasked Estep Score: -505637.000000 Penalty: 2041.183228 Iteration 0F: 2 clusters Score -505637 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -501958.093750 Penalty: 4082.366455 Iteration 0F: 3 clusters Score -501958.1 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -502818.843750 Penalty: 4082.366455 Iteration 1F: 3 clusters Score -502818.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -503012.343750 Penalty: 4082.366455 Iteration 2F: 3 clusters Score -503012.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -503130.250000 Penalty: 4082.366455 Iteration 3Q: 3 clusters Score -503130.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -503206.531250 Penalty: 4082.366455 Iteration 4Q: 3 clusters Score -503206.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -503247.218750 Penalty: 4082.366455 Iteration 5Q: 3 clusters Score -503247.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -503270.031250 Penalty: 4082.366455 Iteration 6Q: 3 clusters Score -503270 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -503289.937500 Penalty: 4082.366455 Iteration 7Q: 3 clusters Score -503289.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -503308.312500 Penalty: 4082.366455 Iteration 8Q: 3 clusters Score -503308.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -503320.937500 Penalty: 4082.366455 Iteration 9Q: 3 clusters Score -503320.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -503332.843750 Penalty: 4082.366455 Iteration 10Q: 3 clusters Score -503332.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -503344.812500 Penalty: 4082.366455 Iteration 11Q: 3 clusters Score -503344.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -503351.468750 Penalty: 4082.366455 Iteration 12Q: 3 clusters Score -503351.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -503353.343750 Penalty: 4082.366455 Iteration 13Q: 3 clusters Score -503353.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -503355.562500 Penalty: 4082.366455 Iteration 14Q: 3 clusters Score -503355.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -503356.718750 Penalty: 4082.366455 Iteration 15Q: 3 clusters Score -503356.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -503357.343750 Penalty: 4082.366455 Iteration 16Q: 3 clusters Score -503357.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -503359.062500 Penalty: 4082.366455 Iteration 17Q: 3 clusters Score -503359.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -503360.406250 Penalty: 4082.366455 Iteration 18Q: 3 clusters Score -503360.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -503361.437500 Penalty: 4082.366455 Iteration 19Q: 3 clusters Score -503361.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -503362.687500 Penalty: 4082.366455 Iteration 20F: 3 clusters Score -503362.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -503363.937500 Penalty: 4082.366455 Iteration 21Q: 3 clusters Score -503363.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -503364.531250 Penalty: 4082.366455 Iteration 22Q: 3 clusters Score -503364.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -503365.687500 Penalty: 4082.366455 Iteration 23Q: 3 clusters Score -503365.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -503365.687500 Penalty: 4082.366455 Iteration 24F: 3 clusters Score -503365.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (5439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Entering Unmasked Estep Score: -667830.625000 Penalty: 2133.135010 Iteration 0F: 2 clusters Score -667830.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -663231.687500 Penalty: 4266.270020 Iteration 0F: 3 clusters Score -663231.7 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -665318.312500 Penalty: 4266.270020 Iteration 1F: 3 clusters Score -665318.3 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -666711.937500 Penalty: 4266.270020 Iteration 2F: 3 clusters Score -666711.9 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -668871.875000 Penalty: 4266.270020 Iteration 3F: 3 clusters Score -668871.9 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -670431.375000 Penalty: 4266.270020 Iteration 4F: 3 clusters Score -670431.4 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -670935.625000 Penalty: 4266.270020 Iteration 5F: 3 clusters Score -670935.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -671181.812500 Penalty: 4266.270020 Iteration 6Q: 3 clusters Score -671181.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -671425.500000 Penalty: 4266.270020 Iteration 7Q: 3 clusters Score -671425.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -671576.875000 Penalty: 4266.270020 Iteration 8Q: 3 clusters Score -671576.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -671632.875000 Penalty: 4266.270020 Iteration 9Q: 3 clusters Score -671632.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -671690.437500 Penalty: 4266.270020 Iteration 10Q: 3 clusters Score -671690.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 4602 members Entering Unmasked Estep Score: -671734.437500 Penalty: 4266.270020 Iteration 11Q: 3 clusters Score -671734.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -671811.125000 Penalty: 4266.270020 Iteration 12Q: 3 clusters Score -671811.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -671826.750000 Penalty: 4266.270020 Iteration 13Q: 3 clusters Score -671826.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 4626 members Entering Unmasked Estep Score: -671887.312500 Penalty: 4266.270020 Iteration 14Q: 3 clusters Score -671887.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -671912.312500 Penalty: 4266.270020 Iteration 15Q: 3 clusters Score -671912.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -672089.812500 Penalty: 4266.270020 Iteration 16Q: 3 clusters Score -672089.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -672127.750000 Penalty: 4266.270020 Iteration 17Q: 3 clusters Score -672127.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -672174.500000 Penalty: 4266.270020 Iteration 18Q: 3 clusters Score -672174.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -672192.437500 Penalty: 4266.270020 Iteration 19Q: 3 clusters Score -672192.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -672197.687500 Penalty: 4266.270020 Iteration 20F: 3 clusters Score -672197.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 4592 members Entering Unmasked Estep Score: -672200.625000 Penalty: 4266.270020 Iteration 21Q: 3 clusters Score -672200.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 4593 members Entering Unmasked Estep Score: -672200.625000 Penalty: 4266.270020 Iteration 22Q: 3 clusters Score -672200.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -672200.875000 Penalty: 4266.270020 Iteration 23Q: 3 clusters Score -672200.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -672201.750000 Penalty: 4266.270020 Iteration 24Q: 3 clusters Score -672201.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -672201.750000 Penalty: 4266.270020 Iteration 25F: 3 clusters Score -672201.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15257 members Mstep: Class 2 contains 145408 members Mstep: Class 3 contains 1745 members Mstep: Class 4 contains 3754 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 67620 members Mstep: Class 7 contains 8658 members Mstep: Class 8 contains 1388 members Mstep: Class 9 contains 121194 members Mstep: Class 10 contains 84909 members Mstep: Class 11 contains 1228 members Mstep: Class 12 contains 5527 members Mstep: Class 13 contains 6018 members Mstep: Class 14 contains 5028 members Mstep: Class 15 contains 52301 members Mstep: Class 16 contains 4595 members Mstep: Class 17 contains 102390 members Mstep: Class 18 contains 4779 members Mstep: Class 19 contains 1317 members Mstep: Class 21 contains 13778 members Mstep: Class 23 contains 3466 members Mstep: Class 24 contains 4145 members Entering Unmasked Estep Score: -85832648.000000 Penalty: 73072.671875 Splitting cluster 5 changes total score from -85829400.000000 to -85832648.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 6 (67620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67620 members Entering Unmasked Estep Score: -9144445.000000 Penalty: 2758.171387 Iteration 0F: 2 clusters Score -9144445 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33887 members Mstep: Class 2 contains 33733 members Entering Unmasked Estep Score: -9098887.000000 Penalty: 5516.342773 Iteration 0F: 3 clusters Score -9098887 nChanged 31716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34459 members Mstep: Class 2 contains 33161 members Entering Unmasked Estep Score: -9116773.000000 Penalty: 5516.342773 Iteration 1F: 3 clusters Score -9116773 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34927 members Mstep: Class 2 contains 32693 members Entering Unmasked Estep Score: -9117398.000000 Penalty: 5516.342773 Iteration 2Q: 3 clusters Score -9117398 nChanged 2507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35728 members Mstep: Class 2 contains 31892 members Entering Unmasked Estep Score: -9118203.000000 Penalty: 5516.342773 Iteration 3Q: 3 clusters Score -9118203 nChanged 2887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37025 members Mstep: Class 2 contains 30595 members Entering Unmasked Estep Score: -9119446.000000 Penalty: 5516.342773 Iteration 4Q: 3 clusters Score -9119446 nChanged 3648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39127 members Mstep: Class 2 contains 28493 members Entering Unmasked Estep Score: -9121688.000000 Penalty: 5516.342773 Iteration 5F: 3 clusters Score -9121688 nChanged 4818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42065 members Mstep: Class 2 contains 25555 members Entering Unmasked Estep Score: -9125445.000000 Penalty: 5516.342773 Iteration 6F: 3 clusters Score -9125445 nChanged 5492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45377 members Mstep: Class 2 contains 22243 members Entering Unmasked Estep Score: -9129663.000000 Penalty: 5516.342773 Iteration 7F: 3 clusters Score -9129663 nChanged 4959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48242 members Mstep: Class 2 contains 19378 members Entering Unmasked Estep Score: -9132958.000000 Penalty: 5516.342773 Iteration 8F: 3 clusters Score -9132958 nChanged 3701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50453 members Mstep: Class 2 contains 17167 members Entering Unmasked Estep Score: -9134811.000000 Penalty: 5516.342773 Iteration 9F: 3 clusters Score -9134811 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52134 members Mstep: Class 2 contains 15486 members Entering Unmasked Estep Score: -9136066.000000 Penalty: 5516.342773 Iteration 10Q: 3 clusters Score -9136066 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53634 members Mstep: Class 2 contains 13986 members Entering Unmasked Estep Score: -9136965.000000 Penalty: 5516.342773 Iteration 11Q: 3 clusters Score -9136965 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54981 members Mstep: Class 2 contains 12639 members Entering Unmasked Estep Score: -9137764.000000 Penalty: 5516.342773 Iteration 12Q: 3 clusters Score -9137764 nChanged 1365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56238 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -9138592.000000 Penalty: 5516.342773 Iteration 13Q: 3 clusters Score -9138592 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57414 members Mstep: Class 2 contains 10206 members Entering Unmasked Estep Score: -9139525.000000 Penalty: 5516.342773 Iteration 14Q: 3 clusters Score -9139525 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58418 members Mstep: Class 2 contains 9202 members Entering Unmasked Estep Score: -9140376.000000 Penalty: 5516.342773 Iteration 15Q: 3 clusters Score -9140376 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59238 members Mstep: Class 2 contains 8382 members Entering Unmasked Estep Score: -9141110.000000 Penalty: 5516.342773 Iteration 16Q: 3 clusters Score -9141110 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59853 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -9141629.000000 Penalty: 5516.342773 Iteration 17Q: 3 clusters Score -9141629 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60358 members Mstep: Class 2 contains 7262 members Entering Unmasked Estep Score: -9141935.000000 Penalty: 5516.342773 Iteration 18Q: 3 clusters Score -9141935 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60811 members Mstep: Class 2 contains 6809 members Entering Unmasked Estep Score: -9142211.000000 Penalty: 5516.342773 Iteration 19Q: 3 clusters Score -9142211 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61256 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -9142526.000000 Penalty: 5516.342773 Iteration 20F: 3 clusters Score -9142526 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61680 members Mstep: Class 2 contains 5940 members Entering Unmasked Estep Score: -9142842.000000 Penalty: 5516.342773 Iteration 21Q: 3 clusters Score -9142842 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62065 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -9143120.000000 Penalty: 5516.342773 Iteration 22Q: 3 clusters Score -9143120 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62390 members Mstep: Class 2 contains 5230 members Entering Unmasked Estep Score: -9143328.000000 Penalty: 5516.342773 Iteration 23Q: 3 clusters Score -9143328 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62687 members Mstep: Class 2 contains 4933 members Entering Unmasked Estep Score: -9143485.000000 Penalty: 5516.342773 Iteration 24Q: 3 clusters Score -9143485 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62954 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -9143604.000000 Penalty: 5516.342773 Iteration 25Q: 3 clusters Score -9143604 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63186 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -9143690.000000 Penalty: 5516.342773 Iteration 26Q: 3 clusters Score -9143690 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63390 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -9143739.000000 Penalty: 5516.342773 Iteration 27Q: 3 clusters Score -9143739 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63570 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -9143798.000000 Penalty: 5516.342773 Iteration 28Q: 3 clusters Score -9143798 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63725 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -9143858.000000 Penalty: 5516.342773 Iteration 29Q: 3 clusters Score -9143858 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63891 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -9143926.000000 Penalty: 5516.342773 Iteration 30Q: 3 clusters Score -9143926 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64045 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -9143983.000000 Penalty: 5516.342773 Iteration 31Q: 3 clusters Score -9143983 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64176 members Mstep: Class 2 contains 3444 members Entering Unmasked Estep Score: -9144014.000000 Penalty: 5516.342773 Iteration 32Q: 3 clusters Score -9144014 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64276 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -9144058.000000 Penalty: 5516.342773 Iteration 33Q: 3 clusters Score -9144058 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64355 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -9144109.000000 Penalty: 5516.342773 Iteration 34Q: 3 clusters Score -9144109 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64423 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -9144150.000000 Penalty: 5516.342773 Iteration 35Q: 3 clusters Score -9144150 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64506 members Mstep: Class 2 contains 3114 members Entering Unmasked Estep Score: -9144165.000000 Penalty: 5516.342773 Iteration 36Q: 3 clusters Score -9144165 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64577 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -9144212.000000 Penalty: 5516.342773 Iteration 37Q: 3 clusters Score -9144212 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64644 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -9144215.000000 Penalty: 5516.342773 Iteration 38Q: 3 clusters Score -9144215 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64708 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -9144234.000000 Penalty: 5516.342773 Iteration 39Q: 3 clusters Score -9144234 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64764 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -9144245.000000 Penalty: 5516.342773 Iteration 40F: 3 clusters Score -9144245 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64813 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -9144250.000000 Penalty: 5516.342773 Iteration 41Q: 3 clusters Score -9144250 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64846 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -9144277.000000 Penalty: 5516.342773 Iteration 42Q: 3 clusters Score -9144277 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64873 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -9144286.000000 Penalty: 5516.342773 Iteration 43Q: 3 clusters Score -9144286 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64899 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -9144300.000000 Penalty: 5516.342773 Iteration 44Q: 3 clusters Score -9144300 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64924 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -9144320.000000 Penalty: 5516.342773 Iteration 45Q: 3 clusters Score -9144320 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64952 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -9144319.000000 Penalty: 5516.342773 Iteration 46Q: 3 clusters Score -9144319 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64978 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -9144308.000000 Penalty: 5516.342773 Iteration 47Q: 3 clusters Score -9144308 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65003 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -9144310.000000 Penalty: 5516.342773 Iteration 48Q: 3 clusters Score -9144310 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65015 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -9144321.000000 Penalty: 5516.342773 Iteration 49Q: 3 clusters Score -9144321 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65017 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -9144325.000000 Penalty: 5516.342773 Iteration 50Q: 3 clusters Score -9144325 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65024 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -9144334.000000 Penalty: 5516.342773 Iteration 51Q: 3 clusters Score -9144334 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65032 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -9144330.000000 Penalty: 5516.342773 Iteration 52Q: 3 clusters Score -9144330 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65038 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -9144338.000000 Penalty: 5516.342773 Iteration 53Q: 3 clusters Score -9144338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65043 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -9144327.000000 Penalty: 5516.342773 Iteration 54Q: 3 clusters Score -9144327 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65049 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -9144322.000000 Penalty: 5516.342773 Iteration 55Q: 3 clusters Score -9144322 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65051 members Mstep: Class 2 contains 2569 members Entering Unmasked Estep Score: -9144326.000000 Penalty: 5516.342773 Iteration 56Q: 3 clusters Score -9144326 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65054 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -9144319.000000 Penalty: 5516.342773 Iteration 57Q: 3 clusters Score -9144319 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65057 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -9144331.000000 Penalty: 5516.342773 Iteration 58Q: 3 clusters Score -9144331 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65060 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -9144324.000000 Penalty: 5516.342773 Iteration 59Q: 3 clusters Score -9144324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65064 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -9144329.000000 Penalty: 5516.342773 Iteration 60F: 3 clusters Score -9144329 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (8658 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Entering Unmasked Estep Score: -1156329.250000 Penalty: 2248.427246 Iteration 0F: 2 clusters Score -1156329 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -1149462.500000 Penalty: 4496.854492 Iteration 0F: 3 clusters Score -1149462 nChanged 3554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 4428 members Entering Unmasked Estep Score: -1151330.250000 Penalty: 4496.854492 Iteration 1F: 3 clusters Score -1151330 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 4483 members Entering Unmasked Estep Score: -1151624.000000 Penalty: 4496.854492 Iteration 2F: 3 clusters Score -1151624 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 4540 members Entering Unmasked Estep Score: -1151871.750000 Penalty: 4496.854492 Iteration 3F: 3 clusters Score -1151872 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 4588 members Entering Unmasked Estep Score: -1152087.500000 Penalty: 4496.854492 Iteration 4Q: 3 clusters Score -1152088 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 4631 members Entering Unmasked Estep Score: -1152243.000000 Penalty: 4496.854492 Iteration 5Q: 3 clusters Score -1152243 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3992 members Mstep: Class 2 contains 4666 members Entering Unmasked Estep Score: -1152350.125000 Penalty: 4496.854492 Iteration 6Q: 3 clusters Score -1152350 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -1152432.375000 Penalty: 4496.854492 Iteration 7Q: 3 clusters Score -1152432 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3902 members Mstep: Class 2 contains 4756 members Entering Unmasked Estep Score: -1152512.625000 Penalty: 4496.854492 Iteration 8Q: 3 clusters Score -1152513 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -1152594.500000 Penalty: 4496.854492 Iteration 9Q: 3 clusters Score -1152594 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1152667.625000 Penalty: 4496.854492 Iteration 10Q: 3 clusters Score -1152668 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3729 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1152738.125000 Penalty: 4496.854492 Iteration 11Q: 3 clusters Score -1152738 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -1152809.625000 Penalty: 4496.854492 Iteration 12Q: 3 clusters Score -1152810 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 5087 members Entering Unmasked Estep Score: -1152867.500000 Penalty: 4496.854492 Iteration 13Q: 3 clusters Score -1152868 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -1152927.125000 Penalty: 4496.854492 Iteration 14Q: 3 clusters Score -1152927 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1152990.875000 Penalty: 4496.854492 Iteration 15Q: 3 clusters Score -1152991 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -1153054.000000 Penalty: 4496.854492 Iteration 16Q: 3 clusters Score -1153054 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -1153100.375000 Penalty: 4496.854492 Iteration 17Q: 3 clusters Score -1153100 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 5580 members Entering Unmasked Estep Score: -1153148.000000 Penalty: 4496.854492 Iteration 18Q: 3 clusters Score -1153148 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 5669 members Entering Unmasked Estep Score: -1153190.375000 Penalty: 4496.854492 Iteration 19Q: 3 clusters Score -1153190 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 5764 members Entering Unmasked Estep Score: -1153241.000000 Penalty: 4496.854492 Iteration 20F: 3 clusters Score -1153241 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 5869 members Entering Unmasked Estep Score: -1153299.125000 Penalty: 4496.854492 Iteration 21Q: 3 clusters Score -1153299 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 5975 members Entering Unmasked Estep Score: -1153359.125000 Penalty: 4496.854492 Iteration 22Q: 3 clusters Score -1153359 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -1153414.750000 Penalty: 4496.854492 Iteration 23Q: 3 clusters Score -1153415 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -1153486.125000 Penalty: 4496.854492 Iteration 24Q: 3 clusters Score -1153486 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1153554.250000 Penalty: 4496.854492 Iteration 25Q: 3 clusters Score -1153554 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -1153640.125000 Penalty: 4496.854492 Iteration 26Q: 3 clusters Score -1153640 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -1153713.875000 Penalty: 4496.854492 Iteration 27Q: 3 clusters Score -1153714 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1153780.625000 Penalty: 4496.854492 Iteration 28Q: 3 clusters Score -1153781 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 6833 members Entering Unmasked Estep Score: -1153845.375000 Penalty: 4496.854492 Iteration 29Q: 3 clusters Score -1153845 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 6956 members Entering Unmasked Estep Score: -1153916.750000 Penalty: 4496.854492 Iteration 30Q: 3 clusters Score -1153917 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -1153985.875000 Penalty: 4496.854492 Iteration 31Q: 3 clusters Score -1153986 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -1154044.625000 Penalty: 4496.854492 Iteration 32Q: 3 clusters Score -1154045 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 7258 members Entering Unmasked Estep Score: -1154091.875000 Penalty: 4496.854492 Iteration 33Q: 3 clusters Score -1154092 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -1154130.125000 Penalty: 4496.854492 Iteration 34Q: 3 clusters Score -1154130 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 7404 members Entering Unmasked Estep Score: -1154168.000000 Penalty: 4496.854492 Iteration 35Q: 3 clusters Score -1154168 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1154198.000000 Penalty: 4496.854492 Iteration 36Q: 3 clusters Score -1154198 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 7504 members Entering Unmasked Estep Score: -1154214.000000 Penalty: 4496.854492 Iteration 37Q: 3 clusters Score -1154214 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -1154227.625000 Penalty: 4496.854492 Iteration 38Q: 3 clusters Score -1154228 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -1154241.000000 Penalty: 4496.854492 Iteration 39Q: 3 clusters Score -1154241 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 7608 members Entering Unmasked Estep Score: -1154256.375000 Penalty: 4496.854492 Iteration 40F: 3 clusters Score -1154256 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 7642 members Entering Unmasked Estep Score: -1154271.875000 Penalty: 4496.854492 Iteration 41Q: 3 clusters Score -1154272 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 7673 members Entering Unmasked Estep Score: -1154285.125000 Penalty: 4496.854492 Iteration 42Q: 3 clusters Score -1154285 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -1154303.250000 Penalty: 4496.854492 Iteration 43Q: 3 clusters Score -1154303 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 7747 members Entering Unmasked Estep Score: -1154322.750000 Penalty: 4496.854492 Iteration 44Q: 3 clusters Score -1154323 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -1154347.875000 Penalty: 4496.854492 Iteration 45Q: 3 clusters Score -1154348 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -1154368.125000 Penalty: 4496.854492 Iteration 46Q: 3 clusters Score -1154368 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -1154383.250000 Penalty: 4496.854492 Iteration 47Q: 3 clusters Score -1154383 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -1154395.375000 Penalty: 4496.854492 Iteration 48Q: 3 clusters Score -1154395 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -1154409.625000 Penalty: 4496.854492 Iteration 49Q: 3 clusters Score -1154410 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -1154428.125000 Penalty: 4496.854492 Iteration 50Q: 3 clusters Score -1154428 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 7975 members Entering Unmasked Estep Score: -1154446.000000 Penalty: 4496.854492 Iteration 51Q: 3 clusters Score -1154446 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -1154461.500000 Penalty: 4496.854492 Iteration 52Q: 3 clusters Score -1154462 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -1154481.000000 Penalty: 4496.854492 Iteration 53Q: 3 clusters Score -1154481 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 8049 members Entering Unmasked Estep Score: -1154494.125000 Penalty: 4496.854492 Iteration 54Q: 3 clusters Score -1154494 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 8066 members Entering Unmasked Estep Score: -1154506.000000 Penalty: 4496.854492 Iteration 55Q: 3 clusters Score -1154506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 8078 members Entering Unmasked Estep Score: -1154516.125000 Penalty: 4496.854492 Iteration 56Q: 3 clusters Score -1154516 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -1154525.375000 Penalty: 4496.854492 Iteration 57Q: 3 clusters Score -1154525 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -1154533.500000 Penalty: 4496.854492 Iteration 58Q: 3 clusters Score -1154534 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -1154538.125000 Penalty: 4496.854492 Iteration 59Q: 3 clusters Score -1154538 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -1154542.375000 Penalty: 4496.854492 Iteration 60F: 3 clusters Score -1154542 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 8128 members Entering Unmasked Estep Score: -1154548.125000 Penalty: 4496.854492 Iteration 61Q: 3 clusters Score -1154548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 8132 members Entering Unmasked Estep Score: -1154549.750000 Penalty: 4496.854492 Iteration 62Q: 3 clusters Score -1154550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 8134 members Entering Unmasked Estep Score: -1154551.250000 Penalty: 4496.854492 Iteration 63Q: 3 clusters Score -1154551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 8136 members Entering Unmasked Estep Score: -1154551.750000 Penalty: 4496.854492 Iteration 64Q: 3 clusters Score -1154552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -1154552.750000 Penalty: 4496.854492 Iteration 65Q: 3 clusters Score -1154553 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -1154552.750000 Penalty: 4496.854492 Iteration 66F: 3 clusters Score -1154553 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (1388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Entering Unmasked Estep Score: -158361.171875 Penalty: 1794.433472 Iteration 0F: 2 clusters Score -158361.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -156503.890625 Penalty: 3588.866943 Iteration 0F: 3 clusters Score -156503.9 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -159173.546875 Penalty: 3588.866943 Iteration 1F: 3 clusters Score -159173.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -160764.500000 Penalty: 3588.866943 Iteration 2F: 3 clusters Score -160764.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -161227.500000 Penalty: 3588.866943 Iteration 3F: 3 clusters Score -161227.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -161254.375000 Penalty: 3588.866943 Iteration 4Q: 3 clusters Score -161254.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -161264.359375 Penalty: 3588.866943 Iteration 5Q: 3 clusters Score -161264.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -161275.609375 Penalty: 3588.866943 Iteration 6Q: 3 clusters Score -161275.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -161288.187500 Penalty: 3588.866943 Iteration 7Q: 3 clusters Score -161288.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -161303.125000 Penalty: 3588.866943 Iteration 8Q: 3 clusters Score -161303.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -161307.015625 Penalty: 3588.866943 Iteration 9Q: 3 clusters Score -161307 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -161309.828125 Penalty: 3588.866943 Iteration 10Q: 3 clusters Score -161309.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -161312.140625 Penalty: 3588.866943 Iteration 11Q: 3 clusters Score -161312.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -161321.796875 Penalty: 3588.866943 Iteration 12Q: 3 clusters Score -161321.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -161325.687500 Penalty: 3588.866943 Iteration 13Q: 3 clusters Score -161325.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -161342.312500 Penalty: 3588.866943 Iteration 14Q: 3 clusters Score -161342.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -161349.234375 Penalty: 3588.866943 Iteration 15Q: 3 clusters Score -161349.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -161350.687500 Penalty: 3588.866943 Iteration 16Q: 3 clusters Score -161350.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -161443.828125 Penalty: 3588.866943 Iteration 17F: 3 clusters Score -161443.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -161934.781250 Penalty: 3588.866943 Iteration 18Q: 3 clusters Score -161934.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -161983.062500 Penalty: 3588.866943 Iteration 19Q: 3 clusters Score -161983.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -161983.062500 Penalty: 3588.866943 Iteration 20F: 3 clusters Score -161983.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15257 members Mstep: Class 2 contains 145408 members Mstep: Class 3 contains 1745 members Mstep: Class 4 contains 3754 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 67620 members Mstep: Class 7 contains 8658 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 121194 members Mstep: Class 10 contains 84909 members Mstep: Class 11 contains 1228 members Mstep: Class 12 contains 5527 members Mstep: Class 13 contains 6018 members Mstep: Class 14 contains 5028 members Mstep: Class 15 contains 52301 members Mstep: Class 16 contains 4595 members Mstep: Class 17 contains 102390 members Mstep: Class 18 contains 4779 members Mstep: Class 19 contains 1317 members Mstep: Class 20 contains 1111 members Mstep: Class 21 contains 13778 members Mstep: Class 23 contains 3466 members Mstep: Class 24 contains 4145 members Entering Unmasked Estep Score: -85834704.000000 Penalty: 76394.156250 Splitting cluster 8 changes total score from -85829400.000000 to -85834704.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 9 (121194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121194 members Entering Unmasked Estep Score: -16156074.000000 Penalty: 2902.876709 Iteration 0F: 2 clusters Score -1.615607e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60344 members Mstep: Class 2 contains 60850 members Entering Unmasked Estep Score: -16075862.000000 Penalty: 5805.753418 Iteration 0F: 3 clusters Score -1.607586e+07 nChanged 57899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57475 members Mstep: Class 2 contains 63719 members Entering Unmasked Estep Score: -16109239.000000 Penalty: 5805.753418 Iteration 1F: 3 clusters Score -1.610924e+07 nChanged 4266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56081 members Mstep: Class 2 contains 65113 members Entering Unmasked Estep Score: -16110487.000000 Penalty: 5805.753418 Iteration 2Q: 3 clusters Score -1.611049e+07 nChanged 4688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53927 members Mstep: Class 2 contains 67267 members Entering Unmasked Estep Score: -16112185.000000 Penalty: 5805.753418 Iteration 3Q: 3 clusters Score -1.611218e+07 nChanged 5282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50735 members Mstep: Class 2 contains 70459 members Entering Unmasked Estep Score: -16114487.000000 Penalty: 5805.753418 Iteration 4Q: 3 clusters Score -1.611449e+07 nChanged 6130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46133 members Mstep: Class 2 contains 75061 members Entering Unmasked Estep Score: -16117493.000000 Penalty: 5805.753418 Iteration 5F: 3 clusters Score -1.611749e+07 nChanged 7251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39722 members Mstep: Class 2 contains 81472 members Entering Unmasked Estep Score: -16122157.000000 Penalty: 5805.753418 Iteration 6F: 3 clusters Score -1.612216e+07 nChanged 8532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31504 members Mstep: Class 2 contains 89690 members Entering Unmasked Estep Score: -16128600.000000 Penalty: 5805.753418 Iteration 7F: 3 clusters Score -1.61286e+07 nChanged 9040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22582 members Mstep: Class 2 contains 98612 members Entering Unmasked Estep Score: -16136409.000000 Penalty: 5805.753418 Iteration 8F: 3 clusters Score -1.613641e+07 nChanged 7764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14870 members Mstep: Class 2 contains 106324 members Entering Unmasked Estep Score: -16143316.000000 Penalty: 5805.753418 Iteration 9F: 3 clusters Score -1.614332e+07 nChanged 5252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 111486 members Entering Unmasked Estep Score: -16147944.000000 Penalty: 5805.753418 Iteration 10Q: 3 clusters Score -1.614794e+07 nChanged 3106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 114518 members Entering Unmasked Estep Score: -16150865.000000 Penalty: 5805.753418 Iteration 11Q: 3 clusters Score -1.615086e+07 nChanged 1682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 116016 members Entering Unmasked Estep Score: -16152062.000000 Penalty: 5805.753418 Iteration 12Q: 3 clusters Score -1.615206e+07 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 116838 members Entering Unmasked Estep Score: -16152584.000000 Penalty: 5805.753418 Iteration 13Q: 3 clusters Score -1.615258e+07 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 117416 members Entering Unmasked Estep Score: -16152832.000000 Penalty: 5805.753418 Iteration 14Q: 3 clusters Score -1.615283e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 117823 members Entering Unmasked Estep Score: -16152964.000000 Penalty: 5805.753418 Iteration 15Q: 3 clusters Score -1.615296e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 118153 members Entering Unmasked Estep Score: -16153103.000000 Penalty: 5805.753418 Iteration 16Q: 3 clusters Score -1.61531e+07 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 118412 members Entering Unmasked Estep Score: -16153209.000000 Penalty: 5805.753418 Iteration 17Q: 3 clusters Score -1.615321e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 118612 members Entering Unmasked Estep Score: -16153247.000000 Penalty: 5805.753418 Iteration 18Q: 3 clusters Score -1.615325e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 118792 members Entering Unmasked Estep Score: -16153317.000000 Penalty: 5805.753418 Iteration 19Q: 3 clusters Score -1.615332e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 118961 members Entering Unmasked Estep Score: -16153378.000000 Penalty: 5805.753418 Iteration 20F: 3 clusters Score -1.615338e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 119095 members Entering Unmasked Estep Score: -16153451.000000 Penalty: 5805.753418 Iteration 21Q: 3 clusters Score -1.615345e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 119207 members Entering Unmasked Estep Score: -16153502.000000 Penalty: 5805.753418 Iteration 22Q: 3 clusters Score -1.61535e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 119321 members Entering Unmasked Estep Score: -16153559.000000 Penalty: 5805.753418 Iteration 23Q: 3 clusters Score -1.615356e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 119427 members Entering Unmasked Estep Score: -16153568.000000 Penalty: 5805.753418 Iteration 24Q: 3 clusters Score -1.615357e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 119496 members Entering Unmasked Estep Score: -16153613.000000 Penalty: 5805.753418 Iteration 25Q: 3 clusters Score -1.615361e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 119545 members Entering Unmasked Estep Score: -16153637.000000 Penalty: 5805.753418 Iteration 26Q: 3 clusters Score -1.615364e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 119594 members Entering Unmasked Estep Score: -16153666.000000 Penalty: 5805.753418 Iteration 27Q: 3 clusters Score -1.615367e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1550 members Mstep: Class 2 contains 119644 members Entering Unmasked Estep Score: -16153691.000000 Penalty: 5805.753418 Iteration 28Q: 3 clusters Score -1.615369e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 119706 members Entering Unmasked Estep Score: -16153715.000000 Penalty: 5805.753418 Iteration 29Q: 3 clusters Score -1.615372e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 119744 members Entering Unmasked Estep Score: -16153719.000000 Penalty: 5805.753418 Iteration 30Q: 3 clusters Score -1.615372e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 119781 members Entering Unmasked Estep Score: -16153730.000000 Penalty: 5805.753418 Iteration 31Q: 3 clusters Score -1.615373e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 119815 members Entering Unmasked Estep Score: -16153739.000000 Penalty: 5805.753418 Iteration 32Q: 3 clusters Score -1.615374e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 119843 members Entering Unmasked Estep Score: -16153757.000000 Penalty: 5805.753418 Iteration 33Q: 3 clusters Score -1.615376e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 119866 members Entering Unmasked Estep Score: -16153754.000000 Penalty: 5805.753418 Iteration 34Q: 3 clusters Score -1.615375e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 119885 members Entering Unmasked Estep Score: -16153756.000000 Penalty: 5805.753418 Iteration 35Q: 3 clusters Score -1.615376e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 119898 members Entering Unmasked Estep Score: -16153758.000000 Penalty: 5805.753418 Iteration 36Q: 3 clusters Score -1.615376e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 119909 members Entering Unmasked Estep Score: -16153781.000000 Penalty: 5805.753418 Iteration 37Q: 3 clusters Score -1.615378e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 119921 members Entering Unmasked Estep Score: -16153778.000000 Penalty: 5805.753418 Iteration 38Q: 3 clusters Score -1.615378e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 119932 members Entering Unmasked Estep Score: -16153794.000000 Penalty: 5805.753418 Iteration 39Q: 3 clusters Score -1.615379e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 119943 members Entering Unmasked Estep Score: -16153809.000000 Penalty: 5805.753418 Iteration 40F: 3 clusters Score -1.615381e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 119956 members Entering Unmasked Estep Score: -16153813.000000 Penalty: 5805.753418 Iteration 41Q: 3 clusters Score -1.615381e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 119964 members Entering Unmasked Estep Score: -16153821.000000 Penalty: 5805.753418 Iteration 42Q: 3 clusters Score -1.615382e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 119971 members Entering Unmasked Estep Score: -16153818.000000 Penalty: 5805.753418 Iteration 43Q: 3 clusters Score -1.615382e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 119977 members Entering Unmasked Estep Score: -16153819.000000 Penalty: 5805.753418 Iteration 44Q: 3 clusters Score -1.615382e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 119979 members Entering Unmasked Estep Score: -16153815.000000 Penalty: 5805.753418 Iteration 45Q: 3 clusters Score -1.615382e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 119985 members Entering Unmasked Estep Score: -16153816.000000 Penalty: 5805.753418 Iteration 46Q: 3 clusters Score -1.615382e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 119991 members Entering Unmasked Estep Score: -16153817.000000 Penalty: 5805.753418 Iteration 47Q: 3 clusters Score -1.615382e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 120005 members Entering Unmasked Estep Score: -16153819.000000 Penalty: 5805.753418 Iteration 48Q: 3 clusters Score -1.615382e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 120022 members Entering Unmasked Estep Score: -16153807.000000 Penalty: 5805.753418 Iteration 49Q: 3 clusters Score -1.615381e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 120033 members Entering Unmasked Estep Score: -16153821.000000 Penalty: 5805.753418 Iteration 50Q: 3 clusters Score -1.615382e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 120042 members Entering Unmasked Estep Score: -16153819.000000 Penalty: 5805.753418 Iteration 51Q: 3 clusters Score -1.615382e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 120054 members Entering Unmasked Estep Score: -16153819.000000 Penalty: 5805.753418 Iteration 52Q: 3 clusters Score -1.615382e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 120066 members Entering Unmasked Estep Score: -16153823.000000 Penalty: 5805.753418 Iteration 53Q: 3 clusters Score -1.615382e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 120075 members Entering Unmasked Estep Score: -16153831.000000 Penalty: 5805.753418 Iteration 54Q: 3 clusters Score -1.615383e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 120083 members Entering Unmasked Estep Score: -16153829.000000 Penalty: 5805.753418 Iteration 55Q: 3 clusters Score -1.615383e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 120091 members Entering Unmasked Estep Score: -16153842.000000 Penalty: 5805.753418 Iteration 56Q: 3 clusters Score -1.615384e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 120094 members Entering Unmasked Estep Score: -16153847.000000 Penalty: 5805.753418 Iteration 57Q: 3 clusters Score -1.615385e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 120095 members Entering Unmasked Estep Score: -16153846.000000 Penalty: 5805.753418 Iteration 58Q: 3 clusters Score -1.615385e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 120102 members Entering Unmasked Estep Score: -16153849.000000 Penalty: 5805.753418 Iteration 59Q: 3 clusters Score -1.615385e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 120108 members Entering Unmasked Estep Score: -16153837.000000 Penalty: 5805.753418 Iteration 60F: 3 clusters Score -1.615384e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 120110 members Entering Unmasked Estep Score: -16153852.000000 Penalty: 5805.753418 Iteration 61Q: 3 clusters Score -1.615385e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 120113 members Entering Unmasked Estep Score: -16153852.000000 Penalty: 5805.753418 Iteration 62Q: 3 clusters Score -1.615385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 120113 members Entering Unmasked Estep Score: -16153853.000000 Penalty: 5805.753418 Iteration 63Q: 3 clusters Score -1.615385e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 120117 members Entering Unmasked Estep Score: -16153851.000000 Penalty: 5805.753418 Iteration 64Q: 3 clusters Score -1.615385e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 120119 members Entering Unmasked Estep Score: -16153849.000000 Penalty: 5805.753418 Iteration 65Q: 3 clusters Score -1.615385e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 120122 members Entering Unmasked Estep Score: -16153853.000000 Penalty: 5805.753418 Iteration 66Q: 3 clusters Score -1.615385e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 120126 members Entering Unmasked Estep Score: -16153845.000000 Penalty: 5805.753418 Iteration 67Q: 3 clusters Score -1.615384e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 120133 members Entering Unmasked Estep Score: -16153856.000000 Penalty: 5805.753418 Iteration 68Q: 3 clusters Score -1.615386e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 120138 members Entering Unmasked Estep Score: -16153861.000000 Penalty: 5805.753418 Iteration 69Q: 3 clusters Score -1.615386e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 120143 members Entering Unmasked Estep Score: -16153854.000000 Penalty: 5805.753418 Iteration 70Q: 3 clusters Score -1.615385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 120145 members Entering Unmasked Estep Score: -16153843.000000 Penalty: 5805.753418 Iteration 71Q: 3 clusters Score -1.615384e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 120148 members Entering Unmasked Estep Score: -16153846.000000 Penalty: 5805.753418 Iteration 72Q: 3 clusters Score -1.615385e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 120148 members Entering Unmasked Estep Score: -16153856.000000 Penalty: 5805.753418 Iteration 73Q: 3 clusters Score -1.615386e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 120148 members Entering Unmasked Estep Score: -16153851.000000 Penalty: 5805.753418 Iteration 74Q: 3 clusters Score -1.615385e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 120152 members Entering Unmasked Estep Score: -16153863.000000 Penalty: 5805.753418 Iteration 75Q: 3 clusters Score -1.615386e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 120152 members Entering Unmasked Estep Score: -16153866.000000 Penalty: 5805.753418 Iteration 76Q: 3 clusters Score -1.615387e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 120154 members Entering Unmasked Estep Score: -16153879.000000 Penalty: 5805.753418 Iteration 77Q: 3 clusters Score -1.615388e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 120160 members Entering Unmasked Estep Score: -16153872.000000 Penalty: 5805.753418 Iteration 78Q: 3 clusters Score -1.615387e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 120164 members Entering Unmasked Estep Score: -16153874.000000 Penalty: 5805.753418 Iteration 79Q: 3 clusters Score -1.615387e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 120166 members Entering Unmasked Estep Score: -16153881.000000 Penalty: 5805.753418 Iteration 80F: 3 clusters Score -1.615388e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 120173 members Entering Unmasked Estep Score: -16153881.000000 Penalty: 5805.753418 Iteration 81Q: 3 clusters Score -1.615388e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 120177 members Entering Unmasked Estep Score: -16153882.000000 Penalty: 5805.753418 Iteration 82Q: 3 clusters Score -1.615388e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 120179 members Entering Unmasked Estep Score: -16153898.000000 Penalty: 5805.753418 Iteration 83Q: 3 clusters Score -1.61539e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 120181 members Entering Unmasked Estep Score: -16153880.000000 Penalty: 5805.753418 Iteration 84Q: 3 clusters Score -1.615388e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 120185 members Entering Unmasked Estep Score: -16153890.000000 Penalty: 5805.753418 Iteration 85Q: 3 clusters Score -1.615389e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 120185 members Entering Unmasked Estep Score: -16153890.000000 Penalty: 5805.753418 Iteration 86F: 3 clusters Score -1.615389e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (84909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84909 members Entering Unmasked Estep Score: -11348464.000000 Penalty: 2814.635254 Iteration 0F: 2 clusters Score -1.134846e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42491 members Mstep: Class 2 contains 42418 members Entering Unmasked Estep Score: -11291888.000000 Penalty: 5629.270508 Iteration 0F: 3 clusters Score -1.129189e+07 nChanged 39862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42551 members Mstep: Class 2 contains 42358 members Entering Unmasked Estep Score: -11314848.000000 Penalty: 5629.270508 Iteration 1F: 3 clusters Score -1.131485e+07 nChanged 2900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42655 members Mstep: Class 2 contains 42254 members Entering Unmasked Estep Score: -11315556.000000 Penalty: 5629.270508 Iteration 2Q: 3 clusters Score -1.131556e+07 nChanged 2928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42935 members Mstep: Class 2 contains 41974 members Entering Unmasked Estep Score: -11316382.000000 Penalty: 5629.270508 Iteration 3Q: 3 clusters Score -1.131638e+07 nChanged 3037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43440 members Mstep: Class 2 contains 41469 members Entering Unmasked Estep Score: -11317368.000000 Penalty: 5629.270508 Iteration 4Q: 3 clusters Score -1.131737e+07 nChanged 3299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44275 members Mstep: Class 2 contains 40634 members Entering Unmasked Estep Score: -11318434.000000 Penalty: 5629.270508 Iteration 5Q: 3 clusters Score -1.131843e+07 nChanged 3726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45553 members Mstep: Class 2 contains 39356 members Entering Unmasked Estep Score: -11320029.000000 Penalty: 5629.270508 Iteration 6Q: 3 clusters Score -1.132003e+07 nChanged 4251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47442 members Mstep: Class 2 contains 37467 members Entering Unmasked Estep Score: -11322284.000000 Penalty: 5629.270508 Iteration 7F: 3 clusters Score -1.132228e+07 nChanged 5027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50013 members Mstep: Class 2 contains 34896 members Entering Unmasked Estep Score: -11325892.000000 Penalty: 5629.270508 Iteration 8F: 3 clusters Score -1.132589e+07 nChanged 5893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53078 members Mstep: Class 2 contains 31831 members Entering Unmasked Estep Score: -11331658.000000 Penalty: 5629.270508 Iteration 9F: 3 clusters Score -1.133166e+07 nChanged 6284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55680 members Mstep: Class 2 contains 29229 members Entering Unmasked Estep Score: -11340174.000000 Penalty: 5629.270508 Iteration 10F: 3 clusters Score -1.134017e+07 nChanged 5702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56472 members Mstep: Class 2 contains 28437 members Entering Unmasked Estep Score: -11350143.000000 Penalty: 5629.270508 Iteration 11F: 3 clusters Score -1.135014e+07 nChanged 4390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55268 members Mstep: Class 2 contains 29641 members Entering Unmasked Estep Score: -11356266.000000 Penalty: 5629.270508 Iteration 12F: 3 clusters Score -1.135627e+07 nChanged 3440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53212 members Mstep: Class 2 contains 31697 members Entering Unmasked Estep Score: -11360812.000000 Penalty: 5629.270508 Iteration 13Q: 3 clusters Score -1.136081e+07 nChanged 2924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50768 members Mstep: Class 2 contains 34141 members Entering Unmasked Estep Score: -11365480.000000 Penalty: 5629.270508 Iteration 14Q: 3 clusters Score -1.136548e+07 nChanged 2256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48602 members Mstep: Class 2 contains 36307 members Entering Unmasked Estep Score: -11368918.000000 Penalty: 5629.270508 Iteration 15Q: 3 clusters Score -1.136892e+07 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47054 members Mstep: Class 2 contains 37855 members Entering Unmasked Estep Score: -11370690.000000 Penalty: 5629.270508 Iteration 16Q: 3 clusters Score -1.137069e+07 nChanged 1123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45931 members Mstep: Class 2 contains 38978 members Entering Unmasked Estep Score: -11371639.000000 Penalty: 5629.270508 Iteration 17Q: 3 clusters Score -1.137164e+07 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45176 members Mstep: Class 2 contains 39733 members Entering Unmasked Estep Score: -11372084.000000 Penalty: 5629.270508 Iteration 18Q: 3 clusters Score -1.137208e+07 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44684 members Mstep: Class 2 contains 40225 members Entering Unmasked Estep Score: -11372308.000000 Penalty: 5629.270508 Iteration 19Q: 3 clusters Score -1.137231e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44358 members Mstep: Class 2 contains 40551 members Entering Unmasked Estep Score: -11372363.000000 Penalty: 5629.270508 Iteration 20F: 3 clusters Score -1.137236e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44147 members Mstep: Class 2 contains 40762 members Entering Unmasked Estep Score: -11372426.000000 Penalty: 5629.270508 Iteration 21Q: 3 clusters Score -1.137243e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44009 members Mstep: Class 2 contains 40900 members Entering Unmasked Estep Score: -11372415.000000 Penalty: 5629.270508 Iteration 22Q: 3 clusters Score -1.137242e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43929 members Mstep: Class 2 contains 40980 members Entering Unmasked Estep Score: -11372436.000000 Penalty: 5629.270508 Iteration 23Q: 3 clusters Score -1.137244e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43882 members Mstep: Class 2 contains 41027 members Entering Unmasked Estep Score: -11372428.000000 Penalty: 5629.270508 Iteration 24Q: 3 clusters Score -1.137243e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43847 members Mstep: Class 2 contains 41062 members Entering Unmasked Estep Score: -11372432.000000 Penalty: 5629.270508 Iteration 25Q: 3 clusters Score -1.137243e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43825 members Mstep: Class 2 contains 41084 members Entering Unmasked Estep Score: -11372408.000000 Penalty: 5629.270508 Iteration 26Q: 3 clusters Score -1.137241e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43813 members Mstep: Class 2 contains 41096 members Entering Unmasked Estep Score: -11372409.000000 Penalty: 5629.270508 Iteration 27Q: 3 clusters Score -1.137241e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43805 members Mstep: Class 2 contains 41104 members Entering Unmasked Estep Score: -11372399.000000 Penalty: 5629.270508 Iteration 28Q: 3 clusters Score -1.13724e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43797 members Mstep: Class 2 contains 41112 members Entering Unmasked Estep Score: -11372399.000000 Penalty: 5629.270508 Iteration 29Q: 3 clusters Score -1.13724e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43792 members Mstep: Class 2 contains 41117 members Entering Unmasked Estep Score: -11372399.000000 Penalty: 5629.270508 Iteration 30Q: 3 clusters Score -1.13724e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43784 members Mstep: Class 2 contains 41125 members Entering Unmasked Estep Score: -11372406.000000 Penalty: 5629.270508 Iteration 31Q: 3 clusters Score -1.137241e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43783 members Mstep: Class 2 contains 41126 members Entering Unmasked Estep Score: -11372403.000000 Penalty: 5629.270508 Iteration 32Q: 3 clusters Score -1.13724e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43783 members Mstep: Class 2 contains 41126 members Entering Unmasked Estep Score: -11372403.000000 Penalty: 5629.270508 Iteration 33F: 3 clusters Score -1.13724e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15257 members Mstep: Class 2 contains 145408 members Mstep: Class 3 contains 1745 members Mstep: Class 4 contains 3754 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 67620 members Mstep: Class 7 contains 8658 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 121194 members Mstep: Class 10 contains 43783 members Mstep: Class 11 contains 1228 members Mstep: Class 12 contains 5527 members Mstep: Class 13 contains 6018 members Mstep: Class 14 contains 5028 members Mstep: Class 15 contains 52301 members Mstep: Class 16 contains 4595 members Mstep: Class 17 contains 102390 members Mstep: Class 18 contains 4779 members Mstep: Class 19 contains 1317 members Mstep: Class 20 contains 1111 members Mstep: Class 21 contains 13778 members Mstep: Class 22 contains 41126 members Mstep: Class 23 contains 3466 members Mstep: Class 24 contains 4145 members Entering Unmasked Estep Score: -85857568.000000 Penalty: 79715.640625 Splitting cluster 10 changes total score from -85829400.000000 to -85857568.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 11 (1228 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Entering Unmasked Estep Score: -158112.078125 Penalty: 1764.059204 Iteration 0F: 2 clusters Score -158112.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -155994.218750 Penalty: 3528.118408 Iteration 0F: 3 clusters Score -155994.2 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -156304.500000 Penalty: 3528.118408 Iteration 1F: 3 clusters Score -156304.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -156402.468750 Penalty: 3528.118408 Iteration 2F: 3 clusters Score -156402.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -156450.953125 Penalty: 3528.118408 Iteration 3Q: 3 clusters Score -156451 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -156484.578125 Penalty: 3528.118408 Iteration 4Q: 3 clusters Score -156484.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -156516.125000 Penalty: 3528.118408 Iteration 5Q: 3 clusters Score -156516.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -156527.640625 Penalty: 3528.118408 Iteration 6Q: 3 clusters Score -156527.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -156532.359375 Penalty: 3528.118408 Iteration 7Q: 3 clusters Score -156532.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -156543.796875 Penalty: 3528.118408 Iteration 8Q: 3 clusters Score -156543.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -156549.343750 Penalty: 3528.118408 Iteration 9Q: 3 clusters Score -156549.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -156551.968750 Penalty: 3528.118408 Iteration 10Q: 3 clusters Score -156552 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -156552.562500 Penalty: 3528.118408 Iteration 11Q: 3 clusters Score -156552.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -156553.312500 Penalty: 3528.118408 Iteration 12Q: 3 clusters Score -156553.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -156553.312500 Penalty: 3528.118408 Iteration 13F: 3 clusters Score -156553.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Entering Unmasked Estep Score: -687839.375000 Penalty: 2137.115234 Iteration 0F: 2 clusters Score -687839.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -682986.750000 Penalty: 4274.230469 Iteration 0F: 3 clusters Score -682986.8 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -684228.937500 Penalty: 4274.230469 Iteration 1F: 3 clusters Score -684228.9 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -684525.937500 Penalty: 4274.230469 Iteration 2F: 3 clusters Score -684525.9 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2876 members Entering Unmasked Estep Score: -684703.062500 Penalty: 4274.230469 Iteration 3F: 3 clusters Score -684703.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -684827.687500 Penalty: 4274.230469 Iteration 4Q: 3 clusters Score -684827.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -684957.687500 Penalty: 4274.230469 Iteration 5Q: 3 clusters Score -684957.7 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2916 members Entering Unmasked Estep Score: -685108.437500 Penalty: 4274.230469 Iteration 6Q: 3 clusters Score -685108.4 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -685268.312500 Penalty: 4274.230469 Iteration 7Q: 3 clusters Score -685268.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -685465.312500 Penalty: 4274.230469 Iteration 8Q: 3 clusters Score -685465.3 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -685720.375000 Penalty: 4274.230469 Iteration 9Q: 3 clusters Score -685720.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -685955.875000 Penalty: 4274.230469 Iteration 10Q: 3 clusters Score -685955.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -686177.562500 Penalty: 4274.230469 Iteration 11Q: 3 clusters Score -686177.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -686363.062500 Penalty: 4274.230469 Iteration 12Q: 3 clusters Score -686363.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -686500.750000 Penalty: 4274.230469 Iteration 13Q: 3 clusters Score -686500.8 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -686588.937500 Penalty: 4274.230469 Iteration 14Q: 3 clusters Score -686588.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -686648.812500 Penalty: 4274.230469 Iteration 15Q: 3 clusters Score -686648.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -686698.687500 Penalty: 4274.230469 Iteration 16Q: 3 clusters Score -686698.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 3624 members Entering Unmasked Estep Score: -686738.937500 Penalty: 4274.230469 Iteration 17Q: 3 clusters Score -686738.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -686761.062500 Penalty: 4274.230469 Iteration 18Q: 3 clusters Score -686761.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -686775.187500 Penalty: 4274.230469 Iteration 19Q: 3 clusters Score -686775.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -686784.062500 Penalty: 4274.230469 Iteration 20F: 3 clusters Score -686784.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 3737 members Entering Unmasked Estep Score: -686793.312500 Penalty: 4274.230469 Iteration 21Q: 3 clusters Score -686793.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -686801.250000 Penalty: 4274.230469 Iteration 22Q: 3 clusters Score -686801.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -686801.625000 Penalty: 4274.230469 Iteration 23Q: 3 clusters Score -686801.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -686805.500000 Penalty: 4274.230469 Iteration 24Q: 3 clusters Score -686805.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -686808.687500 Penalty: 4274.230469 Iteration 25Q: 3 clusters Score -686808.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -686813.312500 Penalty: 4274.230469 Iteration 26Q: 3 clusters Score -686813.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -686816.875000 Penalty: 4274.230469 Iteration 27Q: 3 clusters Score -686816.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -686815.375000 Penalty: 4274.230469 Iteration 28Q: 3 clusters Score -686815.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -686817.187500 Penalty: 4274.230469 Iteration 29Q: 3 clusters Score -686817.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -686818.125000 Penalty: 4274.230469 Iteration 30Q: 3 clusters Score -686818.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -686819.062500 Penalty: 4274.230469 Iteration 31Q: 3 clusters Score -686819.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -686821.875000 Penalty: 4274.230469 Iteration 32Q: 3 clusters Score -686821.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -686825.062500 Penalty: 4274.230469 Iteration 33Q: 3 clusters Score -686825.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -686826.937500 Penalty: 4274.230469 Iteration 34Q: 3 clusters Score -686826.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -686828.625000 Penalty: 4274.230469 Iteration 35Q: 3 clusters Score -686828.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -686830.812500 Penalty: 4274.230469 Iteration 36Q: 3 clusters Score -686830.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -686830.937500 Penalty: 4274.230469 Iteration 37Q: 3 clusters Score -686830.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -686831.625000 Penalty: 4274.230469 Iteration 38Q: 3 clusters Score -686831.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -686831.625000 Penalty: 4274.230469 Iteration 39Q: 3 clusters Score -686831.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -686833.187500 Penalty: 4274.230469 Iteration 40F: 3 clusters Score -686833.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -686832.000000 Penalty: 4274.230469 Iteration 41Q: 3 clusters Score -686832 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -686832.000000 Penalty: 4274.230469 Iteration 42F: 3 clusters Score -686832 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6018 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6018 members Entering Unmasked Estep Score: -750863.812500 Penalty: 2158.222412 Iteration 0F: 2 clusters Score -750863.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3039 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -745613.375000 Penalty: 4316.444824 Iteration 0F: 3 clusters Score -745613.4 nChanged 2412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -746982.500000 Penalty: 4316.444824 Iteration 1F: 3 clusters Score -746982.5 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -747261.312500 Penalty: 4316.444824 Iteration 2F: 3 clusters Score -747261.3 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -747442.062500 Penalty: 4316.444824 Iteration 3F: 3 clusters Score -747442.1 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -747583.000000 Penalty: 4316.444824 Iteration 4Q: 3 clusters Score -747583 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -747672.500000 Penalty: 4316.444824 Iteration 5Q: 3 clusters Score -747672.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -747732.250000 Penalty: 4316.444824 Iteration 6Q: 3 clusters Score -747732.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -747795.312500 Penalty: 4316.444824 Iteration 7Q: 3 clusters Score -747795.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -747845.875000 Penalty: 4316.444824 Iteration 8Q: 3 clusters Score -747845.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -747890.687500 Penalty: 4316.444824 Iteration 9Q: 3 clusters Score -747890.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -747935.375000 Penalty: 4316.444824 Iteration 10Q: 3 clusters Score -747935.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -747965.875000 Penalty: 4316.444824 Iteration 11Q: 3 clusters Score -747965.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -747995.750000 Penalty: 4316.444824 Iteration 12Q: 3 clusters Score -747995.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3369 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -748022.250000 Penalty: 4316.444824 Iteration 13Q: 3 clusters Score -748022.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -748045.875000 Penalty: 4316.444824 Iteration 14Q: 3 clusters Score -748045.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -748071.062500 Penalty: 4316.444824 Iteration 15Q: 3 clusters Score -748071.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -748090.125000 Penalty: 4316.444824 Iteration 16Q: 3 clusters Score -748090.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -748106.562500 Penalty: 4316.444824 Iteration 17Q: 3 clusters Score -748106.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -748124.500000 Penalty: 4316.444824 Iteration 18Q: 3 clusters Score -748124.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -748136.562500 Penalty: 4316.444824 Iteration 19Q: 3 clusters Score -748136.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 2530 members Entering Unmasked Estep Score: -748142.937500 Penalty: 4316.444824 Iteration 20F: 3 clusters Score -748142.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -748152.562500 Penalty: 4316.444824 Iteration 21Q: 3 clusters Score -748152.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -748161.062500 Penalty: 4316.444824 Iteration 22Q: 3 clusters Score -748161.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -748178.812500 Penalty: 4316.444824 Iteration 23Q: 3 clusters Score -748178.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3553 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -748198.187500 Penalty: 4316.444824 Iteration 24Q: 3 clusters Score -748198.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -748212.062500 Penalty: 4316.444824 Iteration 25Q: 3 clusters Score -748212.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3606 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -748222.937500 Penalty: 4316.444824 Iteration 26Q: 3 clusters Score -748222.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -748232.875000 Penalty: 4316.444824 Iteration 27Q: 3 clusters Score -748232.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -748243.937500 Penalty: 4316.444824 Iteration 28Q: 3 clusters Score -748243.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -748252.687500 Penalty: 4316.444824 Iteration 29Q: 3 clusters Score -748252.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -748263.062500 Penalty: 4316.444824 Iteration 30Q: 3 clusters Score -748263.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -748271.687500 Penalty: 4316.444824 Iteration 31Q: 3 clusters Score -748271.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -748281.187500 Penalty: 4316.444824 Iteration 32Q: 3 clusters Score -748281.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -748291.437500 Penalty: 4316.444824 Iteration 33Q: 3 clusters Score -748291.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -748301.500000 Penalty: 4316.444824 Iteration 34Q: 3 clusters Score -748301.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -748310.750000 Penalty: 4316.444824 Iteration 35Q: 3 clusters Score -748310.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -748316.187500 Penalty: 4316.444824 Iteration 36Q: 3 clusters Score -748316.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -748319.812500 Penalty: 4316.444824 Iteration 37Q: 3 clusters Score -748319.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -748323.562500 Penalty: 4316.444824 Iteration 38Q: 3 clusters Score -748323.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -748330.437500 Penalty: 4316.444824 Iteration 39Q: 3 clusters Score -748330.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -748333.062500 Penalty: 4316.444824 Iteration 40F: 3 clusters Score -748333.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -748334.875000 Penalty: 4316.444824 Iteration 41Q: 3 clusters Score -748334.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -748336.125000 Penalty: 4316.444824 Iteration 42Q: 3 clusters Score -748336.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -748340.500000 Penalty: 4316.444824 Iteration 43Q: 3 clusters Score -748340.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -748342.125000 Penalty: 4316.444824 Iteration 44Q: 3 clusters Score -748342.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -748345.625000 Penalty: 4316.444824 Iteration 45Q: 3 clusters Score -748345.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -748348.687500 Penalty: 4316.444824 Iteration 46Q: 3 clusters Score -748348.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -748354.062500 Penalty: 4316.444824 Iteration 47Q: 3 clusters Score -748354.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -748356.625000 Penalty: 4316.444824 Iteration 48Q: 3 clusters Score -748356.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3900 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -748364.375000 Penalty: 4316.444824 Iteration 49Q: 3 clusters Score -748364.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -748369.750000 Penalty: 4316.444824 Iteration 50Q: 3 clusters Score -748369.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -748378.875000 Penalty: 4316.444824 Iteration 51Q: 3 clusters Score -748378.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -748392.937500 Penalty: 4316.444824 Iteration 52Q: 3 clusters Score -748392.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -748404.062500 Penalty: 4316.444824 Iteration 53Q: 3 clusters Score -748404.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -748416.750000 Penalty: 4316.444824 Iteration 54Q: 3 clusters Score -748416.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4045 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -748427.500000 Penalty: 4316.444824 Iteration 55Q: 3 clusters Score -748427.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4076 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -748445.250000 Penalty: 4316.444824 Iteration 56Q: 3 clusters Score -748445.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -748457.937500 Penalty: 4316.444824 Iteration 57Q: 3 clusters Score -748457.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -748466.812500 Penalty: 4316.444824 Iteration 58Q: 3 clusters Score -748466.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -748476.687500 Penalty: 4316.444824 Iteration 59Q: 3 clusters Score -748476.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -748487.062500 Penalty: 4316.444824 Iteration 60F: 3 clusters Score -748487.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -748496.187500 Penalty: 4316.444824 Iteration 61Q: 3 clusters Score -748496.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -748503.187500 Penalty: 4316.444824 Iteration 62Q: 3 clusters Score -748503.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -748510.750000 Penalty: 4316.444824 Iteration 63Q: 3 clusters Score -748510.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -748514.312500 Penalty: 4316.444824 Iteration 64Q: 3 clusters Score -748514.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4248 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -748521.625000 Penalty: 4316.444824 Iteration 65Q: 3 clusters Score -748521.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -748525.125000 Penalty: 4316.444824 Iteration 66Q: 3 clusters Score -748525.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4275 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -748531.812500 Penalty: 4316.444824 Iteration 67Q: 3 clusters Score -748531.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -748536.250000 Penalty: 4316.444824 Iteration 68Q: 3 clusters Score -748536.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -748540.250000 Penalty: 4316.444824 Iteration 69Q: 3 clusters Score -748540.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -748550.500000 Penalty: 4316.444824 Iteration 70Q: 3 clusters Score -748550.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -748556.875000 Penalty: 4316.444824 Iteration 71Q: 3 clusters Score -748556.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -748561.875000 Penalty: 4316.444824 Iteration 72Q: 3 clusters Score -748561.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4352 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -748564.375000 Penalty: 4316.444824 Iteration 73Q: 3 clusters Score -748564.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -748568.500000 Penalty: 4316.444824 Iteration 74Q: 3 clusters Score -748568.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -748572.812500 Penalty: 4316.444824 Iteration 75Q: 3 clusters Score -748572.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -748576.625000 Penalty: 4316.444824 Iteration 76Q: 3 clusters Score -748576.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -748579.187500 Penalty: 4316.444824 Iteration 77Q: 3 clusters Score -748579.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -748584.750000 Penalty: 4316.444824 Iteration 78Q: 3 clusters Score -748584.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -748592.375000 Penalty: 4316.444824 Iteration 79Q: 3 clusters Score -748592.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -748598.625000 Penalty: 4316.444824 Iteration 80F: 3 clusters Score -748598.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -748614.875000 Penalty: 4316.444824 Iteration 81Q: 3 clusters Score -748614.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -748635.750000 Penalty: 4316.444824 Iteration 82Q: 3 clusters Score -748635.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -748663.562500 Penalty: 4316.444824 Iteration 83Q: 3 clusters Score -748663.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -748689.000000 Penalty: 4316.444824 Iteration 84Q: 3 clusters Score -748689 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4580 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -748711.125000 Penalty: 4316.444824 Iteration 85Q: 3 clusters Score -748711.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -748746.250000 Penalty: 4316.444824 Iteration 86Q: 3 clusters Score -748746.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -748774.062500 Penalty: 4316.444824 Iteration 87Q: 3 clusters Score -748774.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -748798.437500 Penalty: 4316.444824 Iteration 88Q: 3 clusters Score -748798.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4730 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -748823.875000 Penalty: 4316.444824 Iteration 89Q: 3 clusters Score -748823.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -748841.937500 Penalty: 4316.444824 Iteration 90Q: 3 clusters Score -748841.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -748858.000000 Penalty: 4316.444824 Iteration 91Q: 3 clusters Score -748858 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -748877.937500 Penalty: 4316.444824 Iteration 92Q: 3 clusters Score -748877.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4818 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -748890.250000 Penalty: 4316.444824 Iteration 93Q: 3 clusters Score -748890.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -748902.437500 Penalty: 4316.444824 Iteration 94Q: 3 clusters Score -748902.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -748917.437500 Penalty: 4316.444824 Iteration 95Q: 3 clusters Score -748917.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4870 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -748928.437500 Penalty: 4316.444824 Iteration 96Q: 3 clusters Score -748928.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -748945.125000 Penalty: 4316.444824 Iteration 97Q: 3 clusters Score -748945.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -748957.062500 Penalty: 4316.444824 Iteration 98Q: 3 clusters Score -748957.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -748972.437500 Penalty: 4316.444824 Iteration 99Q: 3 clusters Score -748972.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -748984.500000 Penalty: 4316.444824 Iteration 100F: 3 clusters Score -748984.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -748995.062500 Penalty: 4316.444824 Iteration 101Q: 3 clusters Score -748995.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -749003.062500 Penalty: 4316.444824 Iteration 102Q: 3 clusters Score -749003.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -749009.312500 Penalty: 4316.444824 Iteration 103Q: 3 clusters Score -749009.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -749010.937500 Penalty: 4316.444824 Iteration 104Q: 3 clusters Score -749010.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -749015.437500 Penalty: 4316.444824 Iteration 105Q: 3 clusters Score -749015.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4986 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -749019.812500 Penalty: 4316.444824 Iteration 106Q: 3 clusters Score -749019.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -749021.000000 Penalty: 4316.444824 Iteration 107Q: 3 clusters Score -749021 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -749024.875000 Penalty: 4316.444824 Iteration 108Q: 3 clusters Score -749024.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -749026.000000 Penalty: 4316.444824 Iteration 109Q: 3 clusters Score -749026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -749026.250000 Penalty: 4316.444824 Iteration 110Q: 3 clusters Score -749026.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4994 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -749026.250000 Penalty: 4316.444824 Iteration 111F: 3 clusters Score -749026.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -667968.000000 Penalty: 2113.648926 Iteration 0F: 2 clusters Score -667968 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -663413.375000 Penalty: 4227.297852 Iteration 0F: 3 clusters Score -663413.4 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -664510.625000 Penalty: 4227.297852 Iteration 1F: 3 clusters Score -664510.6 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -664706.187500 Penalty: 4227.297852 Iteration 2F: 3 clusters Score -664706.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -664836.625000 Penalty: 4227.297852 Iteration 3Q: 3 clusters Score -664836.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -664938.000000 Penalty: 4227.297852 Iteration 4Q: 3 clusters Score -664938 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -665027.312500 Penalty: 4227.297852 Iteration 5Q: 3 clusters Score -665027.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -665094.937500 Penalty: 4227.297852 Iteration 6Q: 3 clusters Score -665094.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -665154.750000 Penalty: 4227.297852 Iteration 7Q: 3 clusters Score -665154.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -665216.937500 Penalty: 4227.297852 Iteration 8Q: 3 clusters Score -665216.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -665281.312500 Penalty: 4227.297852 Iteration 9Q: 3 clusters Score -665281.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -665339.000000 Penalty: 4227.297852 Iteration 10Q: 3 clusters Score -665339 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -665390.062500 Penalty: 4227.297852 Iteration 11Q: 3 clusters Score -665390.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -665443.687500 Penalty: 4227.297852 Iteration 12Q: 3 clusters Score -665443.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -665502.437500 Penalty: 4227.297852 Iteration 13Q: 3 clusters Score -665502.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -665561.687500 Penalty: 4227.297852 Iteration 14Q: 3 clusters Score -665561.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -665602.750000 Penalty: 4227.297852 Iteration 15Q: 3 clusters Score -665602.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 3725 members Entering Unmasked Estep Score: -665637.875000 Penalty: 4227.297852 Iteration 16Q: 3 clusters Score -665637.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -665674.875000 Penalty: 4227.297852 Iteration 17Q: 3 clusters Score -665674.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -665730.125000 Penalty: 4227.297852 Iteration 18Q: 3 clusters Score -665730.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -665774.000000 Penalty: 4227.297852 Iteration 19Q: 3 clusters Score -665774 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -665812.250000 Penalty: 4227.297852 Iteration 20F: 3 clusters Score -665812.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -665861.750000 Penalty: 4227.297852 Iteration 21Q: 3 clusters Score -665861.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -665919.687500 Penalty: 4227.297852 Iteration 22Q: 3 clusters Score -665919.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -665969.937500 Penalty: 4227.297852 Iteration 23Q: 3 clusters Score -665969.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -666007.812500 Penalty: 4227.297852 Iteration 24Q: 3 clusters Score -666007.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -666040.250000 Penalty: 4227.297852 Iteration 25Q: 3 clusters Score -666040.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -666075.000000 Penalty: 4227.297852 Iteration 26Q: 3 clusters Score -666075 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -666102.500000 Penalty: 4227.297852 Iteration 27Q: 3 clusters Score -666102.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 4303 members Entering Unmasked Estep Score: -666126.625000 Penalty: 4227.297852 Iteration 28Q: 3 clusters Score -666126.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 4324 members Entering Unmasked Estep Score: -666147.625000 Penalty: 4227.297852 Iteration 29Q: 3 clusters Score -666147.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -666170.812500 Penalty: 4227.297852 Iteration 30Q: 3 clusters Score -666170.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -666192.437500 Penalty: 4227.297852 Iteration 31Q: 3 clusters Score -666192.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -666210.812500 Penalty: 4227.297852 Iteration 32Q: 3 clusters Score -666210.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -666230.875000 Penalty: 4227.297852 Iteration 33Q: 3 clusters Score -666230.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -666247.812500 Penalty: 4227.297852 Iteration 34Q: 3 clusters Score -666247.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -666265.562500 Penalty: 4227.297852 Iteration 35Q: 3 clusters Score -666265.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 4450 members Entering Unmasked Estep Score: -666276.312500 Penalty: 4227.297852 Iteration 36Q: 3 clusters Score -666276.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -666280.437500 Penalty: 4227.297852 Iteration 37Q: 3 clusters Score -666280.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4465 members Entering Unmasked Estep Score: -666287.687500 Penalty: 4227.297852 Iteration 38Q: 3 clusters Score -666287.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -666293.875000 Penalty: 4227.297852 Iteration 39Q: 3 clusters Score -666293.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 4475 members Entering Unmasked Estep Score: -666298.937500 Penalty: 4227.297852 Iteration 40F: 3 clusters Score -666298.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -666300.875000 Penalty: 4227.297852 Iteration 41Q: 3 clusters Score -666300.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 4476 members Entering Unmasked Estep Score: -666300.875000 Penalty: 4227.297852 Iteration 42F: 3 clusters Score -666300.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (52301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52301 members Entering Unmasked Estep Score: -7003465.000000 Penalty: 2694.463135 Iteration 0F: 2 clusters Score -7003465 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26033 members Mstep: Class 2 contains 26268 members Entering Unmasked Estep Score: -6968310.000000 Penalty: 5388.926270 Iteration 0F: 3 clusters Score -6968310 nChanged 24147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25232 members Mstep: Class 2 contains 27069 members Entering Unmasked Estep Score: -6981735.000000 Penalty: 5388.926270 Iteration 1F: 3 clusters Score -6981735 nChanged 2097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24771 members Mstep: Class 2 contains 27530 members Entering Unmasked Estep Score: -6982376.000000 Penalty: 5388.926270 Iteration 2Q: 3 clusters Score -6982376 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24115 members Mstep: Class 2 contains 28186 members Entering Unmasked Estep Score: -6982888.500000 Penalty: 5388.926270 Iteration 3Q: 3 clusters Score -6982888 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23218 members Mstep: Class 2 contains 29083 members Entering Unmasked Estep Score: -6983459.500000 Penalty: 5388.926270 Iteration 4Q: 3 clusters Score -6983460 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21939 members Mstep: Class 2 contains 30362 members Entering Unmasked Estep Score: -6984162.000000 Penalty: 5388.926270 Iteration 5Q: 3 clusters Score -6984162 nChanged 2344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20155 members Mstep: Class 2 contains 32146 members Entering Unmasked Estep Score: -6985222.500000 Penalty: 5388.926270 Iteration 6Q: 3 clusters Score -6985222 nChanged 2839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17740 members Mstep: Class 2 contains 34561 members Entering Unmasked Estep Score: -6986758.000000 Penalty: 5388.926270 Iteration 7F: 3 clusters Score -6986758 nChanged 3342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14628 members Mstep: Class 2 contains 37673 members Entering Unmasked Estep Score: -6989069.000000 Penalty: 5388.926270 Iteration 8F: 3 clusters Score -6989069 nChanged 3716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 41239 members Entering Unmasked Estep Score: -6992002.000000 Penalty: 5388.926270 Iteration 9F: 3 clusters Score -6992002 nChanged 3602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 44757 members Entering Unmasked Estep Score: -6995071.000000 Penalty: 5388.926270 Iteration 10F: 3 clusters Score -6995071 nChanged 2770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 47489 members Entering Unmasked Estep Score: -6997593.500000 Penalty: 5388.926270 Iteration 11F: 3 clusters Score -6997594 nChanged 1822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 49283 members Entering Unmasked Estep Score: -6999172.500000 Penalty: 5388.926270 Iteration 12Q: 3 clusters Score -6999172 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 50238 members Entering Unmasked Estep Score: -6999988.500000 Penalty: 5388.926270 Iteration 13Q: 3 clusters Score -6999988 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 50742 members Entering Unmasked Estep Score: -7000459.500000 Penalty: 5388.926270 Iteration 14Q: 3 clusters Score -7000460 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 51025 members Entering Unmasked Estep Score: -7000681.000000 Penalty: 5388.926270 Iteration 15Q: 3 clusters Score -7000681 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 51187 members Entering Unmasked Estep Score: -7000818.000000 Penalty: 5388.926270 Iteration 16Q: 3 clusters Score -7000818 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 51298 members Entering Unmasked Estep Score: -7000906.000000 Penalty: 5388.926270 Iteration 17Q: 3 clusters Score -7000906 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 51380 members Entering Unmasked Estep Score: -7000996.500000 Penalty: 5388.926270 Iteration 18Q: 3 clusters Score -7000996 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 51432 members Entering Unmasked Estep Score: -7001057.500000 Penalty: 5388.926270 Iteration 19Q: 3 clusters Score -7001058 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 51468 members Entering Unmasked Estep Score: -7001084.000000 Penalty: 5388.926270 Iteration 20F: 3 clusters Score -7001084 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 51491 members Entering Unmasked Estep Score: -7001103.000000 Penalty: 5388.926270 Iteration 21Q: 3 clusters Score -7001103 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 51510 members Entering Unmasked Estep Score: -7001120.500000 Penalty: 5388.926270 Iteration 22Q: 3 clusters Score -7001120 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 51526 members Entering Unmasked Estep Score: -7001134.000000 Penalty: 5388.926270 Iteration 23Q: 3 clusters Score -7001134 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 51541 members Entering Unmasked Estep Score: -7001155.500000 Penalty: 5388.926270 Iteration 24Q: 3 clusters Score -7001156 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 51558 members Entering Unmasked Estep Score: -7001154.500000 Penalty: 5388.926270 Iteration 25Q: 3 clusters Score -7001154 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 51564 members Entering Unmasked Estep Score: -7001160.000000 Penalty: 5388.926270 Iteration 26Q: 3 clusters Score -7001160 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 51569 members Entering Unmasked Estep Score: -7001171.500000 Penalty: 5388.926270 Iteration 27Q: 3 clusters Score -7001172 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 51572 members Entering Unmasked Estep Score: -7001173.000000 Penalty: 5388.926270 Iteration 28Q: 3 clusters Score -7001173 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 51580 members Entering Unmasked Estep Score: -7001179.500000 Penalty: 5388.926270 Iteration 29Q: 3 clusters Score -7001180 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 51582 members Entering Unmasked Estep Score: -7001180.500000 Penalty: 5388.926270 Iteration 30Q: 3 clusters Score -7001180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 51582 members Entering Unmasked Estep Score: -7001180.000000 Penalty: 5388.926270 Iteration 31Q: 3 clusters Score -7001180 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 51584 members Entering Unmasked Estep Score: -7001185.500000 Penalty: 5388.926270 Iteration 32Q: 3 clusters Score -7001186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 51587 members Entering Unmasked Estep Score: -7001193.000000 Penalty: 5388.926270 Iteration 33Q: 3 clusters Score -7001193 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 51592 members Entering Unmasked Estep Score: -7001198.000000 Penalty: 5388.926270 Iteration 34Q: 3 clusters Score -7001198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 51595 members Entering Unmasked Estep Score: -7001197.500000 Penalty: 5388.926270 Iteration 35Q: 3 clusters Score -7001198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 51598 members Entering Unmasked Estep Score: -7001207.500000 Penalty: 5388.926270 Iteration 36Q: 3 clusters Score -7001208 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 51597 members Entering Unmasked Estep Score: -7001211.000000 Penalty: 5388.926270 Iteration 37Q: 3 clusters Score -7001211 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 51597 members Entering Unmasked Estep Score: -7001212.000000 Penalty: 5388.926270 Iteration 38Q: 3 clusters Score -7001212 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 51597 members Entering Unmasked Estep Score: -7001212.000000 Penalty: 5388.926270 Iteration 39F: 3 clusters Score -7001212 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (102390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102390 members Entering Unmasked Estep Score: -13544951.000000 Penalty: 2861.062988 Iteration 0F: 2 clusters Score -1.354495e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51107 members Mstep: Class 2 contains 51283 members Entering Unmasked Estep Score: -13476489.000000 Penalty: 5722.125977 Iteration 0F: 3 clusters Score -1.347649e+07 nChanged 48250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50121 members Mstep: Class 2 contains 52269 members Entering Unmasked Estep Score: -13504183.000000 Penalty: 5722.125977 Iteration 1F: 3 clusters Score -1.350418e+07 nChanged 3222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49259 members Mstep: Class 2 contains 53131 members Entering Unmasked Estep Score: -13504895.000000 Penalty: 5722.125977 Iteration 2Q: 3 clusters Score -1.35049e+07 nChanged 3203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47910 members Mstep: Class 2 contains 54480 members Entering Unmasked Estep Score: -13505534.000000 Penalty: 5722.125977 Iteration 3Q: 3 clusters Score -1.350553e+07 nChanged 3321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45885 members Mstep: Class 2 contains 56505 members Entering Unmasked Estep Score: -13506435.000000 Penalty: 5722.125977 Iteration 4Q: 3 clusters Score -1.350644e+07 nChanged 3790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42899 members Mstep: Class 2 contains 59491 members Entering Unmasked Estep Score: -13507626.000000 Penalty: 5722.125977 Iteration 5Q: 3 clusters Score -1.350763e+07 nChanged 4726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38589 members Mstep: Class 2 contains 63801 members Entering Unmasked Estep Score: -13509683.000000 Penalty: 5722.125977 Iteration 6Q: 3 clusters Score -1.350968e+07 nChanged 6032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32713 members Mstep: Class 2 contains 69677 members Entering Unmasked Estep Score: -13512908.000000 Penalty: 5722.125977 Iteration 7F: 3 clusters Score -1.351291e+07 nChanged 7611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25142 members Mstep: Class 2 contains 77248 members Entering Unmasked Estep Score: -13518507.000000 Penalty: 5722.125977 Iteration 8F: 3 clusters Score -1.351851e+07 nChanged 8667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16481 members Mstep: Class 2 contains 85909 members Entering Unmasked Estep Score: -13526142.000000 Penalty: 5722.125977 Iteration 9F: 3 clusters Score -1.352614e+07 nChanged 7840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 93749 members Entering Unmasked Estep Score: -13533820.000000 Penalty: 5722.125977 Iteration 10F: 3 clusters Score -1.353382e+07 nChanged 5137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 98886 members Entering Unmasked Estep Score: -13538971.000000 Penalty: 5722.125977 Iteration 11F: 3 clusters Score -1.353897e+07 nChanged 2323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 101209 members Entering Unmasked Estep Score: -13541219.000000 Penalty: 5722.125977 Iteration 12Q: 3 clusters Score -1.354122e+07 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 101926 members Entering Unmasked Estep Score: -13541913.000000 Penalty: 5722.125977 Iteration 13Q: 3 clusters Score -1.354191e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 102117 members Entering Unmasked Estep Score: -13542165.000000 Penalty: 5722.125977 Iteration 14Q: 3 clusters Score -1.354216e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 102175 members Entering Unmasked Estep Score: -13542281.000000 Penalty: 5722.125977 Iteration 15Q: 3 clusters Score -1.354228e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 102196 members Entering Unmasked Estep Score: -13542320.000000 Penalty: 5722.125977 Iteration 16Q: 3 clusters Score -1.354232e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 102209 members Entering Unmasked Estep Score: -13542355.000000 Penalty: 5722.125977 Iteration 17Q: 3 clusters Score -1.354236e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 102212 members Entering Unmasked Estep Score: -13542373.000000 Penalty: 5722.125977 Iteration 18Q: 3 clusters Score -1.354237e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 102215 members Entering Unmasked Estep Score: -13542387.000000 Penalty: 5722.125977 Iteration 19Q: 3 clusters Score -1.354239e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 102216 members Entering Unmasked Estep Score: -13542378.000000 Penalty: 5722.125977 Iteration 20F: 3 clusters Score -1.354238e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 102219 members Entering Unmasked Estep Score: -13542381.000000 Penalty: 5722.125977 Iteration 21Q: 3 clusters Score -1.354238e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 102223 members Entering Unmasked Estep Score: -13542397.000000 Penalty: 5722.125977 Iteration 22Q: 3 clusters Score -1.35424e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 102227 members Entering Unmasked Estep Score: -13542414.000000 Penalty: 5722.125977 Iteration 23Q: 3 clusters Score -1.354241e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 102227 members Entering Unmasked Estep Score: -13542418.000000 Penalty: 5722.125977 Iteration 24Q: 3 clusters Score -1.354242e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 102224 members Entering Unmasked Estep Score: -13542423.000000 Penalty: 5722.125977 Iteration 25Q: 3 clusters Score -1.354242e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 102226 members Entering Unmasked Estep Score: -13542437.000000 Penalty: 5722.125977 Iteration 26Q: 3 clusters Score -1.354244e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 102225 members Entering Unmasked Estep Score: -13542430.000000 Penalty: 5722.125977 Iteration 27Q: 3 clusters Score -1.354243e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 102225 members Entering Unmasked Estep Score: -13542430.000000 Penalty: 5722.125977 Iteration 28F: 3 clusters Score -1.354243e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (4779 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Entering Unmasked Estep Score: -605604.625000 Penalty: 2101.052734 Iteration 0F: 2 clusters Score -605604.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -601192.625000 Penalty: 4202.105469 Iteration 0F: 3 clusters Score -601192.6 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -602223.125000 Penalty: 4202.105469 Iteration 1F: 3 clusters Score -602223.1 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -602449.062500 Penalty: 4202.105469 Iteration 2F: 3 clusters Score -602449.1 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -602595.625000 Penalty: 4202.105469 Iteration 3F: 3 clusters Score -602595.6 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -602695.625000 Penalty: 4202.105469 Iteration 4Q: 3 clusters Score -602695.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -602799.000000 Penalty: 4202.105469 Iteration 5Q: 3 clusters Score -602799 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -602885.625000 Penalty: 4202.105469 Iteration 6Q: 3 clusters Score -602885.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -602972.750000 Penalty: 4202.105469 Iteration 7Q: 3 clusters Score -602972.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -603052.375000 Penalty: 4202.105469 Iteration 8Q: 3 clusters Score -603052.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -603118.187500 Penalty: 4202.105469 Iteration 9Q: 3 clusters Score -603118.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -603176.937500 Penalty: 4202.105469 Iteration 10Q: 3 clusters Score -603176.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -603244.875000 Penalty: 4202.105469 Iteration 11Q: 3 clusters Score -603244.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -603299.625000 Penalty: 4202.105469 Iteration 12Q: 3 clusters Score -603299.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -603345.937500 Penalty: 4202.105469 Iteration 13Q: 3 clusters Score -603345.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -603398.250000 Penalty: 4202.105469 Iteration 14Q: 3 clusters Score -603398.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -603446.500000 Penalty: 4202.105469 Iteration 15Q: 3 clusters Score -603446.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -603502.812500 Penalty: 4202.105469 Iteration 16Q: 3 clusters Score -603502.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -603574.875000 Penalty: 4202.105469 Iteration 17Q: 3 clusters Score -603574.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -603646.375000 Penalty: 4202.105469 Iteration 18Q: 3 clusters Score -603646.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -603719.750000 Penalty: 4202.105469 Iteration 19Q: 3 clusters Score -603719.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -603793.437500 Penalty: 4202.105469 Iteration 20F: 3 clusters Score -603793.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -603860.875000 Penalty: 4202.105469 Iteration 21Q: 3 clusters Score -603860.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -603932.437500 Penalty: 4202.105469 Iteration 22Q: 3 clusters Score -603932.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -604002.062500 Penalty: 4202.105469 Iteration 23Q: 3 clusters Score -604002.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -604045.000000 Penalty: 4202.105469 Iteration 24Q: 3 clusters Score -604045 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -604080.875000 Penalty: 4202.105469 Iteration 25Q: 3 clusters Score -604080.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -604113.750000 Penalty: 4202.105469 Iteration 26Q: 3 clusters Score -604113.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -604142.812500 Penalty: 4202.105469 Iteration 27Q: 3 clusters Score -604142.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -604163.812500 Penalty: 4202.105469 Iteration 28Q: 3 clusters Score -604163.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -604184.187500 Penalty: 4202.105469 Iteration 29Q: 3 clusters Score -604184.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -604208.687500 Penalty: 4202.105469 Iteration 30Q: 3 clusters Score -604208.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -604245.625000 Penalty: 4202.105469 Iteration 31Q: 3 clusters Score -604245.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -604274.437500 Penalty: 4202.105469 Iteration 32Q: 3 clusters Score -604274.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -604300.937500 Penalty: 4202.105469 Iteration 33Q: 3 clusters Score -604300.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -604341.562500 Penalty: 4202.105469 Iteration 34Q: 3 clusters Score -604341.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -604390.437500 Penalty: 4202.105469 Iteration 35Q: 3 clusters Score -604390.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -604439.187500 Penalty: 4202.105469 Iteration 36Q: 3 clusters Score -604439.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -604491.812500 Penalty: 4202.105469 Iteration 37Q: 3 clusters Score -604491.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3541 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -604542.250000 Penalty: 4202.105469 Iteration 38Q: 3 clusters Score -604542.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3575 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -604592.875000 Penalty: 4202.105469 Iteration 39Q: 3 clusters Score -604592.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -604651.562500 Penalty: 4202.105469 Iteration 40F: 3 clusters Score -604651.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -604712.937500 Penalty: 4202.105469 Iteration 41Q: 3 clusters Score -604712.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -604751.437500 Penalty: 4202.105469 Iteration 42Q: 3 clusters Score -604751.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -604787.000000 Penalty: 4202.105469 Iteration 43Q: 3 clusters Score -604787 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -604803.562500 Penalty: 4202.105469 Iteration 44Q: 3 clusters Score -604803.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -604811.562500 Penalty: 4202.105469 Iteration 45Q: 3 clusters Score -604811.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -604814.500000 Penalty: 4202.105469 Iteration 46Q: 3 clusters Score -604814.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -604816.187500 Penalty: 4202.105469 Iteration 47Q: 3 clusters Score -604816.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -604817.437500 Penalty: 4202.105469 Iteration 48Q: 3 clusters Score -604817.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -604817.437500 Penalty: 4202.105469 Iteration 49F: 3 clusters Score -604817.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Entering Unmasked Estep Score: -154091.140625 Penalty: 1781.411743 Iteration 0F: 2 clusters Score -154091.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -152196.484375 Penalty: 3562.823486 Iteration 0F: 3 clusters Score -152196.5 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -153614.046875 Penalty: 3562.823486 Iteration 1F: 3 clusters Score -153614 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -154910.187500 Penalty: 3562.823486 Iteration 2F: 3 clusters Score -154910.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -155328.859375 Penalty: 3562.823486 Iteration 3F: 3 clusters Score -155328.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -155545.828125 Penalty: 3562.823486 Iteration 4Q: 3 clusters Score -155545.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -155608.125000 Penalty: 3562.823486 Iteration 5Q: 3 clusters Score -155608.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -155624.421875 Penalty: 3562.823486 Iteration 6Q: 3 clusters Score -155624.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -155638.796875 Penalty: 3562.823486 Iteration 7Q: 3 clusters Score -155638.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -155660.546875 Penalty: 3562.823486 Iteration 8Q: 3 clusters Score -155660.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -155675.906250 Penalty: 3562.823486 Iteration 9Q: 3 clusters Score -155675.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -155702.390625 Penalty: 3562.823486 Iteration 10Q: 3 clusters Score -155702.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -155755.078125 Penalty: 3562.823486 Iteration 11Q: 3 clusters Score -155755.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -155893.375000 Penalty: 3562.823486 Iteration 12Q: 3 clusters Score -155893.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -156059.500000 Penalty: 3562.823486 Iteration 13Q: 3 clusters Score -156059.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -156088.109375 Penalty: 3562.823486 Iteration 14Q: 3 clusters Score -156088.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -156094.515625 Penalty: 3562.823486 Iteration 15Q: 3 clusters Score -156094.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -156105.953125 Penalty: 3562.823486 Iteration 16Q: 3 clusters Score -156106 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -156114.546875 Penalty: 3562.823486 Iteration 17Q: 3 clusters Score -156114.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -156123.937500 Penalty: 3562.823486 Iteration 18Q: 3 clusters Score -156123.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -156163.343750 Penalty: 3562.823486 Iteration 19Q: 3 clusters Score -156163.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -156231.812500 Penalty: 3562.823486 Iteration 20F: 3 clusters Score -156231.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -156345.140625 Penalty: 3562.823486 Iteration 21Q: 3 clusters Score -156345.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -156467.734375 Penalty: 3562.823486 Iteration 22Q: 3 clusters Score -156467.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -156472.625000 Penalty: 3562.823486 Iteration 23Q: 3 clusters Score -156472.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -156472.625000 Penalty: 3562.823486 Iteration 24F: 3 clusters Score -156472.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15257 members Mstep: Class 2 contains 145408 members Mstep: Class 3 contains 1745 members Mstep: Class 4 contains 3754 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 67620 members Mstep: Class 7 contains 8658 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 121194 members Mstep: Class 10 contains 43783 members Mstep: Class 11 contains 1228 members Mstep: Class 12 contains 5527 members Mstep: Class 13 contains 6018 members Mstep: Class 14 contains 5028 members Mstep: Class 15 contains 52301 members Mstep: Class 16 contains 4595 members Mstep: Class 17 contains 102390 members Mstep: Class 18 contains 4779 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1111 members Mstep: Class 21 contains 13778 members Mstep: Class 22 contains 41126 members Mstep: Class 23 contains 3466 members Mstep: Class 24 contains 4145 members Mstep: Class 25 contains 274 members Entering Unmasked Estep Score: -85858416.000000 Penalty: 83037.125000 Splitting cluster 19 changes total score from -85829400.000000 to -85858416.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 21 (13778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13778 members Entering Unmasked Estep Score: -1807596.250000 Penalty: 2363.645508 Iteration 0F: 2 clusters Score -1807596 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 6898 members Entering Unmasked Estep Score: -1797453.125000 Penalty: 4727.291016 Iteration 0F: 3 clusters Score -1797453 nChanged 5966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -1800803.250000 Penalty: 4727.291016 Iteration 1F: 3 clusters Score -1800803 nChanged 845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -1801164.750000 Penalty: 4727.291016 Iteration 2F: 3 clusters Score -1801165 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6458 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -1801461.750000 Penalty: 4727.291016 Iteration 3Q: 3 clusters Score -1801462 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -1801735.625000 Penalty: 4727.291016 Iteration 4Q: 3 clusters Score -1801736 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -1801983.750000 Penalty: 4727.291016 Iteration 5Q: 3 clusters Score -1801984 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5627 members Mstep: Class 2 contains 8151 members Entering Unmasked Estep Score: -1802233.625000 Penalty: 4727.291016 Iteration 6Q: 3 clusters Score -1802234 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -1802475.500000 Penalty: 4727.291016 Iteration 7Q: 3 clusters Score -1802476 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 8923 members Entering Unmasked Estep Score: -1802731.375000 Penalty: 4727.291016 Iteration 8Q: 3 clusters Score -1802731 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -1802978.375000 Penalty: 4727.291016 Iteration 9Q: 3 clusters Score -1802978 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3979 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -1803231.250000 Penalty: 4727.291016 Iteration 10Q: 3 clusters Score -1803231 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 10226 members Entering Unmasked Estep Score: -1803493.250000 Penalty: 4727.291016 Iteration 11Q: 3 clusters Score -1803493 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 10682 members Entering Unmasked Estep Score: -1803776.750000 Penalty: 4727.291016 Iteration 12Q: 3 clusters Score -1803777 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -1804058.000000 Penalty: 4727.291016 Iteration 13Q: 3 clusters Score -1804058 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -1804341.000000 Penalty: 4727.291016 Iteration 14Q: 3 clusters Score -1804341 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 11848 members Entering Unmasked Estep Score: -1804589.625000 Penalty: 4727.291016 Iteration 15Q: 3 clusters Score -1804590 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 12095 members Entering Unmasked Estep Score: -1804769.875000 Penalty: 4727.291016 Iteration 16Q: 3 clusters Score -1804770 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 12306 members Entering Unmasked Estep Score: -1804927.500000 Penalty: 4727.291016 Iteration 17Q: 3 clusters Score -1804928 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 12479 members Entering Unmasked Estep Score: -1805050.625000 Penalty: 4727.291016 Iteration 18Q: 3 clusters Score -1805051 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 12610 members Entering Unmasked Estep Score: -1805138.875000 Penalty: 4727.291016 Iteration 19Q: 3 clusters Score -1805139 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 12711 members Entering Unmasked Estep Score: -1805215.375000 Penalty: 4727.291016 Iteration 20F: 3 clusters Score -1805215 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 12803 members Entering Unmasked Estep Score: -1805272.375000 Penalty: 4727.291016 Iteration 21Q: 3 clusters Score -1805272 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 12889 members Entering Unmasked Estep Score: -1805328.625000 Penalty: 4727.291016 Iteration 22Q: 3 clusters Score -1805329 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -1805370.500000 Penalty: 4727.291016 Iteration 23Q: 3 clusters Score -1805370 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 12993 members Entering Unmasked Estep Score: -1805405.250000 Penalty: 4727.291016 Iteration 24Q: 3 clusters Score -1805405 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 13032 members Entering Unmasked Estep Score: -1805436.250000 Penalty: 4727.291016 Iteration 25Q: 3 clusters Score -1805436 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 13065 members Entering Unmasked Estep Score: -1805473.000000 Penalty: 4727.291016 Iteration 26Q: 3 clusters Score -1805473 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 13085 members Entering Unmasked Estep Score: -1805497.000000 Penalty: 4727.291016 Iteration 27Q: 3 clusters Score -1805497 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 13108 members Entering Unmasked Estep Score: -1805520.125000 Penalty: 4727.291016 Iteration 28Q: 3 clusters Score -1805520 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -1805533.375000 Penalty: 4727.291016 Iteration 29Q: 3 clusters Score -1805533 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 13124 members Entering Unmasked Estep Score: -1805536.500000 Penalty: 4727.291016 Iteration 30Q: 3 clusters Score -1805536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 13129 members Entering Unmasked Estep Score: -1805539.250000 Penalty: 4727.291016 Iteration 31Q: 3 clusters Score -1805539 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 13133 members Entering Unmasked Estep Score: -1805552.875000 Penalty: 4727.291016 Iteration 32Q: 3 clusters Score -1805553 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 13138 members Entering Unmasked Estep Score: -1805554.125000 Penalty: 4727.291016 Iteration 33Q: 3 clusters Score -1805554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 13142 members Entering Unmasked Estep Score: -1805551.250000 Penalty: 4727.291016 Iteration 34Q: 3 clusters Score -1805551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 13142 members Entering Unmasked Estep Score: -1805553.250000 Penalty: 4727.291016 Iteration 35Q: 3 clusters Score -1805553 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 13144 members Entering Unmasked Estep Score: -1805555.000000 Penalty: 4727.291016 Iteration 36Q: 3 clusters Score -1805555 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 13146 members Entering Unmasked Estep Score: -1805556.625000 Penalty: 4727.291016 Iteration 37Q: 3 clusters Score -1805557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 13151 members Entering Unmasked Estep Score: -1805560.000000 Penalty: 4727.291016 Iteration 38Q: 3 clusters Score -1805560 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 13154 members Entering Unmasked Estep Score: -1805561.625000 Penalty: 4727.291016 Iteration 39Q: 3 clusters Score -1805562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 13155 members Entering Unmasked Estep Score: -1805562.375000 Penalty: 4727.291016 Iteration 40F: 3 clusters Score -1805562 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -1805565.000000 Penalty: 4727.291016 Iteration 41Q: 3 clusters Score -1805565 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 13157 members Entering Unmasked Estep Score: -1805566.875000 Penalty: 4727.291016 Iteration 42Q: 3 clusters Score -1805567 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 13158 members Entering Unmasked Estep Score: -1805565.625000 Penalty: 4727.291016 Iteration 43Q: 3 clusters Score -1805566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 13159 members Entering Unmasked Estep Score: -1805566.750000 Penalty: 4727.291016 Iteration 44Q: 3 clusters Score -1805567 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 13160 members Entering Unmasked Estep Score: -1805567.500000 Penalty: 4727.291016 Iteration 45Q: 3 clusters Score -1805568 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 13160 members Entering Unmasked Estep Score: -1805567.500000 Penalty: 4727.291016 Iteration 46F: 3 clusters Score -1805568 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3466 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Entering Unmasked Estep Score: -428575.875000 Penalty: 2021.387695 Iteration 0F: 2 clusters Score -428575.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -425137.687500 Penalty: 4042.775391 Iteration 0F: 3 clusters Score -425137.7 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -425962.906250 Penalty: 4042.775391 Iteration 1F: 3 clusters Score -425962.9 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -426255.343750 Penalty: 4042.775391 Iteration 2F: 3 clusters Score -426255.3 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -426569.843750 Penalty: 4042.775391 Iteration 3F: 3 clusters Score -426569.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -426890.250000 Penalty: 4042.775391 Iteration 4F: 3 clusters Score -426890.2 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -427147.593750 Penalty: 4042.775391 Iteration 5F: 3 clusters Score -427147.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -427435.593750 Penalty: 4042.775391 Iteration 6F: 3 clusters Score -427435.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -427629.218750 Penalty: 4042.775391 Iteration 7F: 3 clusters Score -427629.2 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -427777.593750 Penalty: 4042.775391 Iteration 8Q: 3 clusters Score -427777.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -427883.187500 Penalty: 4042.775391 Iteration 9Q: 3 clusters Score -427883.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2793 members Entering Unmasked Estep Score: -427966.500000 Penalty: 4042.775391 Iteration 10Q: 3 clusters Score -427966.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2854 members Entering Unmasked Estep Score: -428037.781250 Penalty: 4042.775391 Iteration 11Q: 3 clusters Score -428037.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -428074.500000 Penalty: 4042.775391 Iteration 12Q: 3 clusters Score -428074.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -428114.687500 Penalty: 4042.775391 Iteration 13Q: 3 clusters Score -428114.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -428156.625000 Penalty: 4042.775391 Iteration 14Q: 3 clusters Score -428156.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3013 members Entering Unmasked Estep Score: -428204.312500 Penalty: 4042.775391 Iteration 15Q: 3 clusters Score -428204.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -428234.406250 Penalty: 4042.775391 Iteration 16Q: 3 clusters Score -428234.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -428248.875000 Penalty: 4042.775391 Iteration 17Q: 3 clusters Score -428248.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -428260.437500 Penalty: 4042.775391 Iteration 18Q: 3 clusters Score -428260.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -428272.000000 Penalty: 4042.775391 Iteration 19Q: 3 clusters Score -428272 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -428278.156250 Penalty: 4042.775391 Iteration 20F: 3 clusters Score -428278.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 3100 members Entering Unmasked Estep Score: -428283.781250 Penalty: 4042.775391 Iteration 21Q: 3 clusters Score -428283.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -428289.937500 Penalty: 4042.775391 Iteration 22Q: 3 clusters Score -428289.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -428290.406250 Penalty: 4042.775391 Iteration 23Q: 3 clusters Score -428290.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -428290.406250 Penalty: 4042.775391 Iteration 24F: 3 clusters Score -428290.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4145 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Entering Unmasked Estep Score: -550429.250000 Penalty: 2065.755371 Iteration 0F: 2 clusters Score -550429.2 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 2099 members Entering Unmasked Estep Score: -546436.812500 Penalty: 4131.510742 Iteration 0F: 3 clusters Score -546436.8 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -547380.250000 Penalty: 4131.510742 Iteration 1F: 3 clusters Score -547380.2 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -547651.312500 Penalty: 4131.510742 Iteration 2F: 3 clusters Score -547651.3 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -547921.625000 Penalty: 4131.510742 Iteration 3F: 3 clusters Score -547921.6 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -548177.875000 Penalty: 4131.510742 Iteration 4F: 3 clusters Score -548177.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -548406.125000 Penalty: 4131.510742 Iteration 5F: 3 clusters Score -548406.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -548579.000000 Penalty: 4131.510742 Iteration 6Q: 3 clusters Score -548579 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -548727.437500 Penalty: 4131.510742 Iteration 7Q: 3 clusters Score -548727.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -548842.375000 Penalty: 4131.510742 Iteration 8Q: 3 clusters Score -548842.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -548914.687500 Penalty: 4131.510742 Iteration 9Q: 3 clusters Score -548914.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -548987.562500 Penalty: 4131.510742 Iteration 10Q: 3 clusters Score -548987.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3348 members Entering Unmasked Estep Score: -549042.937500 Penalty: 4131.510742 Iteration 11Q: 3 clusters Score -549042.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -549081.437500 Penalty: 4131.510742 Iteration 12Q: 3 clusters Score -549081.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -549128.437500 Penalty: 4131.510742 Iteration 13Q: 3 clusters Score -549128.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -549167.062500 Penalty: 4131.510742 Iteration 14Q: 3 clusters Score -549167.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -549203.562500 Penalty: 4131.510742 Iteration 15Q: 3 clusters Score -549203.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -549223.625000 Penalty: 4131.510742 Iteration 16Q: 3 clusters Score -549223.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -549240.125000 Penalty: 4131.510742 Iteration 17Q: 3 clusters Score -549240.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -549255.750000 Penalty: 4131.510742 Iteration 18Q: 3 clusters Score -549255.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -549268.437500 Penalty: 4131.510742 Iteration 19Q: 3 clusters Score -549268.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -549277.000000 Penalty: 4131.510742 Iteration 20F: 3 clusters Score -549277 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 3650 members Entering Unmasked Estep Score: -549289.000000 Penalty: 4131.510742 Iteration 21Q: 3 clusters Score -549289 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 3665 members Entering Unmasked Estep Score: -549299.687500 Penalty: 4131.510742 Iteration 22Q: 3 clusters Score -549299.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -549306.437500 Penalty: 4131.510742 Iteration 23Q: 3 clusters Score -549306.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -549309.812500 Penalty: 4131.510742 Iteration 24Q: 3 clusters Score -549309.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -549310.187500 Penalty: 4131.510742 Iteration 25Q: 3 clusters Score -549310.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -549310.187500 Penalty: 4131.510742 Iteration 26F: 3 clusters Score -549310.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 106 members Mstep: Class 1 contains 15257 members Mstep: Class 2 contains 145408 members Mstep: Class 3 contains 1745 members Mstep: Class 4 contains 3754 members Mstep: Class 5 contains 844 members Mstep: Class 6 contains 67620 members Mstep: Class 7 contains 8658 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 121194 members Mstep: Class 10 contains 43783 members Mstep: Class 11 contains 1228 members Mstep: Class 12 contains 5527 members Mstep: Class 13 contains 6018 members Mstep: Class 14 contains 5028 members Mstep: Class 15 contains 52301 members Mstep: Class 17 contains 102390 members Mstep: Class 18 contains 4779 members Mstep: Class 19 contains 1043 members Mstep: Class 21 contains 13778 members Mstep: Class 23 contains 3466 members Mstep: Class 24 contains 4145 members Entering Unmasked Estep ConsiderDeletion Score: -85862096.000000 Penalty: 83037.125000 Iteration 39Q: 26 clusters Score -8.58621e+07 nChanged 7673 Entering Unmasked Mstep Mstep: Class 0 contains 103 members Mstep: Class 1 contains 15529 members Mstep: Class 2 contains 145340 members Mstep: Class 3 contains 1738 members Mstep: Class 4 contains 3663 members Mstep: Class 5 contains 852 members Mstep: Class 6 contains 67585 members Mstep: Class 7 contains 8814 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120824 members Mstep: Class 10 contains 44178 members Mstep: Class 11 contains 1225 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 6070 members Mstep: Class 14 contains 4973 members Mstep: Class 15 contains 52038 members Mstep: Class 16 contains 4689 members Mstep: Class 17 contains 103356 members Mstep: Class 18 contains 4803 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 13357 members Mstep: Class 22 contains 40644 members Mstep: Class 23 contains 3405 members Mstep: Class 24 contains 4189 members Mstep: Class 25 contains 276 members Entering Unmasked Estep ConsiderDeletion Score: -85864760.000000 Penalty: 83037.125000 Iteration 40F: 26 clusters Score -8.586476e+07 nChanged 4239 Entering Unmasked Mstep Mstep: Class 0 contains 91 members Mstep: Class 1 contains 15584 members Mstep: Class 2 contains 145328 members Mstep: Class 3 contains 1693 members Mstep: Class 4 contains 3528 members Mstep: Class 5 contains 875 members Mstep: Class 6 contains 67545 members Mstep: Class 7 contains 8913 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120511 members Mstep: Class 10 contains 44260 members Mstep: Class 11 contains 1218 members Mstep: Class 12 contains 5192 members Mstep: Class 13 contains 6124 members Mstep: Class 14 contains 4940 members Mstep: Class 15 contains 51940 members Mstep: Class 16 contains 5023 members Mstep: Class 17 contains 104249 members Mstep: Class 18 contains 4848 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 12902 members Mstep: Class 22 contains 40409 members Mstep: Class 23 contains 3343 members Mstep: Class 24 contains 4232 members Mstep: Class 25 contains 278 members Entering Unmasked Estep ConsiderDeletion Score: -85865792.000000 Penalty: 83037.125000 Iteration 41Q: 26 clusters Score -8.586579e+07 nChanged 2961 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15642 members Mstep: Class 2 contains 145339 members Mstep: Class 3 contains 1663 members Mstep: Class 4 contains 3424 members Mstep: Class 5 contains 870 members Mstep: Class 6 contains 67510 members Mstep: Class 7 contains 9014 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120277 members Mstep: Class 10 contains 44315 members Mstep: Class 11 contains 1209 members Mstep: Class 12 contains 5045 members Mstep: Class 13 contains 6181 members Mstep: Class 14 contains 4929 members Mstep: Class 15 contains 51881 members Mstep: Class 16 contains 5153 members Mstep: Class 17 contains 104973 members Mstep: Class 18 contains 4885 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 12519 members Mstep: Class 22 contains 40240 members Mstep: Class 23 contains 3311 members Mstep: Class 24 contains 4276 members Mstep: Class 25 contains 281 members Entering Unmasked Estep ConsiderDeletion Score: -85866256.000000 Penalty: 83037.125000 Iteration 42Q: 26 clusters Score -8.586626e+07 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15672 members Mstep: Class 2 contains 145355 members Mstep: Class 3 contains 1651 members Mstep: Class 4 contains 3340 members Mstep: Class 5 contains 866 members Mstep: Class 6 contains 67495 members Mstep: Class 7 contains 9072 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120141 members Mstep: Class 10 contains 44365 members Mstep: Class 11 contains 1194 members Mstep: Class 12 contains 4928 members Mstep: Class 13 contains 6228 members Mstep: Class 14 contains 4930 members Mstep: Class 15 contains 51829 members Mstep: Class 16 contains 5209 members Mstep: Class 17 contains 105496 members Mstep: Class 18 contains 4905 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 12238 members Mstep: Class 22 contains 40136 members Mstep: Class 23 contains 3294 members Mstep: Class 24 contains 4310 members Mstep: Class 25 contains 283 members Entering Unmasked Estep ConsiderDeletion Score: -85866832.000000 Penalty: 83037.125000 Iteration 43Q: 26 clusters Score -8.586683e+07 nChanged 1518 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15686 members Mstep: Class 2 contains 145348 members Mstep: Class 3 contains 1644 members Mstep: Class 4 contains 3270 members Mstep: Class 5 contains 864 members Mstep: Class 6 contains 67478 members Mstep: Class 7 contains 9138 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120061 members Mstep: Class 10 contains 44404 members Mstep: Class 11 contains 1188 members Mstep: Class 12 contains 4842 members Mstep: Class 13 contains 6287 members Mstep: Class 14 contains 4933 members Mstep: Class 15 contains 51793 members Mstep: Class 16 contains 5240 members Mstep: Class 17 contains 105855 members Mstep: Class 18 contains 4934 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 12020 members Mstep: Class 22 contains 40059 members Mstep: Class 23 contains 3271 members Mstep: Class 24 contains 4338 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867096.000000 Penalty: 83037.125000 Iteration 44Q: 26 clusters Score -8.58671e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15711 members Mstep: Class 2 contains 145356 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 3187 members Mstep: Class 5 contains 863 members Mstep: Class 6 contains 67479 members Mstep: Class 7 contains 9185 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120018 members Mstep: Class 10 contains 44432 members Mstep: Class 11 contains 1182 members Mstep: Class 12 contains 4766 members Mstep: Class 13 contains 6342 members Mstep: Class 14 contains 4935 members Mstep: Class 15 contains 51749 members Mstep: Class 16 contains 5259 members Mstep: Class 17 contains 106112 members Mstep: Class 18 contains 4956 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11836 members Mstep: Class 22 contains 40026 members Mstep: Class 23 contains 3258 members Mstep: Class 24 contains 4364 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867264.000000 Penalty: 83037.125000 Iteration 45Q: 26 clusters Score -8.586726e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15735 members Mstep: Class 2 contains 145364 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 3129 members Mstep: Class 5 contains 861 members Mstep: Class 6 contains 67479 members Mstep: Class 7 contains 9218 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119986 members Mstep: Class 10 contains 44444 members Mstep: Class 11 contains 1178 members Mstep: Class 12 contains 4705 members Mstep: Class 13 contains 6386 members Mstep: Class 14 contains 4940 members Mstep: Class 15 contains 51716 members Mstep: Class 16 contains 5273 members Mstep: Class 17 contains 106302 members Mstep: Class 18 contains 4978 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11692 members Mstep: Class 22 contains 40001 members Mstep: Class 23 contains 3239 members Mstep: Class 24 contains 4391 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867536.000000 Penalty: 83037.125000 Iteration 46Q: 26 clusters Score -8.586754e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15767 members Mstep: Class 2 contains 145385 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 3073 members Mstep: Class 5 contains 861 members Mstep: Class 6 contains 67491 members Mstep: Class 7 contains 9246 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119961 members Mstep: Class 10 contains 44445 members Mstep: Class 11 contains 1170 members Mstep: Class 12 contains 4654 members Mstep: Class 13 contains 6429 members Mstep: Class 14 contains 4943 members Mstep: Class 15 contains 51688 members Mstep: Class 16 contains 5285 members Mstep: Class 17 contains 106424 members Mstep: Class 18 contains 4996 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11586 members Mstep: Class 22 contains 39985 members Mstep: Class 23 contains 3214 members Mstep: Class 24 contains 4413 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867576.000000 Penalty: 83037.125000 Iteration 47Q: 26 clusters Score -8.586758e+07 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15781 members Mstep: Class 2 contains 145394 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 3022 members Mstep: Class 5 contains 859 members Mstep: Class 6 contains 67494 members Mstep: Class 7 contains 9261 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119943 members Mstep: Class 10 contains 44462 members Mstep: Class 11 contains 1167 members Mstep: Class 12 contains 4596 members Mstep: Class 13 contains 6470 members Mstep: Class 14 contains 4947 members Mstep: Class 15 contains 51675 members Mstep: Class 16 contains 5299 members Mstep: Class 17 contains 106517 members Mstep: Class 18 contains 5031 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11493 members Mstep: Class 22 contains 39978 members Mstep: Class 23 contains 3198 members Mstep: Class 24 contains 4429 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867656.000000 Penalty: 83037.125000 Iteration 48Q: 26 clusters Score -8.586766e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15790 members Mstep: Class 2 contains 145389 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 2972 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67506 members Mstep: Class 7 contains 9277 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119940 members Mstep: Class 10 contains 44472 members Mstep: Class 11 contains 1161 members Mstep: Class 12 contains 4547 members Mstep: Class 13 contains 6506 members Mstep: Class 14 contains 4948 members Mstep: Class 15 contains 51667 members Mstep: Class 16 contains 5310 members Mstep: Class 17 contains 106585 members Mstep: Class 18 contains 5052 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11421 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3188 members Mstep: Class 24 contains 4449 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867760.000000 Penalty: 83037.125000 Iteration 49Q: 26 clusters Score -8.586776e+07 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15788 members Mstep: Class 2 contains 145389 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 2920 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67510 members Mstep: Class 7 contains 9283 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119956 members Mstep: Class 10 contains 44479 members Mstep: Class 11 contains 1151 members Mstep: Class 12 contains 4503 members Mstep: Class 13 contains 6541 members Mstep: Class 14 contains 4959 members Mstep: Class 15 contains 51672 members Mstep: Class 16 contains 5314 members Mstep: Class 17 contains 106645 members Mstep: Class 18 contains 5071 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11350 members Mstep: Class 22 contains 39978 members Mstep: Class 23 contains 3179 members Mstep: Class 24 contains 4468 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867976.000000 Penalty: 83037.125000 Iteration 50Q: 26 clusters Score -8.586798e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15799 members Mstep: Class 2 contains 145387 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 2874 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67508 members Mstep: Class 7 contains 9285 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119972 members Mstep: Class 10 contains 44478 members Mstep: Class 11 contains 1138 members Mstep: Class 12 contains 4463 members Mstep: Class 13 contains 6565 members Mstep: Class 14 contains 4968 members Mstep: Class 15 contains 51675 members Mstep: Class 16 contains 5313 members Mstep: Class 17 contains 106691 members Mstep: Class 18 contains 5102 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11300 members Mstep: Class 22 contains 39980 members Mstep: Class 23 contains 3171 members Mstep: Class 24 contains 4487 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867904.000000 Penalty: 83037.125000 Iteration 51Q: 26 clusters Score -8.58679e+07 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15799 members Mstep: Class 2 contains 145385 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 2838 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67516 members Mstep: Class 7 contains 9295 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119984 members Mstep: Class 10 contains 44472 members Mstep: Class 11 contains 1134 members Mstep: Class 12 contains 4419 members Mstep: Class 13 contains 6596 members Mstep: Class 14 contains 4971 members Mstep: Class 15 contains 51684 members Mstep: Class 16 contains 5313 members Mstep: Class 17 contains 106728 members Mstep: Class 18 contains 5120 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11258 members Mstep: Class 22 contains 39990 members Mstep: Class 23 contains 3156 members Mstep: Class 24 contains 4498 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867920.000000 Penalty: 83037.125000 Iteration 52Q: 26 clusters Score -8.586792e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15797 members Mstep: Class 2 contains 145379 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 2807 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67529 members Mstep: Class 7 contains 9297 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119987 members Mstep: Class 10 contains 44467 members Mstep: Class 11 contains 1131 members Mstep: Class 12 contains 4387 members Mstep: Class 13 contains 6633 members Mstep: Class 14 contains 4971 members Mstep: Class 15 contains 51687 members Mstep: Class 16 contains 5313 members Mstep: Class 17 contains 106779 members Mstep: Class 18 contains 5145 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11212 members Mstep: Class 22 contains 39989 members Mstep: Class 23 contains 3142 members Mstep: Class 24 contains 4505 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85868032.000000 Penalty: 83037.125000 Iteration 53Q: 26 clusters Score -8.586803e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15801 members Mstep: Class 2 contains 145390 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2781 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67535 members Mstep: Class 7 contains 9313 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119991 members Mstep: Class 10 contains 44462 members Mstep: Class 11 contains 1127 members Mstep: Class 12 contains 4368 members Mstep: Class 13 contains 6658 members Mstep: Class 14 contains 4973 members Mstep: Class 15 contains 51688 members Mstep: Class 16 contains 5312 members Mstep: Class 17 contains 106819 members Mstep: Class 18 contains 5149 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11178 members Mstep: Class 22 contains 39980 members Mstep: Class 23 contains 3122 members Mstep: Class 24 contains 4511 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867888.000000 Penalty: 83037.125000 Iteration 54Q: 26 clusters Score -8.586789e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15802 members Mstep: Class 2 contains 145382 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 2758 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67543 members Mstep: Class 7 contains 9320 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119991 members Mstep: Class 10 contains 44465 members Mstep: Class 11 contains 1125 members Mstep: Class 12 contains 4352 members Mstep: Class 13 contains 6685 members Mstep: Class 14 contains 4977 members Mstep: Class 15 contains 51696 members Mstep: Class 16 contains 5312 members Mstep: Class 17 contains 106844 members Mstep: Class 18 contains 5170 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11138 members Mstep: Class 22 contains 39972 members Mstep: Class 23 contains 3107 members Mstep: Class 24 contains 4518 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85868040.000000 Penalty: 83037.125000 Iteration 55Q: 26 clusters Score -8.586804e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15804 members Mstep: Class 2 contains 145373 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 2736 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67551 members Mstep: Class 7 contains 9324 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 119998 members Mstep: Class 10 contains 44466 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 4332 members Mstep: Class 13 contains 6708 members Mstep: Class 14 contains 4978 members Mstep: Class 15 contains 51704 members Mstep: Class 16 contains 5313 members Mstep: Class 17 contains 106871 members Mstep: Class 18 contains 5187 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11093 members Mstep: Class 22 contains 39972 members Mstep: Class 23 contains 3098 members Mstep: Class 24 contains 4527 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85868032.000000 Penalty: 83037.125000 Iteration 56Q: 26 clusters Score -8.586803e+07 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15815 members Mstep: Class 2 contains 145371 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 2710 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67554 members Mstep: Class 7 contains 9332 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120008 members Mstep: Class 10 contains 44467 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 4314 members Mstep: Class 13 contains 6719 members Mstep: Class 14 contains 4983 members Mstep: Class 15 contains 51705 members Mstep: Class 16 contains 5314 members Mstep: Class 17 contains 106882 members Mstep: Class 18 contains 5201 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11055 members Mstep: Class 22 contains 39973 members Mstep: Class 23 contains 3095 members Mstep: Class 24 contains 4537 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85868032.000000 Penalty: 83037.125000 Iteration 57Q: 26 clusters Score -8.586803e+07 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15816 members Mstep: Class 2 contains 145370 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 2694 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67563 members Mstep: Class 7 contains 9333 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120015 members Mstep: Class 10 contains 44467 members Mstep: Class 11 contains 1123 members Mstep: Class 12 contains 4307 members Mstep: Class 13 contains 6730 members Mstep: Class 14 contains 4983 members Mstep: Class 15 contains 51702 members Mstep: Class 16 contains 5314 members Mstep: Class 17 contains 106908 members Mstep: Class 18 contains 5204 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 11026 members Mstep: Class 22 contains 39972 members Mstep: Class 23 contains 3086 members Mstep: Class 24 contains 4544 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85868016.000000 Penalty: 83037.125000 Iteration 58Q: 26 clusters Score -8.586802e+07 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15816 members Mstep: Class 2 contains 145375 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 2669 members Mstep: Class 5 contains 860 members Mstep: Class 6 contains 67565 members Mstep: Class 7 contains 9327 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120031 members Mstep: Class 10 contains 44465 members Mstep: Class 11 contains 1122 members Mstep: Class 12 contains 4301 members Mstep: Class 13 contains 6739 members Mstep: Class 14 contains 4981 members Mstep: Class 15 contains 51699 members Mstep: Class 16 contains 5314 members Mstep: Class 17 contains 106949 members Mstep: Class 18 contains 5208 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10994 members Mstep: Class 22 contains 39973 members Mstep: Class 23 contains 3077 members Mstep: Class 24 contains 4552 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85867976.000000 Penalty: 83037.125000 Iteration 59Q: 26 clusters Score -8.586798e+07 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 90 members Mstep: Class 1 contains 15823 members Mstep: Class 2 contains 145381 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 2641 members Mstep: Class 5 contains 861 members Mstep: Class 6 contains 67572 members Mstep: Class 7 contains 9324 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120054 members Mstep: Class 10 contains 44464 members Mstep: Class 11 contains 1119 members Mstep: Class 12 contains 4297 members Mstep: Class 13 contains 6742 members Mstep: Class 14 contains 4986 members Mstep: Class 15 contains 51698 members Mstep: Class 16 contains 5314 members Mstep: Class 17 contains 106963 members Mstep: Class 18 contains 5207 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10967 members Mstep: Class 22 contains 39971 members Mstep: Class 23 contains 3070 members Mstep: Class 24 contains 4563 members Mstep: Class 25 contains 284 members Entering Unmasked Estep ConsiderDeletion Score: -85868152.000000 Penalty: 83037.125000 Iteration 60F: 26 clusters Score -8.586815e+07 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 83 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 145385 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2610 members Mstep: Class 5 contains 865 members Mstep: Class 6 contains 67579 members Mstep: Class 7 contains 9317 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120079 members Mstep: Class 10 contains 44463 members Mstep: Class 11 contains 1117 members Mstep: Class 12 contains 4295 members Mstep: Class 13 contains 6747 members Mstep: Class 14 contains 4990 members Mstep: Class 15 contains 51698 members Mstep: Class 16 contains 5315 members Mstep: Class 17 contains 106971 members Mstep: Class 18 contains 5212 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10945 members Mstep: Class 22 contains 39970 members Mstep: Class 23 contains 3059 members Mstep: Class 24 contains 4576 members Mstep: Class 25 contains 289 members Entering Unmasked Estep ConsiderDeletion Score: -85868632.000000 Penalty: 83037.125000 Iteration 61Q: 26 clusters Score -8.586863e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 145387 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2580 members Mstep: Class 5 contains 857 members Mstep: Class 6 contains 67590 members Mstep: Class 7 contains 9322 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120104 members Mstep: Class 10 contains 44460 members Mstep: Class 11 contains 1116 members Mstep: Class 12 contains 4289 members Mstep: Class 13 contains 6760 members Mstep: Class 14 contains 4988 members Mstep: Class 15 contains 51697 members Mstep: Class 16 contains 5325 members Mstep: Class 17 contains 106968 members Mstep: Class 18 contains 5215 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10926 members Mstep: Class 22 contains 39969 members Mstep: Class 23 contains 3055 members Mstep: Class 24 contains 4583 members Mstep: Class 25 contains 293 members Entering Unmasked Estep ConsiderDeletion Score: -85868680.000000 Penalty: 83037.125000 Iteration 62Q: 26 clusters Score -8.586868e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 145384 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 2557 members Mstep: Class 5 contains 850 members Mstep: Class 6 contains 67596 members Mstep: Class 7 contains 9320 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120116 members Mstep: Class 10 contains 44462 members Mstep: Class 11 contains 1114 members Mstep: Class 12 contains 4283 members Mstep: Class 13 contains 6768 members Mstep: Class 14 contains 4986 members Mstep: Class 15 contains 51699 members Mstep: Class 16 contains 5333 members Mstep: Class 17 contains 106970 members Mstep: Class 18 contains 5225 members Mstep: Class 19 contains 1043 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10912 members Mstep: Class 22 contains 39971 members Mstep: Class 23 contains 3051 members Mstep: Class 24 contains 4590 members Mstep: Class 25 contains 296 members Entering Unmasked Estep ConsiderDeletion Score: -85868752.000000 Penalty: 83037.125000 Iteration 63Q: 26 clusters Score -8.586875e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 145371 members Mstep: Class 3 contains 1637 members Mstep: Class 4 contains 2528 members Mstep: Class 5 contains 843 members Mstep: Class 6 contains 67603 members Mstep: Class 7 contains 9331 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120135 members Mstep: Class 10 contains 44462 members Mstep: Class 11 contains 1113 members Mstep: Class 12 contains 4276 members Mstep: Class 13 contains 6776 members Mstep: Class 14 contains 4986 members Mstep: Class 15 contains 51699 members Mstep: Class 16 contains 5341 members Mstep: Class 17 contains 106968 members Mstep: Class 18 contains 5243 members Mstep: Class 19 contains 1044 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10902 members Mstep: Class 22 contains 39971 members Mstep: Class 23 contains 3044 members Mstep: Class 24 contains 4595 members Mstep: Class 25 contains 296 members Entering Unmasked Estep ConsiderDeletion Score: -85868880.000000 Penalty: 83037.125000 Iteration 64Q: 26 clusters Score -8.586888e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15824 members Mstep: Class 2 contains 145365 members Mstep: Class 3 contains 1636 members Mstep: Class 4 contains 2502 members Mstep: Class 5 contains 841 members Mstep: Class 6 contains 67607 members Mstep: Class 7 contains 9341 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120157 members Mstep: Class 10 contains 44465 members Mstep: Class 11 contains 1112 members Mstep: Class 12 contains 4272 members Mstep: Class 13 contains 6783 members Mstep: Class 14 contains 4988 members Mstep: Class 15 contains 51702 members Mstep: Class 16 contains 5343 members Mstep: Class 17 contains 106969 members Mstep: Class 18 contains 5240 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10892 members Mstep: Class 22 contains 39970 members Mstep: Class 23 contains 3042 members Mstep: Class 24 contains 4598 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85868984.000000 Penalty: 83037.125000 Iteration 65Q: 26 clusters Score -8.586898e+07 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 145355 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2481 members Mstep: Class 5 contains 839 members Mstep: Class 6 contains 67617 members Mstep: Class 7 contains 9344 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120180 members Mstep: Class 10 contains 44466 members Mstep: Class 11 contains 1112 members Mstep: Class 12 contains 4268 members Mstep: Class 13 contains 6787 members Mstep: Class 14 contains 4989 members Mstep: Class 15 contains 51704 members Mstep: Class 16 contains 5346 members Mstep: Class 17 contains 106968 members Mstep: Class 18 contains 5236 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10890 members Mstep: Class 22 contains 39970 members Mstep: Class 23 contains 3036 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85869032.000000 Penalty: 83037.125000 Iteration 66Q: 26 clusters Score -8.586903e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 145360 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2467 members Mstep: Class 5 contains 838 members Mstep: Class 6 contains 67627 members Mstep: Class 7 contains 9345 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120190 members Mstep: Class 10 contains 44468 members Mstep: Class 11 contains 1111 members Mstep: Class 12 contains 4266 members Mstep: Class 13 contains 6791 members Mstep: Class 14 contains 4989 members Mstep: Class 15 contains 51708 members Mstep: Class 16 contains 5346 members Mstep: Class 17 contains 106965 members Mstep: Class 18 contains 5232 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10887 members Mstep: Class 22 contains 39969 members Mstep: Class 23 contains 3028 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85868976.000000 Penalty: 83037.125000 Iteration 67Q: 26 clusters Score -8.586898e+07 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 145364 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2447 members Mstep: Class 5 contains 837 members Mstep: Class 6 contains 67634 members Mstep: Class 7 contains 9347 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120199 members Mstep: Class 10 contains 44467 members Mstep: Class 11 contains 1109 members Mstep: Class 12 contains 4264 members Mstep: Class 13 contains 6798 members Mstep: Class 14 contains 4991 members Mstep: Class 15 contains 51709 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106968 members Mstep: Class 18 contains 5229 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10879 members Mstep: Class 22 contains 39972 members Mstep: Class 23 contains 3025 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85869000.000000 Penalty: 83037.125000 Iteration 68Q: 26 clusters Score -8.5869e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 145362 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2431 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67636 members Mstep: Class 7 contains 9349 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120208 members Mstep: Class 10 contains 44464 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4263 members Mstep: Class 13 contains 6810 members Mstep: Class 14 contains 4994 members Mstep: Class 15 contains 51713 members Mstep: Class 16 contains 5350 members Mstep: Class 17 contains 106966 members Mstep: Class 18 contains 5229 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10873 members Mstep: Class 22 contains 39972 members Mstep: Class 23 contains 3024 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85869072.000000 Penalty: 83037.125000 Iteration 69Q: 26 clusters Score -8.586907e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 145357 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2416 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67637 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120216 members Mstep: Class 10 contains 44464 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4260 members Mstep: Class 13 contains 6825 members Mstep: Class 14 contains 4992 members Mstep: Class 15 contains 51717 members Mstep: Class 16 contains 5350 members Mstep: Class 17 contains 106968 members Mstep: Class 18 contains 5230 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10868 members Mstep: Class 22 contains 39972 members Mstep: Class 23 contains 3023 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85869096.000000 Penalty: 83037.125000 Iteration 70Q: 26 clusters Score -8.58691e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 145356 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2398 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67631 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120224 members Mstep: Class 10 contains 44467 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4257 members Mstep: Class 13 contains 6838 members Mstep: Class 14 contains 4994 members Mstep: Class 15 contains 51720 members Mstep: Class 16 contains 5351 members Mstep: Class 17 contains 106973 members Mstep: Class 18 contains 5231 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10861 members Mstep: Class 22 contains 39971 members Mstep: Class 23 contains 3023 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85869032.000000 Penalty: 83037.125000 Iteration 71Q: 26 clusters Score -8.586903e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15829 members Mstep: Class 2 contains 145357 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2385 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67631 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120233 members Mstep: Class 10 contains 44466 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4255 members Mstep: Class 13 contains 6846 members Mstep: Class 14 contains 4997 members Mstep: Class 15 contains 51718 members Mstep: Class 16 contains 5352 members Mstep: Class 17 contains 106975 members Mstep: Class 18 contains 5231 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10854 members Mstep: Class 22 contains 39970 members Mstep: Class 23 contains 3022 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85869032.000000 Penalty: 83037.125000 Iteration 72Q: 26 clusters Score -8.586903e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 145360 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2366 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67629 members Mstep: Class 7 contains 9349 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120264 members Mstep: Class 10 contains 44466 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4254 members Mstep: Class 13 contains 6844 members Mstep: Class 14 contains 4997 members Mstep: Class 15 contains 51720 members Mstep: Class 16 contains 5353 members Mstep: Class 17 contains 106970 members Mstep: Class 18 contains 5228 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10852 members Mstep: Class 22 contains 39970 members Mstep: Class 23 contains 3019 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85869032.000000 Penalty: 83037.125000 Iteration 73Q: 26 clusters Score -8.586903e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15831 members Mstep: Class 2 contains 145365 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2341 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67628 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120299 members Mstep: Class 10 contains 44466 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4252 members Mstep: Class 13 contains 6840 members Mstep: Class 14 contains 4996 members Mstep: Class 15 contains 51722 members Mstep: Class 16 contains 5353 members Mstep: Class 17 contains 106973 members Mstep: Class 18 contains 5221 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10845 members Mstep: Class 22 contains 39970 members Mstep: Class 23 contains 3019 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85869000.000000 Penalty: 83037.125000 Iteration 74Q: 26 clusters Score -8.5869e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15829 members Mstep: Class 2 contains 145368 members Mstep: Class 3 contains 1634 members Mstep: Class 4 contains 2309 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67625 members Mstep: Class 7 contains 9351 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120329 members Mstep: Class 10 contains 44463 members Mstep: Class 11 contains 1108 members Mstep: Class 12 contains 4248 members Mstep: Class 13 contains 6851 members Mstep: Class 14 contains 4999 members Mstep: Class 15 contains 51723 members Mstep: Class 16 contains 5353 members Mstep: Class 17 contains 106983 members Mstep: Class 18 contains 5220 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10830 members Mstep: Class 22 contains 39970 members Mstep: Class 23 contains 3020 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85868968.000000 Penalty: 83037.125000 Iteration 75Q: 26 clusters Score -8.586897e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 145365 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2285 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67622 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120350 members Mstep: Class 10 contains 44464 members Mstep: Class 11 contains 1107 members Mstep: Class 12 contains 4243 members Mstep: Class 13 contains 6862 members Mstep: Class 14 contains 4998 members Mstep: Class 15 contains 51724 members Mstep: Class 16 contains 5353 members Mstep: Class 17 contains 106991 members Mstep: Class 18 contains 5226 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10822 members Mstep: Class 22 contains 39973 members Mstep: Class 23 contains 3016 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85868992.000000 Penalty: 83037.125000 Iteration 76Q: 26 clusters Score -8.586899e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 145367 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2266 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67625 members Mstep: Class 7 contains 9348 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120371 members Mstep: Class 10 contains 44462 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4241 members Mstep: Class 13 contains 6867 members Mstep: Class 14 contains 4999 members Mstep: Class 15 contains 51725 members Mstep: Class 16 contains 5352 members Mstep: Class 17 contains 106984 members Mstep: Class 18 contains 5229 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10819 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3015 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85868960.000000 Penalty: 83037.125000 Iteration 77Q: 26 clusters Score -8.586896e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 145362 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2259 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67624 members Mstep: Class 7 contains 9347 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120377 members Mstep: Class 10 contains 44459 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4242 members Mstep: Class 13 contains 6870 members Mstep: Class 14 contains 5003 members Mstep: Class 15 contains 51726 members Mstep: Class 16 contains 5352 members Mstep: Class 17 contains 106979 members Mstep: Class 18 contains 5238 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10817 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3014 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85868912.000000 Penalty: 83037.125000 Iteration 78Q: 26 clusters Score -8.586891e+07 nChanged 111 Entering ConstructFrom: Score: -85868912.000000 Penalty: 83037.125000 Entering ConstructFrom: Trying to split cluster 1 (15825 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15825 members Entering Unmasked Estep Score: -2100825.750000 Penalty: 2397.997803 Iteration 0F: 2 clusters Score -2100826 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7857 members Mstep: Class 2 contains 7968 members Entering Unmasked Estep Score: -2089415.250000 Penalty: 4795.995605 Iteration 0F: 3 clusters Score -2089415 nChanged 6869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7404 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -2093095.500000 Penalty: 4795.995605 Iteration 1F: 3 clusters Score -2093096 nChanged 945 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 8726 members Entering Unmasked Estep Score: -2093484.375000 Penalty: 4795.995605 Iteration 2F: 3 clusters Score -2093484 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6706 members Mstep: Class 2 contains 9119 members Entering Unmasked Estep Score: -2093861.000000 Penalty: 4795.995605 Iteration 3F: 3 clusters Score -2093861 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 9656 members Entering Unmasked Estep Score: -2094305.875000 Penalty: 4795.995605 Iteration 4F: 3 clusters Score -2094306 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -2094838.500000 Penalty: 4795.995605 Iteration 5F: 3 clusters Score -2094838 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 11044 members Entering Unmasked Estep Score: -2095467.625000 Penalty: 4795.995605 Iteration 6F: 3 clusters Score -2095468 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -2096144.375000 Penalty: 4795.995605 Iteration 7F: 3 clusters Score -2096144 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 12583 members Entering Unmasked Estep Score: -2096754.125000 Penalty: 4795.995605 Iteration 8F: 3 clusters Score -2096754 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 13266 members Entering Unmasked Estep Score: -2097364.000000 Penalty: 4795.995605 Iteration 9Q: 3 clusters Score -2097364 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 13858 members Entering Unmasked Estep Score: -2097861.750000 Penalty: 4795.995605 Iteration 10Q: 3 clusters Score -2097862 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 14288 members Entering Unmasked Estep Score: -2098225.750000 Penalty: 4795.995605 Iteration 11Q: 3 clusters Score -2098226 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 14600 members Entering Unmasked Estep Score: -2098512.000000 Penalty: 4795.995605 Iteration 12Q: 3 clusters Score -2098512 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 14791 members Entering Unmasked Estep Score: -2098672.000000 Penalty: 4795.995605 Iteration 13Q: 3 clusters Score -2098672 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 14901 members Entering Unmasked Estep Score: -2098757.000000 Penalty: 4795.995605 Iteration 14Q: 3 clusters Score -2098757 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 14977 members Entering Unmasked Estep Score: -2098818.500000 Penalty: 4795.995605 Iteration 15Q: 3 clusters Score -2098818 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -2098856.000000 Penalty: 4795.995605 Iteration 16Q: 3 clusters Score -2098856 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 15077 members Entering Unmasked Estep Score: -2098891.000000 Penalty: 4795.995605 Iteration 17Q: 3 clusters Score -2098891 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 15097 members Entering Unmasked Estep Score: -2098916.750000 Penalty: 4795.995605 Iteration 18Q: 3 clusters Score -2098917 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 15118 members Entering Unmasked Estep Score: -2098934.500000 Penalty: 4795.995605 Iteration 19Q: 3 clusters Score -2098934 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 15127 members Entering Unmasked Estep Score: -2098938.250000 Penalty: 4795.995605 Iteration 20F: 3 clusters Score -2098938 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 15128 members Entering Unmasked Estep Score: -2098941.500000 Penalty: 4795.995605 Iteration 21Q: 3 clusters Score -2098942 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 15132 members Entering Unmasked Estep Score: -2098945.750000 Penalty: 4795.995605 Iteration 22Q: 3 clusters Score -2098946 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 15135 members Entering Unmasked Estep Score: -2098947.000000 Penalty: 4795.995605 Iteration 23Q: 3 clusters Score -2098947 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 15138 members Entering Unmasked Estep Score: -2098947.750000 Penalty: 4795.995605 Iteration 24Q: 3 clusters Score -2098948 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 15142 members Entering Unmasked Estep Score: -2098949.250000 Penalty: 4795.995605 Iteration 25Q: 3 clusters Score -2098949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 15142 members Entering Unmasked Estep Score: -2098949.250000 Penalty: 4795.995605 Iteration 26F: 3 clusters Score -2098949 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (145355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145355 members Entering Unmasked Estep Score: -19550198.000000 Penalty: 2947.959717 Iteration 0F: 2 clusters Score -1.95502e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72576 members Mstep: Class 2 contains 72779 members Entering Unmasked Estep Score: -19457744.000000 Penalty: 5895.919434 Iteration 0F: 3 clusters Score -1.945774e+07 nChanged 69491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71153 members Mstep: Class 2 contains 74202 members Entering Unmasked Estep Score: -19498378.000000 Penalty: 5895.919434 Iteration 1F: 3 clusters Score -1.949838e+07 nChanged 5110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70257 members Mstep: Class 2 contains 75098 members Entering Unmasked Estep Score: -19500292.000000 Penalty: 5895.919434 Iteration 2Q: 3 clusters Score -1.950029e+07 nChanged 6249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68546 members Mstep: Class 2 contains 76809 members Entering Unmasked Estep Score: -19503198.000000 Penalty: 5895.919434 Iteration 3Q: 3 clusters Score -1.95032e+07 nChanged 7909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65325 members Mstep: Class 2 contains 80030 members Entering Unmasked Estep Score: -19507200.000000 Penalty: 5895.919434 Iteration 4F: 3 clusters Score -1.95072e+07 nChanged 9431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60342 members Mstep: Class 2 contains 85013 members Entering Unmasked Estep Score: -19512468.000000 Penalty: 5895.919434 Iteration 5F: 3 clusters Score -1.951247e+07 nChanged 10333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53871 members Mstep: Class 2 contains 91484 members Entering Unmasked Estep Score: -19519098.000000 Penalty: 5895.919434 Iteration 6F: 3 clusters Score -1.95191e+07 nChanged 9816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47245 members Mstep: Class 2 contains 98110 members Entering Unmasked Estep Score: -19525990.000000 Penalty: 5895.919434 Iteration 7F: 3 clusters Score -1.952599e+07 nChanged 8286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41539 members Mstep: Class 2 contains 103816 members Entering Unmasked Estep Score: -19532014.000000 Penalty: 5895.919434 Iteration 8F: 3 clusters Score -1.953201e+07 nChanged 6135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37256 members Mstep: Class 2 contains 108099 members Entering Unmasked Estep Score: -19536532.000000 Penalty: 5895.919434 Iteration 9Q: 3 clusters Score -1.953653e+07 nChanged 4250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33894 members Mstep: Class 2 contains 111461 members Entering Unmasked Estep Score: -19538908.000000 Penalty: 5895.919434 Iteration 10Q: 3 clusters Score -1.953891e+07 nChanged 3180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30974 members Mstep: Class 2 contains 114381 members Entering Unmasked Estep Score: -19540632.000000 Penalty: 5895.919434 Iteration 11Q: 3 clusters Score -1.954063e+07 nChanged 2673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28357 members Mstep: Class 2 contains 116998 members Entering Unmasked Estep Score: -19541886.000000 Penalty: 5895.919434 Iteration 12Q: 3 clusters Score -1.954189e+07 nChanged 2403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25980 members Mstep: Class 2 contains 119375 members Entering Unmasked Estep Score: -19543100.000000 Penalty: 5895.919434 Iteration 13Q: 3 clusters Score -1.95431e+07 nChanged 2253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23745 members Mstep: Class 2 contains 121610 members Entering Unmasked Estep Score: -19544156.000000 Penalty: 5895.919434 Iteration 14Q: 3 clusters Score -1.954416e+07 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21641 members Mstep: Class 2 contains 123714 members Entering Unmasked Estep Score: -19545186.000000 Penalty: 5895.919434 Iteration 15Q: 3 clusters Score -1.954519e+07 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19739 members Mstep: Class 2 contains 125616 members Entering Unmasked Estep Score: -19546016.000000 Penalty: 5895.919434 Iteration 16Q: 3 clusters Score -1.954602e+07 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18029 members Mstep: Class 2 contains 127326 members Entering Unmasked Estep Score: -19546688.000000 Penalty: 5895.919434 Iteration 17Q: 3 clusters Score -1.954669e+07 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16494 members Mstep: Class 2 contains 128861 members Entering Unmasked Estep Score: -19547288.000000 Penalty: 5895.919434 Iteration 18Q: 3 clusters Score -1.954729e+07 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15074 members Mstep: Class 2 contains 130281 members Entering Unmasked Estep Score: -19547754.000000 Penalty: 5895.919434 Iteration 19Q: 3 clusters Score -1.954775e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13788 members Mstep: Class 2 contains 131567 members Entering Unmasked Estep Score: -19548238.000000 Penalty: 5895.919434 Iteration 20F: 3 clusters Score -1.954824e+07 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12665 members Mstep: Class 2 contains 132690 members Entering Unmasked Estep Score: -19548670.000000 Penalty: 5895.919434 Iteration 21Q: 3 clusters Score -1.954867e+07 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11662 members Mstep: Class 2 contains 133693 members Entering Unmasked Estep Score: -19549138.000000 Penalty: 5895.919434 Iteration 22Q: 3 clusters Score -1.954914e+07 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10754 members Mstep: Class 2 contains 134601 members Entering Unmasked Estep Score: -19549288.000000 Penalty: 5895.919434 Iteration 23Q: 3 clusters Score -1.954929e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9959 members Mstep: Class 2 contains 135396 members Entering Unmasked Estep Score: -19549444.000000 Penalty: 5895.919434 Iteration 24Q: 3 clusters Score -1.954944e+07 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9305 members Mstep: Class 2 contains 136050 members Entering Unmasked Estep Score: -19549482.000000 Penalty: 5895.919434 Iteration 25Q: 3 clusters Score -1.954948e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8743 members Mstep: Class 2 contains 136612 members Entering Unmasked Estep Score: -19549602.000000 Penalty: 5895.919434 Iteration 26Q: 3 clusters Score -1.95496e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 137098 members Entering Unmasked Estep Score: -19549654.000000 Penalty: 5895.919434 Iteration 27Q: 3 clusters Score -1.954965e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 137522 members Entering Unmasked Estep Score: -19549722.000000 Penalty: 5895.919434 Iteration 28Q: 3 clusters Score -1.954972e+07 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 137926 members Entering Unmasked Estep Score: -19549732.000000 Penalty: 5895.919434 Iteration 29Q: 3 clusters Score -1.954973e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 138292 members Entering Unmasked Estep Score: -19549780.000000 Penalty: 5895.919434 Iteration 30Q: 3 clusters Score -1.954978e+07 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 138609 members Entering Unmasked Estep Score: -19549854.000000 Penalty: 5895.919434 Iteration 31Q: 3 clusters Score -1.954985e+07 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 138877 members Entering Unmasked Estep Score: -19549842.000000 Penalty: 5895.919434 Iteration 32Q: 3 clusters Score -1.954984e+07 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 139122 members Entering Unmasked Estep Score: -19549874.000000 Penalty: 5895.919434 Iteration 33Q: 3 clusters Score -1.954987e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 139343 members Entering Unmasked Estep Score: -19549878.000000 Penalty: 5895.919434 Iteration 34Q: 3 clusters Score -1.954988e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5819 members Mstep: Class 2 contains 139536 members Entering Unmasked Estep Score: -19549860.000000 Penalty: 5895.919434 Iteration 35Q: 3 clusters Score -1.954986e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5639 members Mstep: Class 2 contains 139716 members Entering Unmasked Estep Score: -19549846.000000 Penalty: 5895.919434 Iteration 36Q: 3 clusters Score -1.954985e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 139882 members Entering Unmasked Estep Score: -19549844.000000 Penalty: 5895.919434 Iteration 37Q: 3 clusters Score -1.954984e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 140036 members Entering Unmasked Estep Score: -19549844.000000 Penalty: 5895.919434 Iteration 38Q: 3 clusters Score -1.954984e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 140150 members Entering Unmasked Estep Score: -19549840.000000 Penalty: 5895.919434 Iteration 39Q: 3 clusters Score -1.954984e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 140267 members Entering Unmasked Estep Score: -19549862.000000 Penalty: 5895.919434 Iteration 40F: 3 clusters Score -1.954986e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 140374 members Entering Unmasked Estep Score: -19549842.000000 Penalty: 5895.919434 Iteration 41Q: 3 clusters Score -1.954984e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4882 members Mstep: Class 2 contains 140473 members Entering Unmasked Estep Score: -19549860.000000 Penalty: 5895.919434 Iteration 42Q: 3 clusters Score -1.954986e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 140551 members Entering Unmasked Estep Score: -19549874.000000 Penalty: 5895.919434 Iteration 43Q: 3 clusters Score -1.954987e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 140635 members Entering Unmasked Estep Score: -19549924.000000 Penalty: 5895.919434 Iteration 44Q: 3 clusters Score -1.954992e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4649 members Mstep: Class 2 contains 140706 members Entering Unmasked Estep Score: -19549946.000000 Penalty: 5895.919434 Iteration 45Q: 3 clusters Score -1.954995e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 140759 members Entering Unmasked Estep Score: -19549940.000000 Penalty: 5895.919434 Iteration 46Q: 3 clusters Score -1.954994e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 140809 members Entering Unmasked Estep Score: -19549968.000000 Penalty: 5895.919434 Iteration 47Q: 3 clusters Score -1.954997e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 140847 members Entering Unmasked Estep Score: -19549958.000000 Penalty: 5895.919434 Iteration 48Q: 3 clusters Score -1.954996e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 140875 members Entering Unmasked Estep Score: -19549942.000000 Penalty: 5895.919434 Iteration 49Q: 3 clusters Score -1.954994e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 140906 members Entering Unmasked Estep Score: -19549926.000000 Penalty: 5895.919434 Iteration 50Q: 3 clusters Score -1.954993e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 140934 members Entering Unmasked Estep Score: -19549936.000000 Penalty: 5895.919434 Iteration 51Q: 3 clusters Score -1.954994e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 140966 members Entering Unmasked Estep Score: -19549936.000000 Penalty: 5895.919434 Iteration 52Q: 3 clusters Score -1.954994e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 140998 members Entering Unmasked Estep Score: -19549928.000000 Penalty: 5895.919434 Iteration 53Q: 3 clusters Score -1.954993e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 141037 members Entering Unmasked Estep Score: -19549942.000000 Penalty: 5895.919434 Iteration 54Q: 3 clusters Score -1.954994e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 141071 members Entering Unmasked Estep Score: -19549942.000000 Penalty: 5895.919434 Iteration 55Q: 3 clusters Score -1.954994e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 141100 members Entering Unmasked Estep Score: -19549956.000000 Penalty: 5895.919434 Iteration 56Q: 3 clusters Score -1.954996e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 141123 members Entering Unmasked Estep Score: -19549912.000000 Penalty: 5895.919434 Iteration 57Q: 3 clusters Score -1.954991e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 141150 members Entering Unmasked Estep Score: -19549920.000000 Penalty: 5895.919434 Iteration 58Q: 3 clusters Score -1.954992e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 141174 members Entering Unmasked Estep Score: -19549902.000000 Penalty: 5895.919434 Iteration 59Q: 3 clusters Score -1.95499e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 141189 members Entering Unmasked Estep Score: -19549898.000000 Penalty: 5895.919434 Iteration 60F: 3 clusters Score -1.95499e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 141210 members Entering Unmasked Estep Score: -19549920.000000 Penalty: 5895.919434 Iteration 61Q: 3 clusters Score -1.954992e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 141229 members Entering Unmasked Estep Score: -19549922.000000 Penalty: 5895.919434 Iteration 62Q: 3 clusters Score -1.954992e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 141242 members Entering Unmasked Estep Score: -19549912.000000 Penalty: 5895.919434 Iteration 63Q: 3 clusters Score -1.954991e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 141259 members Entering Unmasked Estep Score: -19549908.000000 Penalty: 5895.919434 Iteration 64Q: 3 clusters Score -1.954991e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4080 members Mstep: Class 2 contains 141275 members Entering Unmasked Estep Score: -19549914.000000 Penalty: 5895.919434 Iteration 65Q: 3 clusters Score -1.954991e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 141292 members Entering Unmasked Estep Score: -19549924.000000 Penalty: 5895.919434 Iteration 66Q: 3 clusters Score -1.954992e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 141307 members Entering Unmasked Estep Score: -19549930.000000 Penalty: 5895.919434 Iteration 67Q: 3 clusters Score -1.954993e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 141322 members Entering Unmasked Estep Score: -19549934.000000 Penalty: 5895.919434 Iteration 68Q: 3 clusters Score -1.954993e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 141337 members Entering Unmasked Estep Score: -19549934.000000 Penalty: 5895.919434 Iteration 69Q: 3 clusters Score -1.954993e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 141344 members Entering Unmasked Estep Score: -19549940.000000 Penalty: 5895.919434 Iteration 70Q: 3 clusters Score -1.954994e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 141349 members Entering Unmasked Estep Score: -19549934.000000 Penalty: 5895.919434 Iteration 71Q: 3 clusters Score -1.954993e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 141354 members Entering Unmasked Estep Score: -19549926.000000 Penalty: 5895.919434 Iteration 72Q: 3 clusters Score -1.954993e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 141358 members Entering Unmasked Estep Score: -19549922.000000 Penalty: 5895.919434 Iteration 73Q: 3 clusters Score -1.954992e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 141359 members Entering Unmasked Estep Score: -19549912.000000 Penalty: 5895.919434 Iteration 74Q: 3 clusters Score -1.954991e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 141359 members Entering Unmasked Estep Score: -19549912.000000 Penalty: 5895.919434 Iteration 75F: 3 clusters Score -1.954991e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Entering Unmasked Estep Score: -206610.765625 Penalty: 1835.050659 Iteration 0F: 2 clusters Score -206610.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -204300.781250 Penalty: 3670.101318 Iteration 0F: 3 clusters Score -204300.8 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -204847.500000 Penalty: 3670.101318 Iteration 1F: 3 clusters Score -204847.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -205171.203125 Penalty: 3670.101318 Iteration 2F: 3 clusters Score -205171.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -205679.171875 Penalty: 3670.101318 Iteration 3F: 3 clusters Score -205679.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -206413.687500 Penalty: 3670.101318 Iteration 4F: 3 clusters Score -206413.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -206990.703125 Penalty: 3670.101318 Iteration 5F: 3 clusters Score -206990.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -207324.000000 Penalty: 3670.101318 Iteration 6F: 3 clusters Score -207324 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -207485.375000 Penalty: 3670.101318 Iteration 7Q: 3 clusters Score -207485.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -207614.812500 Penalty: 3670.101318 Iteration 8Q: 3 clusters Score -207614.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -207663.375000 Penalty: 3670.101318 Iteration 9Q: 3 clusters Score -207663.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -207674.968750 Penalty: 3670.101318 Iteration 10Q: 3 clusters Score -207675 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -207675.875000 Penalty: 3670.101318 Iteration 11Q: 3 clusters Score -207675.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -207675.875000 Penalty: 3670.101318 Iteration 12F: 3 clusters Score -207675.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 145355 members Mstep: Class 3 contains 533 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67625 members Mstep: Class 7 contains 9351 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120383 members Mstep: Class 10 contains 44460 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4239 members Mstep: Class 13 contains 6876 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51726 members Mstep: Class 16 contains 5351 members Mstep: Class 17 contains 106979 members Mstep: Class 18 contains 5255 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10812 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3014 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Mstep: Class 26 contains 1102 members Entering Unmasked Estep Score: -85868184.000000 Penalty: 86358.609375 Splitting cluster 3 changes total score from -85868912.000000 to -85868184.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (2241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Entering Unmasked Estep Score: -300645.375000 Penalty: 1913.239990 Iteration 0F: 2 clusters Score -300645.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -297854.531250 Penalty: 3826.479980 Iteration 0F: 3 clusters Score -297854.5 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -298324.843750 Penalty: 3826.479980 Iteration 1F: 3 clusters Score -298324.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -298453.750000 Penalty: 3826.479980 Iteration 2F: 3 clusters Score -298453.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -298518.125000 Penalty: 3826.479980 Iteration 3Q: 3 clusters Score -298518.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -298570.593750 Penalty: 3826.479980 Iteration 4Q: 3 clusters Score -298570.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -298606.531250 Penalty: 3826.479980 Iteration 5Q: 3 clusters Score -298606.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -298624.406250 Penalty: 3826.479980 Iteration 6Q: 3 clusters Score -298624.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -298637.437500 Penalty: 3826.479980 Iteration 7Q: 3 clusters Score -298637.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -298651.687500 Penalty: 3826.479980 Iteration 8Q: 3 clusters Score -298651.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -298659.062500 Penalty: 3826.479980 Iteration 9Q: 3 clusters Score -298659.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -298664.218750 Penalty: 3826.479980 Iteration 10Q: 3 clusters Score -298664.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -298668.500000 Penalty: 3826.479980 Iteration 11Q: 3 clusters Score -298668.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -298671.500000 Penalty: 3826.479980 Iteration 12Q: 3 clusters Score -298671.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -298673.687500 Penalty: 3826.479980 Iteration 13Q: 3 clusters Score -298673.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -298675.781250 Penalty: 3826.479980 Iteration 14Q: 3 clusters Score -298675.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -298677.031250 Penalty: 3826.479980 Iteration 15Q: 3 clusters Score -298677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -298677.343750 Penalty: 3826.479980 Iteration 16Q: 3 clusters Score -298677.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -298677.343750 Penalty: 3826.479980 Iteration 17F: 3 clusters Score -298677.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (836 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Entering Unmasked Estep Score: -93222.242188 Penalty: 1668.699951 Iteration 0F: 2 clusters Score -93222.24 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -91496.859375 Penalty: 3337.399902 Iteration 0F: 3 clusters Score -91496.86 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -92033.351562 Penalty: 3337.399902 Iteration 1F: 3 clusters Score -92033.35 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -92435.718750 Penalty: 3337.399902 Iteration 2F: 3 clusters Score -92435.72 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -92690.195312 Penalty: 3337.399902 Iteration 3F: 3 clusters Score -92690.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -92812.226562 Penalty: 3337.399902 Iteration 4F: 3 clusters Score -92812.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -92843.578125 Penalty: 3337.399902 Iteration 5Q: 3 clusters Score -92843.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -92857.117188 Penalty: 3337.399902 Iteration 6Q: 3 clusters Score -92857.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -92862.179688 Penalty: 3337.399902 Iteration 7Q: 3 clusters Score -92862.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -92865.460938 Penalty: 3337.399902 Iteration 8Q: 3 clusters Score -92865.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -92868.382812 Penalty: 3337.399902 Iteration 9Q: 3 clusters Score -92868.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -92868.382812 Penalty: 3337.399902 Iteration 10F: 3 clusters Score -92868.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (67625 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67625 members Entering Unmasked Estep Score: -9146089.000000 Penalty: 2758.189697 Iteration 0F: 2 clusters Score -9146089 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33677 members Mstep: Class 2 contains 33948 members Entering Unmasked Estep Score: -9100803.000000 Penalty: 5516.379395 Iteration 0F: 3 clusters Score -9100803 nChanged 31507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32312 members Mstep: Class 2 contains 35313 members Entering Unmasked Estep Score: -9118953.000000 Penalty: 5516.379395 Iteration 1F: 3 clusters Score -9118953 nChanged 2883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31695 members Mstep: Class 2 contains 35930 members Entering Unmasked Estep Score: -9120098.000000 Penalty: 5516.379395 Iteration 2Q: 3 clusters Score -9120098 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30677 members Mstep: Class 2 contains 36948 members Entering Unmasked Estep Score: -9121597.000000 Penalty: 5516.379395 Iteration 3Q: 3 clusters Score -9121597 nChanged 3529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29064 members Mstep: Class 2 contains 38561 members Entering Unmasked Estep Score: -9123362.000000 Penalty: 5516.379395 Iteration 4F: 3 clusters Score -9123362 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26552 members Mstep: Class 2 contains 41073 members Entering Unmasked Estep Score: -9125550.000000 Penalty: 5516.379395 Iteration 5F: 3 clusters Score -9125550 nChanged 4317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23149 members Mstep: Class 2 contains 44476 members Entering Unmasked Estep Score: -9128270.000000 Penalty: 5516.379395 Iteration 6F: 3 clusters Score -9128270 nChanged 4508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19177 members Mstep: Class 2 contains 48448 members Entering Unmasked Estep Score: -9131771.000000 Penalty: 5516.379395 Iteration 7F: 3 clusters Score -9131771 nChanged 4379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15166 members Mstep: Class 2 contains 52459 members Entering Unmasked Estep Score: -9135394.000000 Penalty: 5516.379395 Iteration 8F: 3 clusters Score -9135394 nChanged 3806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 56023 members Entering Unmasked Estep Score: -9138520.000000 Penalty: 5516.379395 Iteration 9F: 3 clusters Score -9138520 nChanged 2892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8880 members Mstep: Class 2 contains 58745 members Entering Unmasked Estep Score: -9140880.000000 Penalty: 5516.379395 Iteration 10Q: 3 clusters Score -9140880 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 60806 members Entering Unmasked Estep Score: -9142657.000000 Penalty: 5516.379395 Iteration 11Q: 3 clusters Score -9142657 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5418 members Mstep: Class 2 contains 62207 members Entering Unmasked Estep Score: -9143961.000000 Penalty: 5516.379395 Iteration 12Q: 3 clusters Score -9143961 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 63060 members Entering Unmasked Estep Score: -9144931.000000 Penalty: 5516.379395 Iteration 13Q: 3 clusters Score -9144931 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 63552 members Entering Unmasked Estep Score: -9145434.000000 Penalty: 5516.379395 Iteration 14Q: 3 clusters Score -9145434 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 63890 members Entering Unmasked Estep Score: -9145703.000000 Penalty: 5516.379395 Iteration 15Q: 3 clusters Score -9145703 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 64105 members Entering Unmasked Estep Score: -9145848.000000 Penalty: 5516.379395 Iteration 16Q: 3 clusters Score -9145848 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 64269 members Entering Unmasked Estep Score: -9145909.000000 Penalty: 5516.379395 Iteration 17Q: 3 clusters Score -9145909 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 64392 members Entering Unmasked Estep Score: -9145968.000000 Penalty: 5516.379395 Iteration 18Q: 3 clusters Score -9145968 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3147 members Mstep: Class 2 contains 64478 members Entering Unmasked Estep Score: -9146016.000000 Penalty: 5516.379395 Iteration 19Q: 3 clusters Score -9146016 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 64543 members Entering Unmasked Estep Score: -9146000.000000 Penalty: 5516.379395 Iteration 20F: 3 clusters Score -9146000 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 64594 members Entering Unmasked Estep Score: -9146020.000000 Penalty: 5516.379395 Iteration 21Q: 3 clusters Score -9146020 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 64645 members Entering Unmasked Estep Score: -9146022.000000 Penalty: 5516.379395 Iteration 22Q: 3 clusters Score -9146022 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 64694 members Entering Unmasked Estep Score: -9146047.000000 Penalty: 5516.379395 Iteration 23Q: 3 clusters Score -9146047 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 64744 members Entering Unmasked Estep Score: -9146045.000000 Penalty: 5516.379395 Iteration 24Q: 3 clusters Score -9146045 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 64781 members Entering Unmasked Estep Score: -9146067.000000 Penalty: 5516.379395 Iteration 25Q: 3 clusters Score -9146067 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 64806 members Entering Unmasked Estep Score: -9146073.000000 Penalty: 5516.379395 Iteration 26Q: 3 clusters Score -9146073 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 64833 members Entering Unmasked Estep Score: -9146070.000000 Penalty: 5516.379395 Iteration 27Q: 3 clusters Score -9146070 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 64862 members Entering Unmasked Estep Score: -9146073.000000 Penalty: 5516.379395 Iteration 28Q: 3 clusters Score -9146073 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 64879 members Entering Unmasked Estep Score: -9146076.000000 Penalty: 5516.379395 Iteration 29Q: 3 clusters Score -9146076 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 64896 members Entering Unmasked Estep Score: -9146061.000000 Penalty: 5516.379395 Iteration 30Q: 3 clusters Score -9146061 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 64918 members Entering Unmasked Estep Score: -9146064.000000 Penalty: 5516.379395 Iteration 31Q: 3 clusters Score -9146064 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 64937 members Entering Unmasked Estep Score: -9146066.000000 Penalty: 5516.379395 Iteration 32Q: 3 clusters Score -9146066 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 64951 members Entering Unmasked Estep Score: -9146060.000000 Penalty: 5516.379395 Iteration 33Q: 3 clusters Score -9146060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 64960 members Entering Unmasked Estep Score: -9146072.000000 Penalty: 5516.379395 Iteration 34Q: 3 clusters Score -9146072 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 64964 members Entering Unmasked Estep Score: -9146062.000000 Penalty: 5516.379395 Iteration 35Q: 3 clusters Score -9146062 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 64967 members Entering Unmasked Estep Score: -9146071.000000 Penalty: 5516.379395 Iteration 36Q: 3 clusters Score -9146071 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 64970 members Entering Unmasked Estep Score: -9146074.000000 Penalty: 5516.379395 Iteration 37Q: 3 clusters Score -9146074 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 64974 members Entering Unmasked Estep Score: -9146073.000000 Penalty: 5516.379395 Iteration 38Q: 3 clusters Score -9146073 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 64977 members Entering Unmasked Estep Score: -9146072.000000 Penalty: 5516.379395 Iteration 39Q: 3 clusters Score -9146072 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 64979 members Entering Unmasked Estep Score: -9146079.000000 Penalty: 5516.379395 Iteration 40F: 3 clusters Score -9146079 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 64980 members Entering Unmasked Estep Score: -9146076.000000 Penalty: 5516.379395 Iteration 41Q: 3 clusters Score -9146076 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 64980 members Entering Unmasked Estep Score: -9146076.000000 Penalty: 5516.379395 Iteration 42F: 3 clusters Score -9146076 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9351 members Entering Unmasked Estep Score: -1247507.125000 Penalty: 2267.523193 Iteration 0F: 2 clusters Score -1247507 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -1240341.375000 Penalty: 4535.046387 Iteration 0F: 3 clusters Score -1240341 nChanged 3768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4209 members Mstep: Class 2 contains 5142 members Entering Unmasked Estep Score: -1242333.625000 Penalty: 4535.046387 Iteration 1F: 3 clusters Score -1242334 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1242629.375000 Penalty: 4535.046387 Iteration 2F: 3 clusters Score -1242629 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 5596 members Entering Unmasked Estep Score: -1242857.625000 Penalty: 4535.046387 Iteration 3F: 3 clusters Score -1242858 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -1243041.250000 Penalty: 4535.046387 Iteration 4Q: 3 clusters Score -1243041 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -1243227.250000 Penalty: 4535.046387 Iteration 5Q: 3 clusters Score -1243227 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2928 members Mstep: Class 2 contains 6423 members Entering Unmasked Estep Score: -1243421.375000 Penalty: 4535.046387 Iteration 6Q: 3 clusters Score -1243421 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1243617.500000 Penalty: 4535.046387 Iteration 7Q: 3 clusters Score -1243618 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 7060 members Entering Unmasked Estep Score: -1243827.750000 Penalty: 4535.046387 Iteration 8Q: 3 clusters Score -1243828 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -1244072.875000 Penalty: 4535.046387 Iteration 9Q: 3 clusters Score -1244073 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -1244374.000000 Penalty: 4535.046387 Iteration 10Q: 3 clusters Score -1244374 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 8116 members Entering Unmasked Estep Score: -1244660.375000 Penalty: 4535.046387 Iteration 11Q: 3 clusters Score -1244660 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -1244911.250000 Penalty: 4535.046387 Iteration 12Q: 3 clusters Score -1244911 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1245122.000000 Penalty: 4535.046387 Iteration 13Q: 3 clusters Score -1245122 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 8756 members Entering Unmasked Estep Score: -1245299.875000 Penalty: 4535.046387 Iteration 14Q: 3 clusters Score -1245300 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 8855 members Entering Unmasked Estep Score: -1245407.875000 Penalty: 4535.046387 Iteration 15Q: 3 clusters Score -1245408 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 8917 members Entering Unmasked Estep Score: -1245474.750000 Penalty: 4535.046387 Iteration 16Q: 3 clusters Score -1245475 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 8963 members Entering Unmasked Estep Score: -1245537.500000 Penalty: 4535.046387 Iteration 17Q: 3 clusters Score -1245538 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 8990 members Entering Unmasked Estep Score: -1245576.500000 Penalty: 4535.046387 Iteration 18Q: 3 clusters Score -1245576 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 9007 members Entering Unmasked Estep Score: -1245611.875000 Penalty: 4535.046387 Iteration 19Q: 3 clusters Score -1245612 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 9020 members Entering Unmasked Estep Score: -1245636.500000 Penalty: 4535.046387 Iteration 20F: 3 clusters Score -1245636 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 9023 members Entering Unmasked Estep Score: -1245655.125000 Penalty: 4535.046387 Iteration 21Q: 3 clusters Score -1245655 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 9031 members Entering Unmasked Estep Score: -1245675.750000 Penalty: 4535.046387 Iteration 22Q: 3 clusters Score -1245676 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -1245690.875000 Penalty: 4535.046387 Iteration 23Q: 3 clusters Score -1245691 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -1245703.125000 Penalty: 4535.046387 Iteration 24Q: 3 clusters Score -1245703 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 9045 members Entering Unmasked Estep Score: -1245711.875000 Penalty: 4535.046387 Iteration 25Q: 3 clusters Score -1245712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 9050 members Entering Unmasked Estep Score: -1245718.875000 Penalty: 4535.046387 Iteration 26Q: 3 clusters Score -1245719 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 9053 members Entering Unmasked Estep Score: -1245723.125000 Penalty: 4535.046387 Iteration 27Q: 3 clusters Score -1245723 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 9054 members Entering Unmasked Estep Score: -1245724.750000 Penalty: 4535.046387 Iteration 28Q: 3 clusters Score -1245725 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -1245726.500000 Penalty: 4535.046387 Iteration 29Q: 3 clusters Score -1245726 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 9057 members Entering Unmasked Estep Score: -1245727.750000 Penalty: 4535.046387 Iteration 30Q: 3 clusters Score -1245728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -1245728.250000 Penalty: 4535.046387 Iteration 31Q: 3 clusters Score -1245728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -1245729.250000 Penalty: 4535.046387 Iteration 32Q: 3 clusters Score -1245729 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -1245731.875000 Penalty: 4535.046387 Iteration 33Q: 3 clusters Score -1245732 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 9058 members Entering Unmasked Estep Score: -1245731.875000 Penalty: 4535.046387 Iteration 34F: 3 clusters Score -1245732 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Entering Unmasked Estep Score: -29300.199219 Penalty: 1393.859375 Iteration 0F: 2 clusters Score -29300.2 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 143 members Entering Unmasked Estep Score: -28128.187500 Penalty: 2787.718750 Iteration 0F: 3 clusters Score -28128.19 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -28310.185547 Penalty: 2787.718750 Iteration 1F: 3 clusters Score -28310.19 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -28431.628906 Penalty: 2787.718750 Iteration 2F: 3 clusters Score -28431.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -28489.382812 Penalty: 2787.718750 Iteration 3Q: 3 clusters Score -28489.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -28543.076172 Penalty: 2787.718750 Iteration 4Q: 3 clusters Score -28543.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -28561.560547 Penalty: 2787.718750 Iteration 5Q: 3 clusters Score -28561.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -28561.560547 Penalty: 2787.718750 Iteration 6F: 3 clusters Score -28561.56 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (120383 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120383 members Entering Unmasked Estep Score: -16055784.000000 Penalty: 2901.211670 Iteration 0F: 2 clusters Score -1.605578e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60338 members Mstep: Class 2 contains 60045 members Entering Unmasked Estep Score: -15976554.000000 Penalty: 5802.423340 Iteration 0F: 3 clusters Score -1.597655e+07 nChanged 57127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64401 members Mstep: Class 2 contains 55982 members Entering Unmasked Estep Score: -16011155.000000 Penalty: 5802.423340 Iteration 1F: 3 clusters Score -1.601116e+07 nChanged 6747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67516 members Mstep: Class 2 contains 52867 members Entering Unmasked Estep Score: -16014515.000000 Penalty: 5802.423340 Iteration 2F: 3 clusters Score -1.601452e+07 nChanged 8180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71796 members Mstep: Class 2 contains 48587 members Entering Unmasked Estep Score: -16019383.000000 Penalty: 5802.423340 Iteration 3F: 3 clusters Score -1.601938e+07 nChanged 8795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76805 members Mstep: Class 2 contains 43578 members Entering Unmasked Estep Score: -16024791.000000 Penalty: 5802.423340 Iteration 4F: 3 clusters Score -1.602479e+07 nChanged 8371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82014 members Mstep: Class 2 contains 38369 members Entering Unmasked Estep Score: -16029337.000000 Penalty: 5802.423340 Iteration 5F: 3 clusters Score -1.602934e+07 nChanged 7060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87076 members Mstep: Class 2 contains 33307 members Entering Unmasked Estep Score: -16033175.000000 Penalty: 5802.423340 Iteration 6F: 3 clusters Score -1.603318e+07 nChanged 5921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92083 members Mstep: Class 2 contains 28300 members Entering Unmasked Estep Score: -16036377.000000 Penalty: 5802.423340 Iteration 7Q: 3 clusters Score -1.603638e+07 nChanged 5319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97114 members Mstep: Class 2 contains 23269 members Entering Unmasked Estep Score: -16039591.000000 Penalty: 5802.423340 Iteration 8Q: 3 clusters Score -1.603959e+07 nChanged 4934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101980 members Mstep: Class 2 contains 18403 members Entering Unmasked Estep Score: -16042842.000000 Penalty: 5802.423340 Iteration 9Q: 3 clusters Score -1.604284e+07 nChanged 4490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106450 members Mstep: Class 2 contains 13933 members Entering Unmasked Estep Score: -16046211.000000 Penalty: 5802.423340 Iteration 10Q: 3 clusters Score -1.604621e+07 nChanged 3711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110155 members Mstep: Class 2 contains 10228 members Entering Unmasked Estep Score: -16049021.000000 Penalty: 5802.423340 Iteration 11Q: 3 clusters Score -1.604902e+07 nChanged 2606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112753 members Mstep: Class 2 contains 7630 members Entering Unmasked Estep Score: -16050822.000000 Penalty: 5802.423340 Iteration 12Q: 3 clusters Score -1.605082e+07 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114541 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -16051788.000000 Penalty: 5802.423340 Iteration 13Q: 3 clusters Score -1.605179e+07 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115798 members Mstep: Class 2 contains 4585 members Entering Unmasked Estep Score: -16052414.000000 Penalty: 5802.423340 Iteration 14Q: 3 clusters Score -1.605241e+07 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116669 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -16052792.000000 Penalty: 5802.423340 Iteration 15Q: 3 clusters Score -1.605279e+07 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117271 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -16053053.000000 Penalty: 5802.423340 Iteration 16Q: 3 clusters Score -1.605305e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117726 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -16053262.000000 Penalty: 5802.423340 Iteration 17Q: 3 clusters Score -1.605326e+07 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118059 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -16053400.000000 Penalty: 5802.423340 Iteration 18Q: 3 clusters Score -1.60534e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118318 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -16053522.000000 Penalty: 5802.423340 Iteration 19Q: 3 clusters Score -1.605352e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118481 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -16053595.000000 Penalty: 5802.423340 Iteration 20F: 3 clusters Score -1.60536e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118609 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -16053609.000000 Penalty: 5802.423340 Iteration 21Q: 3 clusters Score -1.605361e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118710 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -16053680.000000 Penalty: 5802.423340 Iteration 22Q: 3 clusters Score -1.605368e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118778 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -16053702.000000 Penalty: 5802.423340 Iteration 23Q: 3 clusters Score -1.60537e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118845 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -16053697.000000 Penalty: 5802.423340 Iteration 24Q: 3 clusters Score -1.60537e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118889 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -16053710.000000 Penalty: 5802.423340 Iteration 25Q: 3 clusters Score -1.605371e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118925 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -16053707.000000 Penalty: 5802.423340 Iteration 26Q: 3 clusters Score -1.605371e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118955 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -16053693.000000 Penalty: 5802.423340 Iteration 27Q: 3 clusters Score -1.605369e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118978 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -16053692.000000 Penalty: 5802.423340 Iteration 28Q: 3 clusters Score -1.605369e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118995 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -16053697.000000 Penalty: 5802.423340 Iteration 29Q: 3 clusters Score -1.60537e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119012 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -16053692.000000 Penalty: 5802.423340 Iteration 30Q: 3 clusters Score -1.605369e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119021 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -16053694.000000 Penalty: 5802.423340 Iteration 31Q: 3 clusters Score -1.605369e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119028 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -16053704.000000 Penalty: 5802.423340 Iteration 32Q: 3 clusters Score -1.60537e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119033 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -16053713.000000 Penalty: 5802.423340 Iteration 33Q: 3 clusters Score -1.605371e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119039 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -16053707.000000 Penalty: 5802.423340 Iteration 34Q: 3 clusters Score -1.605371e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119042 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -16053700.000000 Penalty: 5802.423340 Iteration 35Q: 3 clusters Score -1.60537e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119045 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -16053714.000000 Penalty: 5802.423340 Iteration 36Q: 3 clusters Score -1.605371e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119046 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -16053715.000000 Penalty: 5802.423340 Iteration 37Q: 3 clusters Score -1.605372e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119046 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -16053715.000000 Penalty: 5802.423340 Iteration 38F: 3 clusters Score -1.605372e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (44460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44460 members Entering Unmasked Estep Score: -6000660.500000 Penalty: 2654.181641 Iteration 0F: 2 clusters Score -6000660 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22275 members Mstep: Class 2 contains 22185 members Entering Unmasked Estep Score: -5970437.500000 Penalty: 5308.363281 Iteration 0F: 3 clusters Score -5970438 nChanged 20486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22407 members Mstep: Class 2 contains 22053 members Entering Unmasked Estep Score: -5981739.500000 Penalty: 5308.363281 Iteration 1F: 3 clusters Score -5981740 nChanged 1712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22453 members Mstep: Class 2 contains 22007 members Entering Unmasked Estep Score: -5982206.000000 Penalty: 5308.363281 Iteration 2Q: 3 clusters Score -5982206 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22488 members Mstep: Class 2 contains 21972 members Entering Unmasked Estep Score: -5982593.500000 Penalty: 5308.363281 Iteration 3Q: 3 clusters Score -5982594 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22498 members Mstep: Class 2 contains 21962 members Entering Unmasked Estep Score: -5982906.500000 Penalty: 5308.363281 Iteration 4Q: 3 clusters Score -5982906 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22549 members Mstep: Class 2 contains 21911 members Entering Unmasked Estep Score: -5983164.000000 Penalty: 5308.363281 Iteration 5Q: 3 clusters Score -5983164 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22665 members Mstep: Class 2 contains 21795 members Entering Unmasked Estep Score: -5983413.500000 Penalty: 5308.363281 Iteration 6Q: 3 clusters Score -5983414 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22805 members Mstep: Class 2 contains 21655 members Entering Unmasked Estep Score: -5983612.500000 Penalty: 5308.363281 Iteration 7Q: 3 clusters Score -5983612 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22993 members Mstep: Class 2 contains 21467 members Entering Unmasked Estep Score: -5983795.000000 Penalty: 5308.363281 Iteration 8Q: 3 clusters Score -5983795 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23236 members Mstep: Class 2 contains 21224 members Entering Unmasked Estep Score: -5983929.000000 Penalty: 5308.363281 Iteration 9Q: 3 clusters Score -5983929 nChanged 912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23572 members Mstep: Class 2 contains 20888 members Entering Unmasked Estep Score: -5984134.000000 Penalty: 5308.363281 Iteration 10Q: 3 clusters Score -5984134 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24028 members Mstep: Class 2 contains 20432 members Entering Unmasked Estep Score: -5984351.000000 Penalty: 5308.363281 Iteration 11Q: 3 clusters Score -5984351 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24607 members Mstep: Class 2 contains 19853 members Entering Unmasked Estep Score: -5984559.000000 Penalty: 5308.363281 Iteration 12Q: 3 clusters Score -5984559 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25398 members Mstep: Class 2 contains 19062 members Entering Unmasked Estep Score: -5984882.500000 Penalty: 5308.363281 Iteration 13Q: 3 clusters Score -5984882 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26462 members Mstep: Class 2 contains 17998 members Entering Unmasked Estep Score: -5985291.000000 Penalty: 5308.363281 Iteration 14Q: 3 clusters Score -5985291 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27816 members Mstep: Class 2 contains 16644 members Entering Unmasked Estep Score: -5985899.000000 Penalty: 5308.363281 Iteration 15Q: 3 clusters Score -5985899 nChanged 1880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29618 members Mstep: Class 2 contains 14842 members Entering Unmasked Estep Score: -5986847.500000 Penalty: 5308.363281 Iteration 16Q: 3 clusters Score -5986848 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31959 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -5988309.500000 Penalty: 5308.363281 Iteration 17F: 3 clusters Score -5988310 nChanged 2678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34611 members Mstep: Class 2 contains 9849 members Entering Unmasked Estep Score: -5990251.500000 Penalty: 5308.363281 Iteration 18F: 3 clusters Score -5990252 nChanged 2820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37427 members Mstep: Class 2 contains 7033 members Entering Unmasked Estep Score: -5992552.500000 Penalty: 5308.363281 Iteration 19F: 3 clusters Score -5992552 nChanged 2476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39897 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -5994650.000000 Penalty: 5308.363281 Iteration 20F: 3 clusters Score -5994650 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41639 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -5996168.500000 Penalty: 5308.363281 Iteration 21Q: 3 clusters Score -5996168 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42766 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -5997157.000000 Penalty: 5308.363281 Iteration 22Q: 3 clusters Score -5997157 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43374 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -5997711.500000 Penalty: 5308.363281 Iteration 23Q: 3 clusters Score -5997712 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43678 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -5998003.000000 Penalty: 5308.363281 Iteration 24Q: 3 clusters Score -5998003 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43847 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -5998129.000000 Penalty: 5308.363281 Iteration 25Q: 3 clusters Score -5998129 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43927 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -5998194.500000 Penalty: 5308.363281 Iteration 26Q: 3 clusters Score -5998194 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43983 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -5998247.500000 Penalty: 5308.363281 Iteration 27Q: 3 clusters Score -5998248 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44013 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -5998283.000000 Penalty: 5308.363281 Iteration 28Q: 3 clusters Score -5998283 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44031 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -5998306.500000 Penalty: 5308.363281 Iteration 29Q: 3 clusters Score -5998306 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44043 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -5998318.000000 Penalty: 5308.363281 Iteration 30Q: 3 clusters Score -5998318 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44051 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -5998330.000000 Penalty: 5308.363281 Iteration 31Q: 3 clusters Score -5998330 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44059 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -5998333.000000 Penalty: 5308.363281 Iteration 32Q: 3 clusters Score -5998333 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44067 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -5998329.500000 Penalty: 5308.363281 Iteration 33Q: 3 clusters Score -5998330 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44072 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -5998332.500000 Penalty: 5308.363281 Iteration 34Q: 3 clusters Score -5998332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44076 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -5998344.000000 Penalty: 5308.363281 Iteration 35Q: 3 clusters Score -5998344 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44079 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -5998343.000000 Penalty: 5308.363281 Iteration 36Q: 3 clusters Score -5998343 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44083 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -5998346.500000 Penalty: 5308.363281 Iteration 37Q: 3 clusters Score -5998346 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44085 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -5998350.500000 Penalty: 5308.363281 Iteration 38Q: 3 clusters Score -5998350 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44087 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -5998350.000000 Penalty: 5308.363281 Iteration 39Q: 3 clusters Score -5998350 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44090 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -5998355.500000 Penalty: 5308.363281 Iteration 40F: 3 clusters Score -5998356 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44092 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -5998356.500000 Penalty: 5308.363281 Iteration 41Q: 3 clusters Score -5998356 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44095 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -5998360.000000 Penalty: 5308.363281 Iteration 42Q: 3 clusters Score -5998360 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44098 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -5998365.000000 Penalty: 5308.363281 Iteration 43Q: 3 clusters Score -5998365 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44098 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -5998367.500000 Penalty: 5308.363281 Iteration 44Q: 3 clusters Score -5998368 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44099 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -5998370.000000 Penalty: 5308.363281 Iteration 45Q: 3 clusters Score -5998370 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44101 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -5998376.000000 Penalty: 5308.363281 Iteration 46Q: 3 clusters Score -5998376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44103 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -5998376.500000 Penalty: 5308.363281 Iteration 47Q: 3 clusters Score -5998376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44104 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -5998375.500000 Penalty: 5308.363281 Iteration 48Q: 3 clusters Score -5998376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44106 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -5998380.500000 Penalty: 5308.363281 Iteration 49Q: 3 clusters Score -5998380 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44106 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -5998380.500000 Penalty: 5308.363281 Iteration 50F: 3 clusters Score -5998380 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Entering Unmasked Estep Score: -142410.515625 Penalty: 1738.109375 Iteration 0F: 2 clusters Score -142410.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -140408.640625 Penalty: 3476.218750 Iteration 0F: 3 clusters Score -140408.6 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -140730.875000 Penalty: 3476.218750 Iteration 1F: 3 clusters Score -140730.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -140801.703125 Penalty: 3476.218750 Iteration 2F: 3 clusters Score -140801.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -140845.390625 Penalty: 3476.218750 Iteration 3Q: 3 clusters Score -140845.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -140866.687500 Penalty: 3476.218750 Iteration 4Q: 3 clusters Score -140866.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -140877.937500 Penalty: 3476.218750 Iteration 5Q: 3 clusters Score -140877.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -140885.531250 Penalty: 3476.218750 Iteration 6Q: 3 clusters Score -140885.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -140890.515625 Penalty: 3476.218750 Iteration 7Q: 3 clusters Score -140890.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -140894.484375 Penalty: 3476.218750 Iteration 8Q: 3 clusters Score -140894.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -140897.500000 Penalty: 3476.218750 Iteration 9Q: 3 clusters Score -140897.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -140898.890625 Penalty: 3476.218750 Iteration 10Q: 3 clusters Score -140898.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -140899.593750 Penalty: 3476.218750 Iteration 11Q: 3 clusters Score -140899.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -140900.937500 Penalty: 3476.218750 Iteration 12Q: 3 clusters Score -140900.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -140901.484375 Penalty: 3476.218750 Iteration 13Q: 3 clusters Score -140901.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -140903.718750 Penalty: 3476.218750 Iteration 14Q: 3 clusters Score -140903.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -140904.687500 Penalty: 3476.218750 Iteration 15Q: 3 clusters Score -140904.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -140905.062500 Penalty: 3476.218750 Iteration 16Q: 3 clusters Score -140905.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -140905.609375 Penalty: 3476.218750 Iteration 17Q: 3 clusters Score -140905.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -140905.609375 Penalty: 3476.218750 Iteration 18F: 3 clusters Score -140905.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Entering Unmasked Estep Score: -526272.437500 Penalty: 2071.316406 Iteration 0F: 2 clusters Score -526272.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -522254.718750 Penalty: 4142.632812 Iteration 0F: 3 clusters Score -522254.7 nChanged 1535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -523181.531250 Penalty: 4142.632812 Iteration 1F: 3 clusters Score -523181.5 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -523525.968750 Penalty: 4142.632812 Iteration 2F: 3 clusters Score -523526 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -523804.750000 Penalty: 4142.632812 Iteration 3F: 3 clusters Score -523804.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -524056.187500 Penalty: 4142.632812 Iteration 4F: 3 clusters Score -524056.2 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -524259.562500 Penalty: 4142.632812 Iteration 5F: 3 clusters Score -524259.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -524454.500000 Penalty: 4142.632812 Iteration 6F: 3 clusters Score -524454.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -524582.000000 Penalty: 4142.632812 Iteration 7Q: 3 clusters Score -524582 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -524711.812500 Penalty: 4142.632812 Iteration 8Q: 3 clusters Score -524711.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -524786.437500 Penalty: 4142.632812 Iteration 9Q: 3 clusters Score -524786.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -524852.562500 Penalty: 4142.632812 Iteration 10Q: 3 clusters Score -524852.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -524894.812500 Penalty: 4142.632812 Iteration 11Q: 3 clusters Score -524894.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -524925.500000 Penalty: 4142.632812 Iteration 12Q: 3 clusters Score -524925.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -524950.187500 Penalty: 4142.632812 Iteration 13Q: 3 clusters Score -524950.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -524965.500000 Penalty: 4142.632812 Iteration 14Q: 3 clusters Score -524965.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -524978.187500 Penalty: 4142.632812 Iteration 15Q: 3 clusters Score -524978.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -524986.812500 Penalty: 4142.632812 Iteration 16Q: 3 clusters Score -524986.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -524991.875000 Penalty: 4142.632812 Iteration 17Q: 3 clusters Score -524991.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -524996.062500 Penalty: 4142.632812 Iteration 18Q: 3 clusters Score -524996.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -525000.625000 Penalty: 4142.632812 Iteration 19Q: 3 clusters Score -525000.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -525001.750000 Penalty: 4142.632812 Iteration 20F: 3 clusters Score -525001.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -525002.437500 Penalty: 4142.632812 Iteration 21Q: 3 clusters Score -525002.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -525003.625000 Penalty: 4142.632812 Iteration 22Q: 3 clusters Score -525003.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -525004.500000 Penalty: 4142.632812 Iteration 23Q: 3 clusters Score -525004.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -525006.312500 Penalty: 4142.632812 Iteration 24Q: 3 clusters Score -525006.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -525006.500000 Penalty: 4142.632812 Iteration 25Q: 3 clusters Score -525006.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -525008.000000 Penalty: 4142.632812 Iteration 26Q: 3 clusters Score -525008 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -525008.750000 Penalty: 4142.632812 Iteration 27Q: 3 clusters Score -525008.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -525009.312500 Penalty: 4142.632812 Iteration 28Q: 3 clusters Score -525009.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -525009.625000 Penalty: 4142.632812 Iteration 29Q: 3 clusters Score -525009.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -525009.625000 Penalty: 4142.632812 Iteration 30F: 3 clusters Score -525009.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Entering Unmasked Estep Score: -858817.437500 Penalty: 2191.276611 Iteration 0F: 2 clusters Score -858817.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -853089.812500 Penalty: 4382.553223 Iteration 0F: 3 clusters Score -853089.8 nChanged 2765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -854661.062500 Penalty: 4382.553223 Iteration 1F: 3 clusters Score -854661.1 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -854952.500000 Penalty: 4382.553223 Iteration 2F: 3 clusters Score -854952.5 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -855174.687500 Penalty: 4382.553223 Iteration 3F: 3 clusters Score -855174.7 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -855326.000000 Penalty: 4382.553223 Iteration 4Q: 3 clusters Score -855326 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -855442.687500 Penalty: 4382.553223 Iteration 5Q: 3 clusters Score -855442.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2901 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -855554.062500 Penalty: 4382.553223 Iteration 6Q: 3 clusters Score -855554.1 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -855666.937500 Penalty: 4382.553223 Iteration 7Q: 3 clusters Score -855666.9 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 4170 members Entering Unmasked Estep Score: -855771.812500 Penalty: 4382.553223 Iteration 8Q: 3 clusters Score -855771.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -855852.562500 Penalty: 4382.553223 Iteration 9Q: 3 clusters Score -855852.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -855927.312500 Penalty: 4382.553223 Iteration 10Q: 3 clusters Score -855927.3 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 4460 members Entering Unmasked Estep Score: -855993.125000 Penalty: 4382.553223 Iteration 11Q: 3 clusters Score -855993.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 4529 members Entering Unmasked Estep Score: -856037.937500 Penalty: 4382.553223 Iteration 12Q: 3 clusters Score -856037.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 4577 members Entering Unmasked Estep Score: -856076.250000 Penalty: 4382.553223 Iteration 13Q: 3 clusters Score -856076.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -856109.875000 Penalty: 4382.553223 Iteration 14Q: 3 clusters Score -856109.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -856147.937500 Penalty: 4382.553223 Iteration 15Q: 3 clusters Score -856147.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -856176.000000 Penalty: 4382.553223 Iteration 16Q: 3 clusters Score -856176 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -856204.187500 Penalty: 4382.553223 Iteration 17Q: 3 clusters Score -856204.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -856231.250000 Penalty: 4382.553223 Iteration 18Q: 3 clusters Score -856231.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 4843 members Entering Unmasked Estep Score: -856255.750000 Penalty: 4382.553223 Iteration 19Q: 3 clusters Score -856255.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -856282.250000 Penalty: 4382.553223 Iteration 20F: 3 clusters Score -856282.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -856315.500000 Penalty: 4382.553223 Iteration 21Q: 3 clusters Score -856315.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 4991 members Entering Unmasked Estep Score: -856353.062500 Penalty: 4382.553223 Iteration 22Q: 3 clusters Score -856353.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -856382.375000 Penalty: 4382.553223 Iteration 23Q: 3 clusters Score -856382.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 5105 members Entering Unmasked Estep Score: -856408.375000 Penalty: 4382.553223 Iteration 24Q: 3 clusters Score -856408.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -856432.625000 Penalty: 4382.553223 Iteration 25Q: 3 clusters Score -856432.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 5227 members Entering Unmasked Estep Score: -856468.437500 Penalty: 4382.553223 Iteration 26Q: 3 clusters Score -856468.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 5299 members Entering Unmasked Estep Score: -856500.812500 Penalty: 4382.553223 Iteration 27Q: 3 clusters Score -856500.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -856538.000000 Penalty: 4382.553223 Iteration 28Q: 3 clusters Score -856538 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -856569.437500 Penalty: 4382.553223 Iteration 29Q: 3 clusters Score -856569.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 5485 members Entering Unmasked Estep Score: -856605.125000 Penalty: 4382.553223 Iteration 30Q: 3 clusters Score -856605.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -856629.312500 Penalty: 4382.553223 Iteration 31Q: 3 clusters Score -856629.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 5581 members Entering Unmasked Estep Score: -856655.937500 Penalty: 4382.553223 Iteration 32Q: 3 clusters Score -856655.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 5615 members Entering Unmasked Estep Score: -856673.000000 Penalty: 4382.553223 Iteration 33Q: 3 clusters Score -856673 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -856686.750000 Penalty: 4382.553223 Iteration 34Q: 3 clusters Score -856686.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 5671 members Entering Unmasked Estep Score: -856702.187500 Penalty: 4382.553223 Iteration 35Q: 3 clusters Score -856702.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -856716.187500 Penalty: 4382.553223 Iteration 36Q: 3 clusters Score -856716.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -856732.187500 Penalty: 4382.553223 Iteration 37Q: 3 clusters Score -856732.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -856753.375000 Penalty: 4382.553223 Iteration 38Q: 3 clusters Score -856753.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -856771.937500 Penalty: 4382.553223 Iteration 39Q: 3 clusters Score -856771.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 5817 members Entering Unmasked Estep Score: -856786.000000 Penalty: 4382.553223 Iteration 40F: 3 clusters Score -856786 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 5845 members Entering Unmasked Estep Score: -856803.937500 Penalty: 4382.553223 Iteration 41Q: 3 clusters Score -856803.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -856812.375000 Penalty: 4382.553223 Iteration 42Q: 3 clusters Score -856812.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -856822.937500 Penalty: 4382.553223 Iteration 43Q: 3 clusters Score -856822.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -856834.375000 Penalty: 4382.553223 Iteration 44Q: 3 clusters Score -856834.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -856841.250000 Penalty: 4382.553223 Iteration 45Q: 3 clusters Score -856841.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 5930 members Entering Unmasked Estep Score: -856847.750000 Penalty: 4382.553223 Iteration 46Q: 3 clusters Score -856847.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -856854.562500 Penalty: 4382.553223 Iteration 47Q: 3 clusters Score -856854.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 5958 members Entering Unmasked Estep Score: -856861.500000 Penalty: 4382.553223 Iteration 48Q: 3 clusters Score -856861.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -856867.875000 Penalty: 4382.553223 Iteration 49Q: 3 clusters Score -856867.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -856872.687500 Penalty: 4382.553223 Iteration 50Q: 3 clusters Score -856872.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -856878.062500 Penalty: 4382.553223 Iteration 51Q: 3 clusters Score -856878.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 6002 members Entering Unmasked Estep Score: -856884.375000 Penalty: 4382.553223 Iteration 52Q: 3 clusters Score -856884.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 6014 members Entering Unmasked Estep Score: -856890.500000 Penalty: 4382.553223 Iteration 53Q: 3 clusters Score -856890.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -856895.875000 Penalty: 4382.553223 Iteration 54Q: 3 clusters Score -856895.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -856900.375000 Penalty: 4382.553223 Iteration 55Q: 3 clusters Score -856900.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 6042 members Entering Unmasked Estep Score: -856901.187500 Penalty: 4382.553223 Iteration 56Q: 3 clusters Score -856901.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 6048 members Entering Unmasked Estep Score: -856906.000000 Penalty: 4382.553223 Iteration 57Q: 3 clusters Score -856906 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -856908.812500 Penalty: 4382.553223 Iteration 58Q: 3 clusters Score -856908.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 6059 members Entering Unmasked Estep Score: -856910.000000 Penalty: 4382.553223 Iteration 59Q: 3 clusters Score -856910 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 6064 members Entering Unmasked Estep Score: -856913.187500 Penalty: 4382.553223 Iteration 60F: 3 clusters Score -856913.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -856918.375000 Penalty: 4382.553223 Iteration 61Q: 3 clusters Score -856918.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 6079 members Entering Unmasked Estep Score: -856922.750000 Penalty: 4382.553223 Iteration 62Q: 3 clusters Score -856922.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -856923.250000 Penalty: 4382.553223 Iteration 63Q: 3 clusters Score -856923.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -856925.562500 Penalty: 4382.553223 Iteration 64Q: 3 clusters Score -856925.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -856929.062500 Penalty: 4382.553223 Iteration 65Q: 3 clusters Score -856929.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 6093 members Entering Unmasked Estep Score: -856929.687500 Penalty: 4382.553223 Iteration 66Q: 3 clusters Score -856929.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -856932.250000 Penalty: 4382.553223 Iteration 67Q: 3 clusters Score -856932.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 6103 members Entering Unmasked Estep Score: -856935.687500 Penalty: 4382.553223 Iteration 68Q: 3 clusters Score -856935.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 6109 members Entering Unmasked Estep Score: -856940.812500 Penalty: 4382.553223 Iteration 69Q: 3 clusters Score -856940.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 6115 members Entering Unmasked Estep Score: -856946.000000 Penalty: 4382.553223 Iteration 70Q: 3 clusters Score -856946 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -856949.062500 Penalty: 4382.553223 Iteration 71Q: 3 clusters Score -856949.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -856951.562500 Penalty: 4382.553223 Iteration 72Q: 3 clusters Score -856951.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 6131 members Entering Unmasked Estep Score: -856951.875000 Penalty: 4382.553223 Iteration 73Q: 3 clusters Score -856951.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -856954.625000 Penalty: 4382.553223 Iteration 74Q: 3 clusters Score -856954.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -856956.375000 Penalty: 4382.553223 Iteration 75Q: 3 clusters Score -856956.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 6137 members Entering Unmasked Estep Score: -856957.375000 Penalty: 4382.553223 Iteration 76Q: 3 clusters Score -856957.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -856959.062500 Penalty: 4382.553223 Iteration 77Q: 3 clusters Score -856959.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -856959.875000 Penalty: 4382.553223 Iteration 78Q: 3 clusters Score -856959.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -856960.875000 Penalty: 4382.553223 Iteration 79Q: 3 clusters Score -856960.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -856960.250000 Penalty: 4382.553223 Iteration 80F: 3 clusters Score -856960.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -856960.937500 Penalty: 4382.553223 Iteration 81Q: 3 clusters Score -856960.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -856962.000000 Penalty: 4382.553223 Iteration 82Q: 3 clusters Score -856962 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -856962.000000 Penalty: 4382.553223 Iteration 83F: 3 clusters Score -856962 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (5005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5005 members Entering Unmasked Estep Score: -664938.812500 Penalty: 2112.511719 Iteration 0F: 2 clusters Score -664938.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -660415.500000 Penalty: 4225.023438 Iteration 0F: 3 clusters Score -660415.5 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -661565.625000 Penalty: 4225.023438 Iteration 1F: 3 clusters Score -661565.6 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -661797.875000 Penalty: 4225.023438 Iteration 2F: 3 clusters Score -661797.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -661939.625000 Penalty: 4225.023438 Iteration 3F: 3 clusters Score -661939.6 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -662040.562500 Penalty: 4225.023438 Iteration 4Q: 3 clusters Score -662040.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -662104.687500 Penalty: 4225.023438 Iteration 5Q: 3 clusters Score -662104.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -662146.125000 Penalty: 4225.023438 Iteration 6Q: 3 clusters Score -662146.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -662184.250000 Penalty: 4225.023438 Iteration 7Q: 3 clusters Score -662184.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -662223.937500 Penalty: 4225.023438 Iteration 8Q: 3 clusters Score -662223.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -662246.000000 Penalty: 4225.023438 Iteration 9Q: 3 clusters Score -662246 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -662268.250000 Penalty: 4225.023438 Iteration 10Q: 3 clusters Score -662268.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -662280.687500 Penalty: 4225.023438 Iteration 11Q: 3 clusters Score -662280.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 2845 members Entering Unmasked Estep Score: -662295.750000 Penalty: 4225.023438 Iteration 12Q: 3 clusters Score -662295.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -662310.875000 Penalty: 4225.023438 Iteration 13Q: 3 clusters Score -662310.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -662323.875000 Penalty: 4225.023438 Iteration 14Q: 3 clusters Score -662323.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2897 members Entering Unmasked Estep Score: -662335.687500 Penalty: 4225.023438 Iteration 15Q: 3 clusters Score -662335.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -662342.750000 Penalty: 4225.023438 Iteration 16Q: 3 clusters Score -662342.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -662348.625000 Penalty: 4225.023438 Iteration 17Q: 3 clusters Score -662348.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -662354.937500 Penalty: 4225.023438 Iteration 18Q: 3 clusters Score -662354.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -662361.500000 Penalty: 4225.023438 Iteration 19Q: 3 clusters Score -662361.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -662375.062500 Penalty: 4225.023438 Iteration 20F: 3 clusters Score -662375.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -662388.625000 Penalty: 4225.023438 Iteration 21Q: 3 clusters Score -662388.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -662403.500000 Penalty: 4225.023438 Iteration 22Q: 3 clusters Score -662403.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -662416.750000 Penalty: 4225.023438 Iteration 23Q: 3 clusters Score -662416.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -662429.500000 Penalty: 4225.023438 Iteration 24Q: 3 clusters Score -662429.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -662446.062500 Penalty: 4225.023438 Iteration 25Q: 3 clusters Score -662446.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -662469.375000 Penalty: 4225.023438 Iteration 26Q: 3 clusters Score -662469.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -662493.625000 Penalty: 4225.023438 Iteration 27Q: 3 clusters Score -662493.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -662516.500000 Penalty: 4225.023438 Iteration 28Q: 3 clusters Score -662516.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3308 members Entering Unmasked Estep Score: -662528.000000 Penalty: 4225.023438 Iteration 29Q: 3 clusters Score -662528 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -662544.687500 Penalty: 4225.023438 Iteration 30Q: 3 clusters Score -662544.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 3377 members Entering Unmasked Estep Score: -662565.187500 Penalty: 4225.023438 Iteration 31Q: 3 clusters Score -662565.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -662592.062500 Penalty: 4225.023438 Iteration 32Q: 3 clusters Score -662592.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -662613.562500 Penalty: 4225.023438 Iteration 33Q: 3 clusters Score -662613.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -662635.750000 Penalty: 4225.023438 Iteration 34Q: 3 clusters Score -662635.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -662652.125000 Penalty: 4225.023438 Iteration 35Q: 3 clusters Score -662652.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -662668.625000 Penalty: 4225.023438 Iteration 36Q: 3 clusters Score -662668.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -662689.062500 Penalty: 4225.023438 Iteration 37Q: 3 clusters Score -662689.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -662706.125000 Penalty: 4225.023438 Iteration 38Q: 3 clusters Score -662706.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 3695 members Entering Unmasked Estep Score: -662722.125000 Penalty: 4225.023438 Iteration 39Q: 3 clusters Score -662722.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 3729 members Entering Unmasked Estep Score: -662736.000000 Penalty: 4225.023438 Iteration 40F: 3 clusters Score -662736 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -662749.625000 Penalty: 4225.023438 Iteration 41Q: 3 clusters Score -662749.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -662764.250000 Penalty: 4225.023438 Iteration 42Q: 3 clusters Score -662764.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -662781.312500 Penalty: 4225.023438 Iteration 43Q: 3 clusters Score -662781.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -662800.000000 Penalty: 4225.023438 Iteration 44Q: 3 clusters Score -662800 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -662824.562500 Penalty: 4225.023438 Iteration 45Q: 3 clusters Score -662824.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -662851.375000 Penalty: 4225.023438 Iteration 46Q: 3 clusters Score -662851.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -662867.000000 Penalty: 4225.023438 Iteration 47Q: 3 clusters Score -662867 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -662882.562500 Penalty: 4225.023438 Iteration 48Q: 3 clusters Score -662882.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -662902.937500 Penalty: 4225.023438 Iteration 49Q: 3 clusters Score -662902.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -662917.687500 Penalty: 4225.023438 Iteration 50Q: 3 clusters Score -662917.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 4071 members Entering Unmasked Estep Score: -662933.875000 Penalty: 4225.023438 Iteration 51Q: 3 clusters Score -662933.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -662952.125000 Penalty: 4225.023438 Iteration 52Q: 3 clusters Score -662952.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -662965.000000 Penalty: 4225.023438 Iteration 53Q: 3 clusters Score -662965 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -662983.625000 Penalty: 4225.023438 Iteration 54Q: 3 clusters Score -662983.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -662995.187500 Penalty: 4225.023438 Iteration 55Q: 3 clusters Score -662995.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -663003.500000 Penalty: 4225.023438 Iteration 56Q: 3 clusters Score -663003.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -663011.562500 Penalty: 4225.023438 Iteration 57Q: 3 clusters Score -663011.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -663013.875000 Penalty: 4225.023438 Iteration 58Q: 3 clusters Score -663013.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 4191 members Entering Unmasked Estep Score: -663019.250000 Penalty: 4225.023438 Iteration 59Q: 3 clusters Score -663019.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 4194 members Entering Unmasked Estep Score: -663019.812500 Penalty: 4225.023438 Iteration 60F: 3 clusters Score -663019.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -663023.125000 Penalty: 4225.023438 Iteration 61Q: 3 clusters Score -663023.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -663025.937500 Penalty: 4225.023438 Iteration 62Q: 3 clusters Score -663025.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 4202 members Entering Unmasked Estep Score: -663026.875000 Penalty: 4225.023438 Iteration 63Q: 3 clusters Score -663026.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -663031.750000 Penalty: 4225.023438 Iteration 64Q: 3 clusters Score -663031.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 4213 members Entering Unmasked Estep Score: -663037.250000 Penalty: 4225.023438 Iteration 65Q: 3 clusters Score -663037.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -663042.187500 Penalty: 4225.023438 Iteration 66Q: 3 clusters Score -663042.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -663043.812500 Penalty: 4225.023438 Iteration 67Q: 3 clusters Score -663043.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -663045.500000 Penalty: 4225.023438 Iteration 68Q: 3 clusters Score -663045.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 4225 members Entering Unmasked Estep Score: -663046.000000 Penalty: 4225.023438 Iteration 69Q: 3 clusters Score -663046 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -663046.125000 Penalty: 4225.023438 Iteration 70Q: 3 clusters Score -663046.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -663048.750000 Penalty: 4225.023438 Iteration 71Q: 3 clusters Score -663048.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -663050.187500 Penalty: 4225.023438 Iteration 72Q: 3 clusters Score -663050.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -663053.125000 Penalty: 4225.023438 Iteration 73Q: 3 clusters Score -663053.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -663054.375000 Penalty: 4225.023438 Iteration 74Q: 3 clusters Score -663054.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -663055.500000 Penalty: 4225.023438 Iteration 75Q: 3 clusters Score -663055.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -663055.562500 Penalty: 4225.023438 Iteration 76Q: 3 clusters Score -663055.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -663056.000000 Penalty: 4225.023438 Iteration 77Q: 3 clusters Score -663056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 4240 members Entering Unmasked Estep Score: -663056.000000 Penalty: 4225.023438 Iteration 78F: 3 clusters Score -663056 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (51726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51726 members Entering Unmasked Estep Score: -6925971.500000 Penalty: 2691.721436 Iteration 0F: 2 clusters Score -6925972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25744 members Mstep: Class 2 contains 25982 members Entering Unmasked Estep Score: -6891040.500000 Penalty: 5383.442871 Iteration 0F: 3 clusters Score -6891040 nChanged 23994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24502 members Mstep: Class 2 contains 27224 members Entering Unmasked Estep Score: -6904331.000000 Penalty: 5383.442871 Iteration 1F: 3 clusters Score -6904331 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23518 members Mstep: Class 2 contains 28208 members Entering Unmasked Estep Score: -6905011.000000 Penalty: 5383.442871 Iteration 2Q: 3 clusters Score -6905011 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22049 members Mstep: Class 2 contains 29677 members Entering Unmasked Estep Score: -6905816.000000 Penalty: 5383.442871 Iteration 3Q: 3 clusters Score -6905816 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19953 members Mstep: Class 2 contains 31773 members Entering Unmasked Estep Score: -6907071.000000 Penalty: 5383.442871 Iteration 4Q: 3 clusters Score -6907071 nChanged 3179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17092 members Mstep: Class 2 contains 34634 members Entering Unmasked Estep Score: -6908995.000000 Penalty: 5383.442871 Iteration 5F: 3 clusters Score -6908995 nChanged 3910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13404 members Mstep: Class 2 contains 38322 members Entering Unmasked Estep Score: -6911958.000000 Penalty: 5383.442871 Iteration 6F: 3 clusters Score -6911958 nChanged 4151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9383 members Mstep: Class 2 contains 42343 members Entering Unmasked Estep Score: -6915528.000000 Penalty: 5383.442871 Iteration 7F: 3 clusters Score -6915528 nChanged 3616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 45891 members Entering Unmasked Estep Score: -6918830.000000 Penalty: 5383.442871 Iteration 8F: 3 clusters Score -6918830 nChanged 2579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3292 members Mstep: Class 2 contains 48434 members Entering Unmasked Estep Score: -6921140.000000 Penalty: 5383.442871 Iteration 9Q: 3 clusters Score -6921140 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 49899 members Entering Unmasked Estep Score: -6922435.000000 Penalty: 5383.442871 Iteration 10Q: 3 clusters Score -6922435 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 50636 members Entering Unmasked Estep Score: -6923045.000000 Penalty: 5383.442871 Iteration 11Q: 3 clusters Score -6923045 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 50942 members Entering Unmasked Estep Score: -6923314.500000 Penalty: 5383.442871 Iteration 12Q: 3 clusters Score -6923314 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 51105 members Entering Unmasked Estep Score: -6923459.000000 Penalty: 5383.442871 Iteration 13Q: 3 clusters Score -6923459 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 51198 members Entering Unmasked Estep Score: -6923571.500000 Penalty: 5383.442871 Iteration 14Q: 3 clusters Score -6923572 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 51254 members Entering Unmasked Estep Score: -6923600.500000 Penalty: 5383.442871 Iteration 15Q: 3 clusters Score -6923600 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 51282 members Entering Unmasked Estep Score: -6923633.000000 Penalty: 5383.442871 Iteration 16Q: 3 clusters Score -6923633 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 51298 members Entering Unmasked Estep Score: -6923649.000000 Penalty: 5383.442871 Iteration 17Q: 3 clusters Score -6923649 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 51313 members Entering Unmasked Estep Score: -6923668.000000 Penalty: 5383.442871 Iteration 18Q: 3 clusters Score -6923668 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 51320 members Entering Unmasked Estep Score: -6923669.000000 Penalty: 5383.442871 Iteration 19Q: 3 clusters Score -6923669 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 51325 members Entering Unmasked Estep Score: -6923675.000000 Penalty: 5383.442871 Iteration 20F: 3 clusters Score -6923675 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 51331 members Entering Unmasked Estep Score: -6923679.500000 Penalty: 5383.442871 Iteration 21Q: 3 clusters Score -6923680 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 51336 members Entering Unmasked Estep Score: -6923692.500000 Penalty: 5383.442871 Iteration 22Q: 3 clusters Score -6923692 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 51342 members Entering Unmasked Estep Score: -6923703.000000 Penalty: 5383.442871 Iteration 23Q: 3 clusters Score -6923703 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 51344 members Entering Unmasked Estep Score: -6923702.500000 Penalty: 5383.442871 Iteration 24Q: 3 clusters Score -6923702 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 51344 members Entering Unmasked Estep Score: -6923705.500000 Penalty: 5383.442871 Iteration 25Q: 3 clusters Score -6923706 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 51344 members Entering Unmasked Estep Score: -6923705.500000 Penalty: 5383.442871 Iteration 26F: 3 clusters Score -6923706 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Entering Unmasked Estep Score: -675723.812500 Penalty: 2129.089600 Iteration 0F: 2 clusters Score -675723.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -671029.125000 Penalty: 4258.179199 Iteration 0F: 3 clusters Score -671029.1 nChanged 2055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -672307.187500 Penalty: 4258.179199 Iteration 1F: 3 clusters Score -672307.2 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -672609.687500 Penalty: 4258.179199 Iteration 2F: 3 clusters Score -672609.7 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2856 members Entering Unmasked Estep Score: -672839.687500 Penalty: 4258.179199 Iteration 3F: 3 clusters Score -672839.7 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -673009.187500 Penalty: 4258.179199 Iteration 4Q: 3 clusters Score -673009.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -673159.937500 Penalty: 4258.179199 Iteration 5Q: 3 clusters Score -673159.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -673293.687500 Penalty: 4258.179199 Iteration 6Q: 3 clusters Score -673293.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -673389.312500 Penalty: 4258.179199 Iteration 7Q: 3 clusters Score -673389.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -673469.625000 Penalty: 4258.179199 Iteration 8Q: 3 clusters Score -673469.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -673542.062500 Penalty: 4258.179199 Iteration 9Q: 3 clusters Score -673542.1 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -673601.000000 Penalty: 4258.179199 Iteration 10Q: 3 clusters Score -673601 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -673665.375000 Penalty: 4258.179199 Iteration 11Q: 3 clusters Score -673665.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -673735.062500 Penalty: 4258.179199 Iteration 12Q: 3 clusters Score -673735.1 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -673807.062500 Penalty: 4258.179199 Iteration 13Q: 3 clusters Score -673807.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -673861.125000 Penalty: 4258.179199 Iteration 14Q: 3 clusters Score -673861.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -673890.812500 Penalty: 4258.179199 Iteration 15Q: 3 clusters Score -673890.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -673923.000000 Penalty: 4258.179199 Iteration 16Q: 3 clusters Score -673923 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -673967.875000 Penalty: 4258.179199 Iteration 17Q: 3 clusters Score -673967.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -674012.312500 Penalty: 4258.179199 Iteration 18Q: 3 clusters Score -674012.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -674054.562500 Penalty: 4258.179199 Iteration 19Q: 3 clusters Score -674054.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -674092.750000 Penalty: 4258.179199 Iteration 20F: 3 clusters Score -674092.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -674132.437500 Penalty: 4258.179199 Iteration 21Q: 3 clusters Score -674132.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -674172.875000 Penalty: 4258.179199 Iteration 22Q: 3 clusters Score -674172.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -674204.375000 Penalty: 4258.179199 Iteration 23Q: 3 clusters Score -674204.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -674235.312500 Penalty: 4258.179199 Iteration 24Q: 3 clusters Score -674235.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -674250.625000 Penalty: 4258.179199 Iteration 25Q: 3 clusters Score -674250.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -674263.687500 Penalty: 4258.179199 Iteration 26Q: 3 clusters Score -674263.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -674271.437500 Penalty: 4258.179199 Iteration 27Q: 3 clusters Score -674271.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -674275.562500 Penalty: 4258.179199 Iteration 28Q: 3 clusters Score -674275.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -674279.875000 Penalty: 4258.179199 Iteration 29Q: 3 clusters Score -674279.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 4297 members Entering Unmasked Estep Score: -674281.812500 Penalty: 4258.179199 Iteration 30Q: 3 clusters Score -674281.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -674282.750000 Penalty: 4258.179199 Iteration 31Q: 3 clusters Score -674282.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 4304 members Entering Unmasked Estep Score: -674285.312500 Penalty: 4258.179199 Iteration 32Q: 3 clusters Score -674285.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -674289.437500 Penalty: 4258.179199 Iteration 33Q: 3 clusters Score -674289.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 4317 members Entering Unmasked Estep Score: -674292.375000 Penalty: 4258.179199 Iteration 34Q: 3 clusters Score -674292.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -674297.625000 Penalty: 4258.179199 Iteration 35Q: 3 clusters Score -674297.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 4338 members Entering Unmasked Estep Score: -674301.312500 Penalty: 4258.179199 Iteration 36Q: 3 clusters Score -674301.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -674302.687500 Penalty: 4258.179199 Iteration 37Q: 3 clusters Score -674302.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -674304.375000 Penalty: 4258.179199 Iteration 38Q: 3 clusters Score -674304.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -674306.875000 Penalty: 4258.179199 Iteration 39Q: 3 clusters Score -674306.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -674309.562500 Penalty: 4258.179199 Iteration 40F: 3 clusters Score -674309.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -674310.812500 Penalty: 4258.179199 Iteration 41Q: 3 clusters Score -674310.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -674310.750000 Penalty: 4258.179199 Iteration 42Q: 3 clusters Score -674310.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -674312.375000 Penalty: 4258.179199 Iteration 43Q: 3 clusters Score -674312.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -674311.812500 Penalty: 4258.179199 Iteration 44Q: 3 clusters Score -674311.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -674313.562500 Penalty: 4258.179199 Iteration 45Q: 3 clusters Score -674313.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -674314.750000 Penalty: 4258.179199 Iteration 46Q: 3 clusters Score -674314.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -674316.312500 Penalty: 4258.179199 Iteration 47Q: 3 clusters Score -674316.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -674318.500000 Penalty: 4258.179199 Iteration 48Q: 3 clusters Score -674318.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -674320.312500 Penalty: 4258.179199 Iteration 49Q: 3 clusters Score -674320.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 4387 members Entering Unmasked Estep Score: -674320.312500 Penalty: 4258.179199 Iteration 50Q: 3 clusters Score -674320.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -674320.375000 Penalty: 4258.179199 Iteration 51Q: 3 clusters Score -674320.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -674320.375000 Penalty: 4258.179199 Iteration 52F: 3 clusters Score -674320.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (106979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106979 members Entering Unmasked Estep Score: -14138604.000000 Penalty: 2871.936279 Iteration 0F: 2 clusters Score -1.41386e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53622 members Mstep: Class 2 contains 53357 members Entering Unmasked Estep Score: -14067040.000000 Penalty: 5743.872559 Iteration 0F: 3 clusters Score -1.406704e+07 nChanged 50870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55312 members Mstep: Class 2 contains 51667 members Entering Unmasked Estep Score: -14096324.000000 Penalty: 5743.872559 Iteration 1F: 3 clusters Score -1.409632e+07 nChanged 3757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56555 members Mstep: Class 2 contains 50424 members Entering Unmasked Estep Score: -14097279.000000 Penalty: 5743.872559 Iteration 2Q: 3 clusters Score -1.409728e+07 nChanged 4033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58518 members Mstep: Class 2 contains 48461 members Entering Unmasked Estep Score: -14098609.000000 Penalty: 5743.872559 Iteration 3Q: 3 clusters Score -1.409861e+07 nChanged 4518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61374 members Mstep: Class 2 contains 45605 members Entering Unmasked Estep Score: -14100403.000000 Penalty: 5743.872559 Iteration 4Q: 3 clusters Score -1.41004e+07 nChanged 5197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65279 members Mstep: Class 2 contains 41700 members Entering Unmasked Estep Score: -14102743.000000 Penalty: 5743.872559 Iteration 5Q: 3 clusters Score -1.410274e+07 nChanged 6112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70507 members Mstep: Class 2 contains 36472 members Entering Unmasked Estep Score: -14106320.000000 Penalty: 5743.872559 Iteration 6F: 3 clusters Score -1.410632e+07 nChanged 6873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76798 members Mstep: Class 2 contains 30181 members Entering Unmasked Estep Score: -14111391.000000 Penalty: 5743.872559 Iteration 7F: 3 clusters Score -1.411139e+07 nChanged 7013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83445 members Mstep: Class 2 contains 23534 members Entering Unmasked Estep Score: -14117090.000000 Penalty: 5743.872559 Iteration 8F: 3 clusters Score -1.411709e+07 nChanged 6193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89432 members Mstep: Class 2 contains 17547 members Entering Unmasked Estep Score: -14122557.000000 Penalty: 5743.872559 Iteration 9F: 3 clusters Score -1.412256e+07 nChanged 4793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94077 members Mstep: Class 2 contains 12902 members Entering Unmasked Estep Score: -14126815.000000 Penalty: 5743.872559 Iteration 10Q: 3 clusters Score -1.412682e+07 nChanged 3374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97359 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -14129678.000000 Penalty: 5743.872559 Iteration 11Q: 3 clusters Score -1.412968e+07 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99700 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -14131578.000000 Penalty: 5743.872559 Iteration 12Q: 3 clusters Score -1.413158e+07 nChanged 1778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101442 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -14132959.000000 Penalty: 5743.872559 Iteration 13Q: 3 clusters Score -1.413296e+07 nChanged 1276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102704 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -14133860.000000 Penalty: 5743.872559 Iteration 14Q: 3 clusters Score -1.413386e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103660 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -14134519.000000 Penalty: 5743.872559 Iteration 15Q: 3 clusters Score -1.413452e+07 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104362 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -14134980.000000 Penalty: 5743.872559 Iteration 16Q: 3 clusters Score -1.413498e+07 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104882 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -14135344.000000 Penalty: 5743.872559 Iteration 17Q: 3 clusters Score -1.413534e+07 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105237 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -14135542.000000 Penalty: 5743.872559 Iteration 18Q: 3 clusters Score -1.413554e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105487 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -14135667.000000 Penalty: 5743.872559 Iteration 19Q: 3 clusters Score -1.413567e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105665 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -14135773.000000 Penalty: 5743.872559 Iteration 20F: 3 clusters Score -1.413577e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105789 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -14135841.000000 Penalty: 5743.872559 Iteration 21Q: 3 clusters Score -1.413584e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105873 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -14135899.000000 Penalty: 5743.872559 Iteration 22Q: 3 clusters Score -1.41359e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105932 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -14135911.000000 Penalty: 5743.872559 Iteration 23Q: 3 clusters Score -1.413591e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105974 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -14135956.000000 Penalty: 5743.872559 Iteration 24Q: 3 clusters Score -1.413596e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105998 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -14135982.000000 Penalty: 5743.872559 Iteration 25Q: 3 clusters Score -1.413598e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106028 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -14135993.000000 Penalty: 5743.872559 Iteration 26Q: 3 clusters Score -1.413599e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106052 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -14136005.000000 Penalty: 5743.872559 Iteration 27Q: 3 clusters Score -1.4136e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106076 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -14136011.000000 Penalty: 5743.872559 Iteration 28Q: 3 clusters Score -1.413601e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106103 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -14136031.000000 Penalty: 5743.872559 Iteration 29Q: 3 clusters Score -1.413603e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106126 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -14136056.000000 Penalty: 5743.872559 Iteration 30Q: 3 clusters Score -1.413606e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106144 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -14136048.000000 Penalty: 5743.872559 Iteration 31Q: 3 clusters Score -1.413605e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106159 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -14136072.000000 Penalty: 5743.872559 Iteration 32Q: 3 clusters Score -1.413607e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106180 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -14136093.000000 Penalty: 5743.872559 Iteration 33Q: 3 clusters Score -1.413609e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106195 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -14136089.000000 Penalty: 5743.872559 Iteration 34Q: 3 clusters Score -1.413609e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106209 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -14136083.000000 Penalty: 5743.872559 Iteration 35Q: 3 clusters Score -1.413608e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106218 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -14136085.000000 Penalty: 5743.872559 Iteration 36Q: 3 clusters Score -1.413608e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106224 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -14136074.000000 Penalty: 5743.872559 Iteration 37Q: 3 clusters Score -1.413607e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106233 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -14136085.000000 Penalty: 5743.872559 Iteration 38Q: 3 clusters Score -1.413608e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106241 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -14136081.000000 Penalty: 5743.872559 Iteration 39Q: 3 clusters Score -1.413608e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106244 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -14136085.000000 Penalty: 5743.872559 Iteration 40F: 3 clusters Score -1.413608e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106246 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -14136091.000000 Penalty: 5743.872559 Iteration 41Q: 3 clusters Score -1.413609e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106248 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -14136096.000000 Penalty: 5743.872559 Iteration 42Q: 3 clusters Score -1.41361e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106251 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -14136097.000000 Penalty: 5743.872559 Iteration 43Q: 3 clusters Score -1.41361e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106253 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -14136101.000000 Penalty: 5743.872559 Iteration 44Q: 3 clusters Score -1.41361e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106259 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -14136100.000000 Penalty: 5743.872559 Iteration 45Q: 3 clusters Score -1.41361e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106265 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -14136095.000000 Penalty: 5743.872559 Iteration 46Q: 3 clusters Score -1.41361e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106269 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -14136090.000000 Penalty: 5743.872559 Iteration 47Q: 3 clusters Score -1.413609e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106270 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -14136082.000000 Penalty: 5743.872559 Iteration 48Q: 3 clusters Score -1.413608e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106270 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -14136082.000000 Penalty: 5743.872559 Iteration 49F: 3 clusters Score -1.413608e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Entering Unmasked Estep Score: -662115.687500 Penalty: 2124.600098 Iteration 0F: 2 clusters Score -662115.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -657446.312500 Penalty: 4249.200195 Iteration 0F: 3 clusters Score -657446.3 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -658640.562500 Penalty: 4249.200195 Iteration 1F: 3 clusters Score -658640.6 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -658865.562500 Penalty: 4249.200195 Iteration 2F: 3 clusters Score -658865.6 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -659037.125000 Penalty: 4249.200195 Iteration 3Q: 3 clusters Score -659037.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -659181.625000 Penalty: 4249.200195 Iteration 4Q: 3 clusters Score -659181.6 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 3054 members Entering Unmasked Estep Score: -659306.000000 Penalty: 4249.200195 Iteration 5Q: 3 clusters Score -659306 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -659428.125000 Penalty: 4249.200195 Iteration 6Q: 3 clusters Score -659428.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -659546.750000 Penalty: 4249.200195 Iteration 7Q: 3 clusters Score -659546.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -659698.937500 Penalty: 4249.200195 Iteration 8Q: 3 clusters Score -659698.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -659817.562500 Penalty: 4249.200195 Iteration 9Q: 3 clusters Score -659817.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -659943.000000 Penalty: 4249.200195 Iteration 10Q: 3 clusters Score -659943 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -660054.000000 Penalty: 4249.200195 Iteration 11Q: 3 clusters Score -660054 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -660149.937500 Penalty: 4249.200195 Iteration 12Q: 3 clusters Score -660149.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -660244.000000 Penalty: 4249.200195 Iteration 13Q: 3 clusters Score -660244 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -660320.312500 Penalty: 4249.200195 Iteration 14Q: 3 clusters Score -660320.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -660376.187500 Penalty: 4249.200195 Iteration 15Q: 3 clusters Score -660376.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -660403.750000 Penalty: 4249.200195 Iteration 16Q: 3 clusters Score -660403.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -660428.937500 Penalty: 4249.200195 Iteration 17Q: 3 clusters Score -660428.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -660443.812500 Penalty: 4249.200195 Iteration 18Q: 3 clusters Score -660443.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -660458.500000 Penalty: 4249.200195 Iteration 19Q: 3 clusters Score -660458.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -660478.000000 Penalty: 4249.200195 Iteration 20F: 3 clusters Score -660478 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -660488.812500 Penalty: 4249.200195 Iteration 21Q: 3 clusters Score -660488.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -660493.875000 Penalty: 4249.200195 Iteration 22Q: 3 clusters Score -660493.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -660499.062500 Penalty: 4249.200195 Iteration 23Q: 3 clusters Score -660499.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -660504.312500 Penalty: 4249.200195 Iteration 24Q: 3 clusters Score -660504.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -660511.000000 Penalty: 4249.200195 Iteration 25Q: 3 clusters Score -660511 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -660516.312500 Penalty: 4249.200195 Iteration 26Q: 3 clusters Score -660516.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -660527.062500 Penalty: 4249.200195 Iteration 27Q: 3 clusters Score -660527.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -660534.000000 Penalty: 4249.200195 Iteration 28Q: 3 clusters Score -660534 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -660543.875000 Penalty: 4249.200195 Iteration 29Q: 3 clusters Score -660543.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -660548.125000 Penalty: 4249.200195 Iteration 30Q: 3 clusters Score -660548.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -660555.312500 Penalty: 4249.200195 Iteration 31Q: 3 clusters Score -660555.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 3404 members Entering Unmasked Estep Score: -660560.750000 Penalty: 4249.200195 Iteration 32Q: 3 clusters Score -660560.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -660569.375000 Penalty: 4249.200195 Iteration 33Q: 3 clusters Score -660569.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -660572.250000 Penalty: 4249.200195 Iteration 34Q: 3 clusters Score -660572.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -660575.000000 Penalty: 4249.200195 Iteration 35Q: 3 clusters Score -660575 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -660582.687500 Penalty: 4249.200195 Iteration 36Q: 3 clusters Score -660582.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -660585.125000 Penalty: 4249.200195 Iteration 37Q: 3 clusters Score -660585.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -660585.500000 Penalty: 4249.200195 Iteration 38Q: 3 clusters Score -660585.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -660587.937500 Penalty: 4249.200195 Iteration 39Q: 3 clusters Score -660587.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 3478 members Entering Unmasked Estep Score: -660589.625000 Penalty: 4249.200195 Iteration 40F: 3 clusters Score -660589.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 3481 members Entering Unmasked Estep Score: -660590.625000 Penalty: 4249.200195 Iteration 41Q: 3 clusters Score -660590.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -660592.687500 Penalty: 4249.200195 Iteration 42Q: 3 clusters Score -660592.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -660594.062500 Penalty: 4249.200195 Iteration 43Q: 3 clusters Score -660594.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -660596.375000 Penalty: 4249.200195 Iteration 44Q: 3 clusters Score -660596.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -660599.000000 Penalty: 4249.200195 Iteration 45Q: 3 clusters Score -660599 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -660601.812500 Penalty: 4249.200195 Iteration 46Q: 3 clusters Score -660601.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -660604.062500 Penalty: 4249.200195 Iteration 47Q: 3 clusters Score -660604.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -660610.000000 Penalty: 4249.200195 Iteration 48Q: 3 clusters Score -660610 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -660615.125000 Penalty: 4249.200195 Iteration 49Q: 3 clusters Score -660615.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -660620.687500 Penalty: 4249.200195 Iteration 50Q: 3 clusters Score -660620.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -660627.000000 Penalty: 4249.200195 Iteration 51Q: 3 clusters Score -660627 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -660632.062500 Penalty: 4249.200195 Iteration 52Q: 3 clusters Score -660632.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -660632.125000 Penalty: 4249.200195 Iteration 53Q: 3 clusters Score -660632.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -660634.250000 Penalty: 4249.200195 Iteration 54Q: 3 clusters Score -660634.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -660635.250000 Penalty: 4249.200195 Iteration 55Q: 3 clusters Score -660635.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -660636.687500 Penalty: 4249.200195 Iteration 56Q: 3 clusters Score -660636.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -660636.187500 Penalty: 4249.200195 Iteration 57Q: 3 clusters Score -660636.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -660636.187500 Penalty: 4249.200195 Iteration 58F: 3 clusters Score -660636.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -127451.382812 Penalty: 1724.039551 Iteration 0F: 2 clusters Score -127451.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -125477.140625 Penalty: 3448.079102 Iteration 0F: 3 clusters Score -125477.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -125855.359375 Penalty: 3448.079102 Iteration 1F: 3 clusters Score -125855.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -126071.320312 Penalty: 3448.079102 Iteration 2F: 3 clusters Score -126071.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -126328.101562 Penalty: 3448.079102 Iteration 3F: 3 clusters Score -126328.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -126741.539062 Penalty: 3448.079102 Iteration 4F: 3 clusters Score -126741.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -127229.054688 Penalty: 3448.079102 Iteration 5F: 3 clusters Score -127229.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -127719.054688 Penalty: 3448.079102 Iteration 6F: 3 clusters Score -127719.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -128081.710938 Penalty: 3448.079102 Iteration 7Q: 3 clusters Score -128081.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -128229.625000 Penalty: 3448.079102 Iteration 8Q: 3 clusters Score -128229.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -128308.609375 Penalty: 3448.079102 Iteration 9Q: 3 clusters Score -128308.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -128334.578125 Penalty: 3448.079102 Iteration 10Q: 3 clusters Score -128334.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -128339.515625 Penalty: 3448.079102 Iteration 11Q: 3 clusters Score -128339.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -128341.078125 Penalty: 3448.079102 Iteration 12Q: 3 clusters Score -128341.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -128341.078125 Penalty: 3448.079102 Iteration 13F: 3 clusters Score -128341.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 145355 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67625 members Mstep: Class 7 contains 9351 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120383 members Mstep: Class 10 contains 44460 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4239 members Mstep: Class 13 contains 6876 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51726 members Mstep: Class 16 contains 5351 members Mstep: Class 17 contains 106979 members Mstep: Class 18 contains 5255 members Mstep: Class 19 contains 562 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10812 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3014 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Mstep: Class 26 contains 483 members Entering Unmasked Estep Score: -85868184.000000 Penalty: 86358.609375 Splitting cluster 19 changes total score from -85868912.000000 to -85868184.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 20 (1109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Entering Unmasked Estep Score: -133556.296875 Penalty: 1738.781006 Iteration 0F: 2 clusters Score -133556.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -131573.781250 Penalty: 3477.562012 Iteration 0F: 3 clusters Score -131573.8 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -132170.531250 Penalty: 3477.562012 Iteration 1F: 3 clusters Score -132170.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -132564.593750 Penalty: 3477.562012 Iteration 2F: 3 clusters Score -132564.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -132845.390625 Penalty: 3477.562012 Iteration 3F: 3 clusters Score -132845.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -133028.828125 Penalty: 3477.562012 Iteration 4F: 3 clusters Score -133028.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -133125.343750 Penalty: 3477.562012 Iteration 5Q: 3 clusters Score -133125.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -133179.765625 Penalty: 3477.562012 Iteration 6Q: 3 clusters Score -133179.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -133232.546875 Penalty: 3477.562012 Iteration 7Q: 3 clusters Score -133232.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -133292.984375 Penalty: 3477.562012 Iteration 8Q: 3 clusters Score -133293 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -133392.125000 Penalty: 3477.562012 Iteration 9Q: 3 clusters Score -133392.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -133556.343750 Penalty: 3477.562012 Iteration 10Q: 3 clusters Score -133556.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -133811.515625 Penalty: 3477.562012 Iteration 11Q: 3 clusters Score -133811.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -134106.234375 Penalty: 3477.562012 Iteration 12Q: 3 clusters Score -134106.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -134288.015625 Penalty: 3477.562012 Iteration 13Q: 3 clusters Score -134288 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -134316.265625 Penalty: 3477.562012 Iteration 14Q: 3 clusters Score -134316.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -134349.921875 Penalty: 3477.562012 Iteration 15Q: 3 clusters Score -134349.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -134369.125000 Penalty: 3477.562012 Iteration 16Q: 3 clusters Score -134369.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -134386.140625 Penalty: 3477.562012 Iteration 17Q: 3 clusters Score -134386.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -134395.687500 Penalty: 3477.562012 Iteration 18Q: 3 clusters Score -134395.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -134401.312500 Penalty: 3477.562012 Iteration 19F: 3 clusters Score -134401.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -134403.640625 Penalty: 3477.562012 Iteration 20F: 3 clusters Score -134403.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 145355 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67625 members Mstep: Class 7 contains 9351 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120383 members Mstep: Class 10 contains 44460 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4239 members Mstep: Class 13 contains 6876 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51726 members Mstep: Class 16 contains 5351 members Mstep: Class 17 contains 106979 members Mstep: Class 18 contains 5255 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 646 members Mstep: Class 21 contains 10812 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3014 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Mstep: Class 26 contains 463 members Entering Unmasked Estep Score: -85868144.000000 Penalty: 86358.609375 Splitting cluster 20 changes total score from -85868912.000000 to -85868144.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (10812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10812 members Entering Unmasked Estep Score: -1416172.125000 Penalty: 2303.526123 Iteration 0F: 2 clusters Score -1416172 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5315 members Mstep: Class 2 contains 5497 members Entering Unmasked Estep Score: -1407977.625000 Penalty: 4607.052246 Iteration 0F: 3 clusters Score -1407978 nChanged 4511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5024 members Mstep: Class 2 contains 5788 members Entering Unmasked Estep Score: -1410423.625000 Penalty: 4607.052246 Iteration 1F: 3 clusters Score -1410424 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4846 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -1410741.375000 Penalty: 4607.052246 Iteration 2F: 3 clusters Score -1410741 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -1410972.125000 Penalty: 4607.052246 Iteration 3Q: 3 clusters Score -1410972 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -1411146.875000 Penalty: 4607.052246 Iteration 4Q: 3 clusters Score -1411147 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 6626 members Entering Unmasked Estep Score: -1411307.125000 Penalty: 4607.052246 Iteration 5Q: 3 clusters Score -1411307 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 6900 members Entering Unmasked Estep Score: -1411509.875000 Penalty: 4607.052246 Iteration 6Q: 3 clusters Score -1411510 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Mstep: Class 2 contains 7220 members Entering Unmasked Estep Score: -1411766.000000 Penalty: 4607.052246 Iteration 7Q: 3 clusters Score -1411766 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -1412015.000000 Penalty: 4607.052246 Iteration 8Q: 3 clusters Score -1412015 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 7860 members Entering Unmasked Estep Score: -1412266.875000 Penalty: 4607.052246 Iteration 9Q: 3 clusters Score -1412267 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 8201 members Entering Unmasked Estep Score: -1412533.875000 Penalty: 4607.052246 Iteration 10Q: 3 clusters Score -1412534 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -1412768.125000 Penalty: 4607.052246 Iteration 11Q: 3 clusters Score -1412768 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 8830 members Entering Unmasked Estep Score: -1413037.250000 Penalty: 4607.052246 Iteration 12Q: 3 clusters Score -1413037 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 9148 members Entering Unmasked Estep Score: -1413310.375000 Penalty: 4607.052246 Iteration 13Q: 3 clusters Score -1413310 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 9411 members Entering Unmasked Estep Score: -1413529.750000 Penalty: 4607.052246 Iteration 14Q: 3 clusters Score -1413530 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -1413705.000000 Penalty: 4607.052246 Iteration 15Q: 3 clusters Score -1413705 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 9759 members Entering Unmasked Estep Score: -1413833.375000 Penalty: 4607.052246 Iteration 16Q: 3 clusters Score -1413833 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -1413941.625000 Penalty: 4607.052246 Iteration 17Q: 3 clusters Score -1413942 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 9971 members Entering Unmasked Estep Score: -1414007.875000 Penalty: 4607.052246 Iteration 18Q: 3 clusters Score -1414008 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -1414061.500000 Penalty: 4607.052246 Iteration 19Q: 3 clusters Score -1414062 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 10075 members Entering Unmasked Estep Score: -1414105.750000 Penalty: 4607.052246 Iteration 20F: 3 clusters Score -1414106 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 10107 members Entering Unmasked Estep Score: -1414128.875000 Penalty: 4607.052246 Iteration 21Q: 3 clusters Score -1414129 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 10125 members Entering Unmasked Estep Score: -1414144.750000 Penalty: 4607.052246 Iteration 22Q: 3 clusters Score -1414145 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 10138 members Entering Unmasked Estep Score: -1414153.250000 Penalty: 4607.052246 Iteration 23Q: 3 clusters Score -1414153 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 10155 members Entering Unmasked Estep Score: -1414162.625000 Penalty: 4607.052246 Iteration 24Q: 3 clusters Score -1414163 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -1414169.500000 Penalty: 4607.052246 Iteration 25Q: 3 clusters Score -1414170 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -1414178.875000 Penalty: 4607.052246 Iteration 26Q: 3 clusters Score -1414179 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 10183 members Entering Unmasked Estep Score: -1414183.500000 Penalty: 4607.052246 Iteration 27Q: 3 clusters Score -1414184 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 10187 members Entering Unmasked Estep Score: -1414190.375000 Penalty: 4607.052246 Iteration 28Q: 3 clusters Score -1414190 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -1414194.750000 Penalty: 4607.052246 Iteration 29Q: 3 clusters Score -1414195 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 10194 members Entering Unmasked Estep Score: -1414201.500000 Penalty: 4607.052246 Iteration 30Q: 3 clusters Score -1414202 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -1414201.750000 Penalty: 4607.052246 Iteration 31Q: 3 clusters Score -1414202 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 10198 members Entering Unmasked Estep Score: -1414200.750000 Penalty: 4607.052246 Iteration 32Q: 3 clusters Score -1414201 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 10201 members Entering Unmasked Estep Score: -1414205.500000 Penalty: 4607.052246 Iteration 33Q: 3 clusters Score -1414206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -1414205.250000 Penalty: 4607.052246 Iteration 34Q: 3 clusters Score -1414205 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -1414206.750000 Penalty: 4607.052246 Iteration 35Q: 3 clusters Score -1414207 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -1414206.750000 Penalty: 4607.052246 Iteration 36F: 3 clusters Score -1414207 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (39975 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39975 members Entering Unmasked Estep Score: -5370673.000000 Penalty: 2627.810303 Iteration 0F: 2 clusters Score -5370673 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19915 members Mstep: Class 2 contains 20060 members Entering Unmasked Estep Score: -5343598.500000 Penalty: 5255.620605 Iteration 0F: 3 clusters Score -5343598 nChanged 18310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19975 members Mstep: Class 2 contains 20000 members Entering Unmasked Estep Score: -5353976.500000 Penalty: 5255.620605 Iteration 1F: 3 clusters Score -5353976 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20224 members Mstep: Class 2 contains 19751 members Entering Unmasked Estep Score: -5354635.000000 Penalty: 5255.620605 Iteration 2Q: 3 clusters Score -5354635 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20552 members Mstep: Class 2 contains 19423 members Entering Unmasked Estep Score: -5355377.500000 Penalty: 5255.620605 Iteration 3Q: 3 clusters Score -5355378 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21034 members Mstep: Class 2 contains 18941 members Entering Unmasked Estep Score: -5356155.000000 Penalty: 5255.620605 Iteration 4Q: 3 clusters Score -5356155 nChanged 1975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21669 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -5356983.500000 Penalty: 5255.620605 Iteration 5Q: 3 clusters Score -5356984 nChanged 2076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22435 members Mstep: Class 2 contains 17540 members Entering Unmasked Estep Score: -5357955.000000 Penalty: 5255.620605 Iteration 6F: 3 clusters Score -5357955 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23225 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -5358905.000000 Penalty: 5255.620605 Iteration 7F: 3 clusters Score -5358905 nChanged 1898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24061 members Mstep: Class 2 contains 15914 members Entering Unmasked Estep Score: -5359708.000000 Penalty: 5255.620605 Iteration 8Q: 3 clusters Score -5359708 nChanged 1746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24939 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -5360417.000000 Penalty: 5255.620605 Iteration 9Q: 3 clusters Score -5360417 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25829 members Mstep: Class 2 contains 14146 members Entering Unmasked Estep Score: -5360990.500000 Penalty: 5255.620605 Iteration 10Q: 3 clusters Score -5360990 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26734 members Mstep: Class 2 contains 13241 members Entering Unmasked Estep Score: -5361458.000000 Penalty: 5255.620605 Iteration 11Q: 3 clusters Score -5361458 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27659 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -5361852.500000 Penalty: 5255.620605 Iteration 12Q: 3 clusters Score -5361852 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28665 members Mstep: Class 2 contains 11310 members Entering Unmasked Estep Score: -5362262.000000 Penalty: 5255.620605 Iteration 13Q: 3 clusters Score -5362262 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29735 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -5362696.000000 Penalty: 5255.620605 Iteration 14Q: 3 clusters Score -5362696 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30862 members Mstep: Class 2 contains 9113 members Entering Unmasked Estep Score: -5363212.000000 Penalty: 5255.620605 Iteration 15Q: 3 clusters Score -5363212 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32038 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -5363692.500000 Penalty: 5255.620605 Iteration 16Q: 3 clusters Score -5363692 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33208 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -5364311.000000 Penalty: 5255.620605 Iteration 17Q: 3 clusters Score -5364311 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34420 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -5364980.000000 Penalty: 5255.620605 Iteration 18Q: 3 clusters Score -5364980 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35576 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -5365669.000000 Penalty: 5255.620605 Iteration 19Q: 3 clusters Score -5365669 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36625 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -5366323.000000 Penalty: 5255.620605 Iteration 20F: 3 clusters Score -5366323 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37493 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -5366935.500000 Penalty: 5255.620605 Iteration 21Q: 3 clusters Score -5366936 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38170 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -5367397.000000 Penalty: 5255.620605 Iteration 22Q: 3 clusters Score -5367397 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38645 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -5367743.000000 Penalty: 5255.620605 Iteration 23Q: 3 clusters Score -5367743 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38965 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -5368008.000000 Penalty: 5255.620605 Iteration 24Q: 3 clusters Score -5368008 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39175 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -5368201.500000 Penalty: 5255.620605 Iteration 25Q: 3 clusters Score -5368202 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39292 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -5368289.500000 Penalty: 5255.620605 Iteration 26Q: 3 clusters Score -5368290 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39362 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -5368326.500000 Penalty: 5255.620605 Iteration 27Q: 3 clusters Score -5368326 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39410 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -5368364.500000 Penalty: 5255.620605 Iteration 28Q: 3 clusters Score -5368364 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39439 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -5368379.500000 Penalty: 5255.620605 Iteration 29Q: 3 clusters Score -5368380 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39460 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -5368407.500000 Penalty: 5255.620605 Iteration 30Q: 3 clusters Score -5368408 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39475 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -5368412.000000 Penalty: 5255.620605 Iteration 31Q: 3 clusters Score -5368412 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39484 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -5368421.000000 Penalty: 5255.620605 Iteration 32Q: 3 clusters Score -5368421 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39490 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -5368428.500000 Penalty: 5255.620605 Iteration 33Q: 3 clusters Score -5368428 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39497 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -5368431.000000 Penalty: 5255.620605 Iteration 34Q: 3 clusters Score -5368431 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39502 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -5368436.000000 Penalty: 5255.620605 Iteration 35Q: 3 clusters Score -5368436 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39510 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -5368450.000000 Penalty: 5255.620605 Iteration 36Q: 3 clusters Score -5368450 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39514 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -5368453.500000 Penalty: 5255.620605 Iteration 37Q: 3 clusters Score -5368454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39515 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -5368460.500000 Penalty: 5255.620605 Iteration 38Q: 3 clusters Score -5368460 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39519 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -5368462.500000 Penalty: 5255.620605 Iteration 39Q: 3 clusters Score -5368462 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39521 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -5368462.000000 Penalty: 5255.620605 Iteration 40F: 3 clusters Score -5368462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39522 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -5368458.000000 Penalty: 5255.620605 Iteration 41Q: 3 clusters Score -5368458 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39522 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -5368458.000000 Penalty: 5255.620605 Iteration 42F: 3 clusters Score -5368458 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Entering Unmasked Estep Score: -374450.750000 Penalty: 1986.733887 Iteration 0F: 2 clusters Score -374450.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -371245.062500 Penalty: 3973.467773 Iteration 0F: 3 clusters Score -371245.1 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -372011.406250 Penalty: 3973.467773 Iteration 1F: 3 clusters Score -372011.4 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -372291.000000 Penalty: 3973.467773 Iteration 2F: 3 clusters Score -372291 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -372579.218750 Penalty: 3973.467773 Iteration 3F: 3 clusters Score -372579.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -372861.812500 Penalty: 3973.467773 Iteration 4F: 3 clusters Score -372861.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -373116.062500 Penalty: 3973.467773 Iteration 5F: 3 clusters Score -373116.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -373287.031250 Penalty: 3973.467773 Iteration 6Q: 3 clusters Score -373287 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -373441.406250 Penalty: 3973.467773 Iteration 7Q: 3 clusters Score -373441.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -373567.906250 Penalty: 3973.467773 Iteration 8Q: 3 clusters Score -373567.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -373676.875000 Penalty: 3973.467773 Iteration 9Q: 3 clusters Score -373676.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -373731.000000 Penalty: 3973.467773 Iteration 10Q: 3 clusters Score -373731 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -373782.593750 Penalty: 3973.467773 Iteration 11Q: 3 clusters Score -373782.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -373815.375000 Penalty: 3973.467773 Iteration 12Q: 3 clusters Score -373815.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -373836.531250 Penalty: 3973.467773 Iteration 13Q: 3 clusters Score -373836.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -373847.875000 Penalty: 3973.467773 Iteration 14Q: 3 clusters Score -373847.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -373862.531250 Penalty: 3973.467773 Iteration 15Q: 3 clusters Score -373862.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -373866.468750 Penalty: 3973.467773 Iteration 16Q: 3 clusters Score -373866.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -373867.906250 Penalty: 3973.467773 Iteration 17Q: 3 clusters Score -373867.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -373867.906250 Penalty: 3973.467773 Iteration 18F: 3 clusters Score -373867.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Entering Unmasked Estep Score: -611104.062500 Penalty: 2091.585205 Iteration 0F: 2 clusters Score -611104.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -606844.125000 Penalty: 4183.170410 Iteration 0F: 3 clusters Score -606844.1 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -607933.062500 Penalty: 4183.170410 Iteration 1F: 3 clusters Score -607933.1 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -608148.375000 Penalty: 4183.170410 Iteration 2F: 3 clusters Score -608148.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -608263.812500 Penalty: 4183.170410 Iteration 3Q: 3 clusters Score -608263.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -608367.937500 Penalty: 4183.170410 Iteration 4Q: 3 clusters Score -608367.9 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -608452.687500 Penalty: 4183.170410 Iteration 5Q: 3 clusters Score -608452.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -608540.750000 Penalty: 4183.170410 Iteration 6Q: 3 clusters Score -608540.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -608646.750000 Penalty: 4183.170410 Iteration 7Q: 3 clusters Score -608646.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -608759.625000 Penalty: 4183.170410 Iteration 8Q: 3 clusters Score -608759.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -608902.375000 Penalty: 4183.170410 Iteration 9Q: 3 clusters Score -608902.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -609072.187500 Penalty: 4183.170410 Iteration 10Q: 3 clusters Score -609072.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -609211.750000 Penalty: 4183.170410 Iteration 11Q: 3 clusters Score -609211.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -609340.937500 Penalty: 4183.170410 Iteration 12Q: 3 clusters Score -609340.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -609475.687500 Penalty: 4183.170410 Iteration 13Q: 3 clusters Score -609475.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -609576.437500 Penalty: 4183.170410 Iteration 14Q: 3 clusters Score -609576.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -609672.000000 Penalty: 4183.170410 Iteration 15Q: 3 clusters Score -609672 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -609751.375000 Penalty: 4183.170410 Iteration 16Q: 3 clusters Score -609751.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -609815.687500 Penalty: 4183.170410 Iteration 17Q: 3 clusters Score -609815.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -609858.125000 Penalty: 4183.170410 Iteration 18Q: 3 clusters Score -609858.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -609883.125000 Penalty: 4183.170410 Iteration 19Q: 3 clusters Score -609883.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -609900.250000 Penalty: 4183.170410 Iteration 20F: 3 clusters Score -609900.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -609913.687500 Penalty: 4183.170410 Iteration 21Q: 3 clusters Score -609913.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -609922.375000 Penalty: 4183.170410 Iteration 22Q: 3 clusters Score -609922.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -609928.062500 Penalty: 4183.170410 Iteration 23Q: 3 clusters Score -609928.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -609933.500000 Penalty: 4183.170410 Iteration 24Q: 3 clusters Score -609933.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -609939.125000 Penalty: 4183.170410 Iteration 25Q: 3 clusters Score -609939.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -609944.187500 Penalty: 4183.170410 Iteration 26Q: 3 clusters Score -609944.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -609951.062500 Penalty: 4183.170410 Iteration 27Q: 3 clusters Score -609951.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -609958.500000 Penalty: 4183.170410 Iteration 28Q: 3 clusters Score -609958.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -609965.312500 Penalty: 4183.170410 Iteration 29Q: 3 clusters Score -609965.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 4042 members Entering Unmasked Estep Score: -609970.437500 Penalty: 4183.170410 Iteration 30Q: 3 clusters Score -609970.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -609973.875000 Penalty: 4183.170410 Iteration 31Q: 3 clusters Score -609973.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -609978.500000 Penalty: 4183.170410 Iteration 32Q: 3 clusters Score -609978.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -609984.812500 Penalty: 4183.170410 Iteration 33Q: 3 clusters Score -609984.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -609992.750000 Penalty: 4183.170410 Iteration 34Q: 3 clusters Score -609992.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -609995.125000 Penalty: 4183.170410 Iteration 35Q: 3 clusters Score -609995.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -609997.937500 Penalty: 4183.170410 Iteration 36Q: 3 clusters Score -609997.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -610000.062500 Penalty: 4183.170410 Iteration 37Q: 3 clusters Score -610000.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -610001.437500 Penalty: 4183.170410 Iteration 38Q: 3 clusters Score -610001.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -610002.875000 Penalty: 4183.170410 Iteration 39Q: 3 clusters Score -610002.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -610001.750000 Penalty: 4183.170410 Iteration 40F: 3 clusters Score -610001.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -610002.625000 Penalty: 4183.170410 Iteration 41Q: 3 clusters Score -610002.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -610004.812500 Penalty: 4183.170410 Iteration 42Q: 3 clusters Score -610004.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -610004.875000 Penalty: 4183.170410 Iteration 43Q: 3 clusters Score -610004.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -610006.500000 Penalty: 4183.170410 Iteration 44Q: 3 clusters Score -610006.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -610007.875000 Penalty: 4183.170410 Iteration 45Q: 3 clusters Score -610007.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -610010.875000 Penalty: 4183.170410 Iteration 46Q: 3 clusters Score -610010.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -610011.812500 Penalty: 4183.170410 Iteration 47Q: 3 clusters Score -610011.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -610011.875000 Penalty: 4183.170410 Iteration 48Q: 3 clusters Score -610011.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -610012.500000 Penalty: 4183.170410 Iteration 49Q: 3 clusters Score -610012.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -610012.500000 Penalty: 4183.170410 Iteration 50F: 3 clusters Score -610012.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (295 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Entering Unmasked Estep Score: -31980.351562 Penalty: 1410.369873 Iteration 0F: 2 clusters Score -31980.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -30866.306641 Penalty: 2820.739746 Iteration 0F: 3 clusters Score -30866.31 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -31101.181641 Penalty: 2820.739746 Iteration 1F: 3 clusters Score -31101.18 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -31212.082031 Penalty: 2820.739746 Iteration 2F: 3 clusters Score -31212.08 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -31292.404297 Penalty: 2820.739746 Iteration 3F: 3 clusters Score -31292.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -31316.986328 Penalty: 2820.739746 Iteration 4Q: 3 clusters Score -31316.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -31339.324219 Penalty: 2820.739746 Iteration 5Q: 3 clusters Score -31339.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -31365.572266 Penalty: 2820.739746 Iteration 6Q: 3 clusters Score -31365.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -31389.177734 Penalty: 2820.739746 Iteration 7Q: 3 clusters Score -31389.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -31392.654297 Penalty: 2820.739746 Iteration 8Q: 3 clusters Score -31392.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -31392.654297 Penalty: 2820.739746 Iteration 9F: 3 clusters Score -31392.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 145355 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2241 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67625 members Mstep: Class 7 contains 9351 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120383 members Mstep: Class 10 contains 44460 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4239 members Mstep: Class 13 contains 6876 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51726 members Mstep: Class 16 contains 5351 members Mstep: Class 17 contains 106979 members Mstep: Class 18 contains 5255 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10812 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3014 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85868880.000000 Penalty: 83037.125000 Iteration 79Q: 26 clusters Score -8.586888e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 81 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 145354 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2219 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67627 members Mstep: Class 7 contains 9353 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120401 members Mstep: Class 10 contains 44461 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4233 members Mstep: Class 13 contains 6878 members Mstep: Class 14 contains 5007 members Mstep: Class 15 contains 51728 members Mstep: Class 16 contains 5351 members Mstep: Class 17 contains 106976 members Mstep: Class 18 contains 5259 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10809 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3014 members Mstep: Class 24 contains 4600 members Mstep: Class 25 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -85869096.000000 Penalty: 83037.125000 Iteration 80F: 26 clusters Score -8.58691e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 145354 members Mstep: Class 3 contains 1635 members Mstep: Class 4 contains 2203 members Mstep: Class 5 contains 837 members Mstep: Class 6 contains 67630 members Mstep: Class 7 contains 9352 members Mstep: Class 8 contains 276 members Mstep: Class 9 contains 120411 members Mstep: Class 10 contains 44462 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4233 members Mstep: Class 13 contains 6878 members Mstep: Class 14 contains 5009 members Mstep: Class 15 contains 51727 members Mstep: Class 16 contains 5351 members Mstep: Class 17 contains 106976 members Mstep: Class 18 contains 5265 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10806 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3013 members Mstep: Class 24 contains 4601 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869240.000000 Penalty: 83037.125000 Iteration 81Q: 26 clusters Score -8.586924e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 145354 members Mstep: Class 3 contains 1633 members Mstep: Class 4 contains 2184 members Mstep: Class 5 contains 836 members Mstep: Class 6 contains 67634 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120429 members Mstep: Class 10 contains 44463 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4232 members Mstep: Class 13 contains 6879 members Mstep: Class 14 contains 5008 members Mstep: Class 15 contains 51730 members Mstep: Class 16 contains 5353 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5265 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10805 members Mstep: Class 22 contains 39974 members Mstep: Class 23 contains 3012 members Mstep: Class 24 contains 4604 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869296.000000 Penalty: 83037.125000 Iteration 82Q: 26 clusters Score -8.58693e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15826 members Mstep: Class 2 contains 145350 members Mstep: Class 3 contains 1631 members Mstep: Class 4 contains 2168 members Mstep: Class 5 contains 834 members Mstep: Class 6 contains 67636 members Mstep: Class 7 contains 9348 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120441 members Mstep: Class 10 contains 44464 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4229 members Mstep: Class 13 contains 6883 members Mstep: Class 14 contains 5007 members Mstep: Class 15 contains 51732 members Mstep: Class 16 contains 5355 members Mstep: Class 17 contains 106973 members Mstep: Class 18 contains 5268 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10805 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3011 members Mstep: Class 24 contains 4607 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869240.000000 Penalty: 83037.125000 Iteration 83Q: 26 clusters Score -8.586924e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 145348 members Mstep: Class 3 contains 1631 members Mstep: Class 4 contains 2154 members Mstep: Class 5 contains 827 members Mstep: Class 6 contains 67639 members Mstep: Class 7 contains 9348 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120448 members Mstep: Class 10 contains 44465 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4228 members Mstep: Class 13 contains 6891 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51737 members Mstep: Class 16 contains 5362 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5270 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10804 members Mstep: Class 22 contains 39973 members Mstep: Class 23 contains 3008 members Mstep: Class 24 contains 4608 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869320.000000 Penalty: 83037.125000 Iteration 84Q: 26 clusters Score -8.586932e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15825 members Mstep: Class 2 contains 145348 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2143 members Mstep: Class 5 contains 824 members Mstep: Class 6 contains 67641 members Mstep: Class 7 contains 9349 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120453 members Mstep: Class 10 contains 44470 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4223 members Mstep: Class 13 contains 6896 members Mstep: Class 14 contains 5004 members Mstep: Class 15 contains 51738 members Mstep: Class 16 contains 5367 members Mstep: Class 17 contains 106966 members Mstep: Class 18 contains 5273 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10803 members Mstep: Class 22 contains 39973 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4610 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869384.000000 Penalty: 83037.125000 Iteration 85Q: 26 clusters Score -8.586938e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 145346 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2131 members Mstep: Class 5 contains 823 members Mstep: Class 6 contains 67637 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120460 members Mstep: Class 10 contains 44468 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4221 members Mstep: Class 13 contains 6904 members Mstep: Class 14 contains 5004 members Mstep: Class 15 contains 51738 members Mstep: Class 16 contains 5367 members Mstep: Class 17 contains 106965 members Mstep: Class 18 contains 5277 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10803 members Mstep: Class 22 contains 39971 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4613 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869360.000000 Penalty: 83037.125000 Iteration 86Q: 26 clusters Score -8.586936e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 145347 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2123 members Mstep: Class 5 contains 823 members Mstep: Class 6 contains 67637 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120461 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4216 members Mstep: Class 13 contains 6907 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51737 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106968 members Mstep: Class 18 contains 5278 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10803 members Mstep: Class 22 contains 39971 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4616 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869384.000000 Penalty: 83037.125000 Iteration 87Q: 26 clusters Score -8.586938e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 145341 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2120 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67635 members Mstep: Class 7 contains 9348 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120462 members Mstep: Class 10 contains 44467 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4214 members Mstep: Class 13 contains 6915 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51736 members Mstep: Class 16 contains 5365 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5283 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10802 members Mstep: Class 22 contains 39972 members Mstep: Class 23 contains 3006 members Mstep: Class 24 contains 4619 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869384.000000 Penalty: 83037.125000 Iteration 88Q: 26 clusters Score -8.586938e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 145342 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2117 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67636 members Mstep: Class 7 contains 9350 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120459 members Mstep: Class 10 contains 44465 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4213 members Mstep: Class 13 contains 6920 members Mstep: Class 14 contains 5007 members Mstep: Class 15 contains 51734 members Mstep: Class 16 contains 5364 members Mstep: Class 17 contains 106968 members Mstep: Class 18 contains 5291 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10800 members Mstep: Class 22 contains 39971 members Mstep: Class 23 contains 3005 members Mstep: Class 24 contains 4619 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869408.000000 Penalty: 83037.125000 Iteration 89Q: 26 clusters Score -8.586941e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 145337 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2110 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67640 members Mstep: Class 7 contains 9352 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120465 members Mstep: Class 10 contains 44467 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4206 members Mstep: Class 13 contains 6921 members Mstep: Class 14 contains 5008 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5365 members Mstep: Class 17 contains 106964 members Mstep: Class 18 contains 5297 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10797 members Mstep: Class 22 contains 39973 members Mstep: Class 23 contains 3005 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869432.000000 Penalty: 83037.125000 Iteration 90Q: 26 clusters Score -8.586943e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15831 members Mstep: Class 2 contains 145334 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2103 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67645 members Mstep: Class 7 contains 9356 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120462 members Mstep: Class 10 contains 44470 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4198 members Mstep: Class 13 contains 6928 members Mstep: Class 14 contains 5008 members Mstep: Class 15 contains 51732 members Mstep: Class 16 contains 5365 members Mstep: Class 17 contains 106962 members Mstep: Class 18 contains 5303 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10794 members Mstep: Class 22 contains 39974 members Mstep: Class 23 contains 3005 members Mstep: Class 24 contains 4621 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869496.000000 Penalty: 83037.125000 Iteration 91Q: 26 clusters Score -8.58695e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15832 members Mstep: Class 2 contains 145332 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2091 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67645 members Mstep: Class 7 contains 9358 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120465 members Mstep: Class 10 contains 44468 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4193 members Mstep: Class 13 contains 6933 members Mstep: Class 14 contains 5007 members Mstep: Class 15 contains 51731 members Mstep: Class 16 contains 5365 members Mstep: Class 17 contains 106966 members Mstep: Class 18 contains 5309 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10792 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3005 members Mstep: Class 24 contains 4622 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869480.000000 Penalty: 83037.125000 Iteration 92Q: 26 clusters Score -8.586948e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15834 members Mstep: Class 2 contains 145328 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2083 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67649 members Mstep: Class 7 contains 9360 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120463 members Mstep: Class 10 contains 44467 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4189 members Mstep: Class 13 contains 6942 members Mstep: Class 14 contains 5007 members Mstep: Class 15 contains 51732 members Mstep: Class 16 contains 5364 members Mstep: Class 17 contains 106970 members Mstep: Class 18 contains 5314 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10788 members Mstep: Class 22 contains 39974 members Mstep: Class 23 contains 3005 members Mstep: Class 24 contains 4622 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869448.000000 Penalty: 83037.125000 Iteration 93Q: 26 clusters Score -8.586945e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 145326 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2077 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67650 members Mstep: Class 7 contains 9365 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120458 members Mstep: Class 10 contains 44468 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4186 members Mstep: Class 13 contains 6945 members Mstep: Class 14 contains 5007 members Mstep: Class 15 contains 51730 members Mstep: Class 16 contains 5364 members Mstep: Class 17 contains 106974 members Mstep: Class 18 contains 5316 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10785 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3006 members Mstep: Class 24 contains 4622 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869408.000000 Penalty: 83037.125000 Iteration 94Q: 26 clusters Score -8.586941e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15835 members Mstep: Class 2 contains 145325 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2073 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67652 members Mstep: Class 7 contains 9370 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120460 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4180 members Mstep: Class 13 contains 6948 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51730 members Mstep: Class 16 contains 5365 members Mstep: Class 17 contains 106976 members Mstep: Class 18 contains 5315 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10781 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3008 members Mstep: Class 24 contains 4622 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869408.000000 Penalty: 83037.125000 Iteration 95Q: 26 clusters Score -8.586941e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15836 members Mstep: Class 2 contains 145323 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2072 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67653 members Mstep: Class 7 contains 9371 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120456 members Mstep: Class 10 contains 44471 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4176 members Mstep: Class 13 contains 6954 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51730 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106980 members Mstep: Class 18 contains 5316 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10777 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3008 members Mstep: Class 24 contains 4622 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869312.000000 Penalty: 83037.125000 Iteration 96Q: 26 clusters Score -8.586931e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145324 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2071 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67655 members Mstep: Class 7 contains 9378 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120458 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4172 members Mstep: Class 13 contains 6954 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51730 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106976 members Mstep: Class 18 contains 5313 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10776 members Mstep: Class 22 contains 39974 members Mstep: Class 23 contains 3008 members Mstep: Class 24 contains 4623 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869392.000000 Penalty: 83037.125000 Iteration 97Q: 26 clusters Score -8.586939e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145324 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2061 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67658 members Mstep: Class 7 contains 9378 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120461 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4167 members Mstep: Class 13 contains 6960 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106975 members Mstep: Class 18 contains 5314 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10774 members Mstep: Class 22 contains 39975 members Mstep: Class 23 contains 3008 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869336.000000 Penalty: 83037.125000 Iteration 98Q: 26 clusters Score -8.586934e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 145327 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2053 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67659 members Mstep: Class 7 contains 9381 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120464 members Mstep: Class 10 contains 44470 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4165 members Mstep: Class 13 contains 6960 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106974 members Mstep: Class 18 contains 5314 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10774 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3008 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869456.000000 Penalty: 83037.125000 Iteration 99Q: 26 clusters Score -8.586946e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 145326 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2046 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67660 members Mstep: Class 7 contains 9383 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120474 members Mstep: Class 10 contains 44471 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4164 members Mstep: Class 13 contains 6957 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5314 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10773 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3008 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869440.000000 Penalty: 83037.125000 Iteration 100F: 26 clusters Score -8.586944e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 145327 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2035 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67661 members Mstep: Class 7 contains 9383 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120491 members Mstep: Class 10 contains 44471 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4163 members Mstep: Class 13 contains 6953 members Mstep: Class 14 contains 5005 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106971 members Mstep: Class 18 contains 5314 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10772 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869440.000000 Penalty: 83037.125000 Iteration 101Q: 26 clusters Score -8.586944e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 145328 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2022 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67661 members Mstep: Class 7 contains 9383 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120504 members Mstep: Class 10 contains 44472 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4163 members Mstep: Class 13 contains 6952 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106971 members Mstep: Class 18 contains 5312 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10772 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869440.000000 Penalty: 83037.125000 Iteration 102Q: 26 clusters Score -8.586944e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 145329 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2019 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67662 members Mstep: Class 7 contains 9383 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120509 members Mstep: Class 10 contains 44472 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4163 members Mstep: Class 13 contains 6950 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106971 members Mstep: Class 18 contains 5310 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10772 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869392.000000 Penalty: 83037.125000 Iteration 103Q: 26 clusters Score -8.586939e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 145330 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2013 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67663 members Mstep: Class 7 contains 9383 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120517 members Mstep: Class 10 contains 44473 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4163 members Mstep: Class 13 contains 6947 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106971 members Mstep: Class 18 contains 5309 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10772 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869400.000000 Penalty: 83037.125000 Iteration 104Q: 26 clusters Score -8.58694e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15836 members Mstep: Class 2 contains 145331 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2012 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67663 members Mstep: Class 7 contains 9384 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120521 members Mstep: Class 10 contains 44473 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4163 members Mstep: Class 13 contains 6943 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5308 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10772 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869376.000000 Penalty: 83037.125000 Iteration 105Q: 26 clusters Score -8.586938e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 145332 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2009 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67661 members Mstep: Class 7 contains 9384 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120528 members Mstep: Class 10 contains 44473 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4163 members Mstep: Class 13 contains 6940 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5308 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10771 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869360.000000 Penalty: 83037.125000 Iteration 106Q: 26 clusters Score -8.586936e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 145332 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67658 members Mstep: Class 7 contains 9384 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120532 members Mstep: Class 10 contains 44473 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4163 members Mstep: Class 13 contains 6939 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106974 members Mstep: Class 18 contains 5308 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10770 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869360.000000 Penalty: 83037.125000 Iteration 107Q: 26 clusters Score -8.586936e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 145333 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67659 members Mstep: Class 7 contains 9384 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120532 members Mstep: Class 10 contains 44473 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4162 members Mstep: Class 13 contains 6935 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106977 members Mstep: Class 18 contains 5309 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10769 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869368.000000 Penalty: 83037.125000 Iteration 108Q: 26 clusters Score -8.586937e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 145333 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67662 members Mstep: Class 7 contains 9382 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120530 members Mstep: Class 10 contains 44474 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4162 members Mstep: Class 13 contains 6940 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106973 members Mstep: Class 18 contains 5308 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10768 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869328.000000 Penalty: 83037.125000 Iteration 109Q: 26 clusters Score -8.586933e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15837 members Mstep: Class 2 contains 145333 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2007 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67666 members Mstep: Class 7 contains 9382 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120530 members Mstep: Class 10 contains 44473 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4162 members Mstep: Class 13 contains 6940 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106974 members Mstep: Class 18 contains 5308 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10765 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 3008 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869376.000000 Penalty: 83037.125000 Iteration 110Q: 26 clusters Score -8.586938e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 145333 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2006 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67666 members Mstep: Class 7 contains 9382 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120529 members Mstep: Class 10 contains 44472 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4162 members Mstep: Class 13 contains 6943 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106975 members Mstep: Class 18 contains 5308 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10763 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3009 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869368.000000 Penalty: 83037.125000 Iteration 111Q: 26 clusters Score -8.586937e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 145333 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2008 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67666 members Mstep: Class 7 contains 9382 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120528 members Mstep: Class 10 contains 44471 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4162 members Mstep: Class 13 contains 6944 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106976 members Mstep: Class 18 contains 5308 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3008 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869416.000000 Penalty: 83037.125000 Iteration 112Q: 26 clusters Score -8.586942e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15838 members Mstep: Class 2 contains 145335 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2007 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67665 members Mstep: Class 7 contains 9383 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120529 members Mstep: Class 10 contains 44468 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4162 members Mstep: Class 13 contains 6947 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51734 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106975 members Mstep: Class 18 contains 5307 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869424.000000 Penalty: 83037.125000 Iteration 113Q: 26 clusters Score -8.586942e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145334 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2006 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67665 members Mstep: Class 7 contains 9387 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120528 members Mstep: Class 10 contains 44468 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4162 members Mstep: Class 13 contains 6949 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51732 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106973 members Mstep: Class 18 contains 5307 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869440.000000 Penalty: 83037.125000 Iteration 114Q: 26 clusters Score -8.586944e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145334 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 2002 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67663 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120533 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4162 members Mstep: Class 13 contains 6950 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106970 members Mstep: Class 18 contains 5307 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869416.000000 Penalty: 83037.125000 Iteration 115Q: 26 clusters Score -8.586942e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145334 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 1998 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67663 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120537 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4161 members Mstep: Class 13 contains 6951 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106970 members Mstep: Class 18 contains 5307 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869416.000000 Penalty: 83037.125000 Iteration 116Q: 26 clusters Score -8.586942e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145335 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67663 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120536 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4160 members Mstep: Class 13 contains 6954 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51734 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106970 members Mstep: Class 18 contains 5306 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869416.000000 Penalty: 83037.125000 Iteration 117Q: 26 clusters Score -8.586942e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145335 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67665 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120534 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4159 members Mstep: Class 13 contains 6955 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51734 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106971 members Mstep: Class 18 contains 5305 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Score: -85869408.000000 Penalty: 83037.125000 Iteration 118Q: 26 clusters Score -8.586941e+07 nChanged 5 Entering ConstructFrom: Score: -85869408.000000 Penalty: 83037.125000 Entering ConstructFrom: Trying to split cluster 1 (15839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15839 members Entering Unmasked Estep Score: -2102859.000000 Penalty: 2398.217285 Iteration 0F: 2 clusters Score -2102859 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7856 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -2091444.250000 Penalty: 4796.434570 Iteration 0F: 3 clusters Score -2091444 nChanged 6854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7706 members Mstep: Class 2 contains 8133 members Entering Unmasked Estep Score: -2095181.250000 Penalty: 4796.434570 Iteration 1F: 3 clusters Score -2095181 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -2095581.125000 Penalty: 4796.434570 Iteration 2F: 3 clusters Score -2095581 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -2095898.375000 Penalty: 4796.434570 Iteration 3Q: 3 clusters Score -2095898 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7364 members Mstep: Class 2 contains 8475 members Entering Unmasked Estep Score: -2096192.000000 Penalty: 4796.434570 Iteration 4Q: 3 clusters Score -2096192 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -2096445.125000 Penalty: 4796.434570 Iteration 5Q: 3 clusters Score -2096445 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 8921 members Entering Unmasked Estep Score: -2096678.125000 Penalty: 4796.434570 Iteration 6Q: 3 clusters Score -2096678 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6643 members Mstep: Class 2 contains 9196 members Entering Unmasked Estep Score: -2096917.250000 Penalty: 4796.434570 Iteration 7Q: 3 clusters Score -2096917 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -2097161.500000 Penalty: 4796.434570 Iteration 8Q: 3 clusters Score -2097162 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 9885 members Entering Unmasked Estep Score: -2097442.500000 Penalty: 4796.434570 Iteration 9Q: 3 clusters Score -2097442 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -2097784.500000 Penalty: 4796.434570 Iteration 10Q: 3 clusters Score -2097784 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 10842 members Entering Unmasked Estep Score: -2098165.750000 Penalty: 4796.434570 Iteration 11Q: 3 clusters Score -2098166 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -2098544.750000 Penalty: 4796.434570 Iteration 12Q: 3 clusters Score -2098545 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -2098899.750000 Penalty: 4796.434570 Iteration 13Q: 3 clusters Score -2098900 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 12283 members Entering Unmasked Estep Score: -2099253.250000 Penalty: 4796.434570 Iteration 14Q: 3 clusters Score -2099253 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 12708 members Entering Unmasked Estep Score: -2099574.500000 Penalty: 4796.434570 Iteration 15Q: 3 clusters Score -2099574 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 13050 members Entering Unmasked Estep Score: -2099845.750000 Penalty: 4796.434570 Iteration 16Q: 3 clusters Score -2099846 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 13359 members Entering Unmasked Estep Score: -2100081.250000 Penalty: 4796.434570 Iteration 17Q: 3 clusters Score -2100081 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 13638 members Entering Unmasked Estep Score: -2100289.250000 Penalty: 4796.434570 Iteration 18Q: 3 clusters Score -2100289 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 13872 members Entering Unmasked Estep Score: -2100439.250000 Penalty: 4796.434570 Iteration 19Q: 3 clusters Score -2100439 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 14065 members Entering Unmasked Estep Score: -2100565.250000 Penalty: 4796.434570 Iteration 20F: 3 clusters Score -2100565 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 14207 members Entering Unmasked Estep Score: -2100657.250000 Penalty: 4796.434570 Iteration 21Q: 3 clusters Score -2100657 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 14312 members Entering Unmasked Estep Score: -2100706.250000 Penalty: 4796.434570 Iteration 22Q: 3 clusters Score -2100706 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 14403 members Entering Unmasked Estep Score: -2100750.250000 Penalty: 4796.434570 Iteration 23Q: 3 clusters Score -2100750 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 14474 members Entering Unmasked Estep Score: -2100786.000000 Penalty: 4796.434570 Iteration 24Q: 3 clusters Score -2100786 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 14534 members Entering Unmasked Estep Score: -2100815.750000 Penalty: 4796.434570 Iteration 25Q: 3 clusters Score -2100816 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 14582 members Entering Unmasked Estep Score: -2100847.750000 Penalty: 4796.434570 Iteration 26Q: 3 clusters Score -2100848 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 14622 members Entering Unmasked Estep Score: -2100868.750000 Penalty: 4796.434570 Iteration 27Q: 3 clusters Score -2100869 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 14654 members Entering Unmasked Estep Score: -2100882.250000 Penalty: 4796.434570 Iteration 28Q: 3 clusters Score -2100882 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 14686 members Entering Unmasked Estep Score: -2100900.250000 Penalty: 4796.434570 Iteration 29Q: 3 clusters Score -2100900 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 14711 members Entering Unmasked Estep Score: -2100912.000000 Penalty: 4796.434570 Iteration 30Q: 3 clusters Score -2100912 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 14737 members Entering Unmasked Estep Score: -2100923.250000 Penalty: 4796.434570 Iteration 31Q: 3 clusters Score -2100923 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 14769 members Entering Unmasked Estep Score: -2100933.750000 Penalty: 4796.434570 Iteration 32Q: 3 clusters Score -2100934 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 14794 members Entering Unmasked Estep Score: -2100947.000000 Penalty: 4796.434570 Iteration 33Q: 3 clusters Score -2100947 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 14811 members Entering Unmasked Estep Score: -2100960.500000 Penalty: 4796.434570 Iteration 34Q: 3 clusters Score -2100960 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 14825 members Entering Unmasked Estep Score: -2100965.750000 Penalty: 4796.434570 Iteration 35Q: 3 clusters Score -2100966 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 14840 members Entering Unmasked Estep Score: -2100968.250000 Penalty: 4796.434570 Iteration 36Q: 3 clusters Score -2100968 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 14850 members Entering Unmasked Estep Score: -2100975.750000 Penalty: 4796.434570 Iteration 37Q: 3 clusters Score -2100976 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 14857 members Entering Unmasked Estep Score: -2100973.750000 Penalty: 4796.434570 Iteration 38Q: 3 clusters Score -2100974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 14864 members Entering Unmasked Estep Score: -2100974.500000 Penalty: 4796.434570 Iteration 39Q: 3 clusters Score -2100974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 14871 members Entering Unmasked Estep Score: -2100981.500000 Penalty: 4796.434570 Iteration 40F: 3 clusters Score -2100982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 14873 members Entering Unmasked Estep Score: -2100982.000000 Penalty: 4796.434570 Iteration 41Q: 3 clusters Score -2100982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 14875 members Entering Unmasked Estep Score: -2100980.500000 Penalty: 4796.434570 Iteration 42Q: 3 clusters Score -2100980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 14877 members Entering Unmasked Estep Score: -2100980.500000 Penalty: 4796.434570 Iteration 43Q: 3 clusters Score -2100980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 14879 members Entering Unmasked Estep Score: -2100980.000000 Penalty: 4796.434570 Iteration 44Q: 3 clusters Score -2100980 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 14881 members Entering Unmasked Estep Score: -2100981.750000 Penalty: 4796.434570 Iteration 45Q: 3 clusters Score -2100982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 14883 members Entering Unmasked Estep Score: -2100982.250000 Penalty: 4796.434570 Iteration 46Q: 3 clusters Score -2100982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 14887 members Entering Unmasked Estep Score: -2100982.000000 Penalty: 4796.434570 Iteration 47Q: 3 clusters Score -2100982 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 14892 members Entering Unmasked Estep Score: -2100982.250000 Penalty: 4796.434570 Iteration 48Q: 3 clusters Score -2100982 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 14898 members Entering Unmasked Estep Score: -2100983.750000 Penalty: 4796.434570 Iteration 49Q: 3 clusters Score -2100984 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 14905 members Entering Unmasked Estep Score: -2100989.250000 Penalty: 4796.434570 Iteration 50Q: 3 clusters Score -2100989 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -2100999.250000 Penalty: 4796.434570 Iteration 51Q: 3 clusters Score -2100999 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -2101000.000000 Penalty: 4796.434570 Iteration 52Q: 3 clusters Score -2101000 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 14925 members Entering Unmasked Estep Score: -2101003.000000 Penalty: 4796.434570 Iteration 53Q: 3 clusters Score -2101003 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 14933 members Entering Unmasked Estep Score: -2101004.750000 Penalty: 4796.434570 Iteration 54Q: 3 clusters Score -2101005 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 14940 members Entering Unmasked Estep Score: -2101010.000000 Penalty: 4796.434570 Iteration 55Q: 3 clusters Score -2101010 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 14951 members Entering Unmasked Estep Score: -2101016.250000 Penalty: 4796.434570 Iteration 56Q: 3 clusters Score -2101016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 14955 members Entering Unmasked Estep Score: -2101015.500000 Penalty: 4796.434570 Iteration 57Q: 3 clusters Score -2101016 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 14958 members Entering Unmasked Estep Score: -2101021.500000 Penalty: 4796.434570 Iteration 58Q: 3 clusters Score -2101022 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 14964 members Entering Unmasked Estep Score: -2101021.250000 Penalty: 4796.434570 Iteration 59Q: 3 clusters Score -2101021 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 14966 members Entering Unmasked Estep Score: -2101023.750000 Penalty: 4796.434570 Iteration 60F: 3 clusters Score -2101024 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (145335 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145335 members Entering Unmasked Estep Score: -19547910.000000 Penalty: 2947.925537 Iteration 0F: 2 clusters Score -1.954791e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72860 members Mstep: Class 2 contains 72475 members Entering Unmasked Estep Score: -19455188.000000 Penalty: 5895.851074 Iteration 0F: 3 clusters Score -1.945519e+07 nChanged 69457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75065 members Mstep: Class 2 contains 70270 members Entering Unmasked Estep Score: -19495894.000000 Penalty: 5895.851074 Iteration 1F: 3 clusters Score -1.949589e+07 nChanged 5324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76977 members Mstep: Class 2 contains 68358 members Entering Unmasked Estep Score: -19497676.000000 Penalty: 5895.851074 Iteration 2Q: 3 clusters Score -1.949768e+07 nChanged 6637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80244 members Mstep: Class 2 contains 65091 members Entering Unmasked Estep Score: -19500676.000000 Penalty: 5895.851074 Iteration 3Q: 3 clusters Score -1.950068e+07 nChanged 8580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85598 members Mstep: Class 2 contains 59737 members Entering Unmasked Estep Score: -19505282.000000 Penalty: 5895.851074 Iteration 4F: 3 clusters Score -1.950528e+07 nChanged 10706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93436 members Mstep: Class 2 contains 51899 members Entering Unmasked Estep Score: -19511478.000000 Penalty: 5895.851074 Iteration 5F: 3 clusters Score -1.951148e+07 nChanged 11820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102984 members Mstep: Class 2 contains 42351 members Entering Unmasked Estep Score: -19519380.000000 Penalty: 5895.851074 Iteration 6F: 3 clusters Score -1.951938e+07 nChanged 10685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112059 members Mstep: Class 2 contains 33276 members Entering Unmasked Estep Score: -19526434.000000 Penalty: 5895.851074 Iteration 7F: 3 clusters Score -1.952643e+07 nChanged 7991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119092 members Mstep: Class 2 contains 26243 members Entering Unmasked Estep Score: -19531966.000000 Penalty: 5895.851074 Iteration 8F: 3 clusters Score -1.953197e+07 nChanged 5851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124503 members Mstep: Class 2 contains 20832 members Entering Unmasked Estep Score: -19536850.000000 Penalty: 5895.851074 Iteration 9Q: 3 clusters Score -1.953685e+07 nChanged 4192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128415 members Mstep: Class 2 contains 16920 members Entering Unmasked Estep Score: -19541470.000000 Penalty: 5895.851074 Iteration 10Q: 3 clusters Score -1.954147e+07 nChanged 2756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130823 members Mstep: Class 2 contains 14512 members Entering Unmasked Estep Score: -19544472.000000 Penalty: 5895.851074 Iteration 11Q: 3 clusters Score -1.954447e+07 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132297 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -19545640.000000 Penalty: 5895.851074 Iteration 12Q: 3 clusters Score -1.954564e+07 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133458 members Mstep: Class 2 contains 11877 members Entering Unmasked Estep Score: -19546322.000000 Penalty: 5895.851074 Iteration 13Q: 3 clusters Score -1.954632e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134438 members Mstep: Class 2 contains 10897 members Entering Unmasked Estep Score: -19546812.000000 Penalty: 5895.851074 Iteration 14Q: 3 clusters Score -1.954681e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135244 members Mstep: Class 2 contains 10091 members Entering Unmasked Estep Score: -19547000.000000 Penalty: 5895.851074 Iteration 15Q: 3 clusters Score -1.9547e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135899 members Mstep: Class 2 contains 9436 members Entering Unmasked Estep Score: -19547168.000000 Penalty: 5895.851074 Iteration 16Q: 3 clusters Score -1.954717e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136477 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -19547300.000000 Penalty: 5895.851074 Iteration 17Q: 3 clusters Score -1.95473e+07 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136985 members Mstep: Class 2 contains 8350 members Entering Unmasked Estep Score: -19547350.000000 Penalty: 5895.851074 Iteration 18Q: 3 clusters Score -1.954735e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137429 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -19547404.000000 Penalty: 5895.851074 Iteration 19Q: 3 clusters Score -1.95474e+07 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137843 members Mstep: Class 2 contains 7492 members Entering Unmasked Estep Score: -19547418.000000 Penalty: 5895.851074 Iteration 20F: 3 clusters Score -1.954742e+07 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138199 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -19547426.000000 Penalty: 5895.851074 Iteration 21Q: 3 clusters Score -1.954743e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138537 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -19547408.000000 Penalty: 5895.851074 Iteration 22Q: 3 clusters Score -1.954741e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138826 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -19547494.000000 Penalty: 5895.851074 Iteration 23Q: 3 clusters Score -1.954749e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139065 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -19547554.000000 Penalty: 5895.851074 Iteration 24Q: 3 clusters Score -1.954755e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139288 members Mstep: Class 2 contains 6047 members Entering Unmasked Estep Score: -19547538.000000 Penalty: 5895.851074 Iteration 25Q: 3 clusters Score -1.954754e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139497 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -19547520.000000 Penalty: 5895.851074 Iteration 26Q: 3 clusters Score -1.954752e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139689 members Mstep: Class 2 contains 5646 members Entering Unmasked Estep Score: -19547496.000000 Penalty: 5895.851074 Iteration 27Q: 3 clusters Score -1.95475e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139863 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -19547470.000000 Penalty: 5895.851074 Iteration 28Q: 3 clusters Score -1.954747e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140021 members Mstep: Class 2 contains 5314 members Entering Unmasked Estep Score: -19547556.000000 Penalty: 5895.851074 Iteration 29Q: 3 clusters Score -1.954756e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140152 members Mstep: Class 2 contains 5183 members Entering Unmasked Estep Score: -19547560.000000 Penalty: 5895.851074 Iteration 30Q: 3 clusters Score -1.954756e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140265 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -19547524.000000 Penalty: 5895.851074 Iteration 31Q: 3 clusters Score -1.954752e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140372 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -19547544.000000 Penalty: 5895.851074 Iteration 32Q: 3 clusters Score -1.954754e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140470 members Mstep: Class 2 contains 4865 members Entering Unmasked Estep Score: -19547608.000000 Penalty: 5895.851074 Iteration 33Q: 3 clusters Score -1.954761e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140559 members Mstep: Class 2 contains 4776 members Entering Unmasked Estep Score: -19547584.000000 Penalty: 5895.851074 Iteration 34Q: 3 clusters Score -1.954758e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140636 members Mstep: Class 2 contains 4699 members Entering Unmasked Estep Score: -19547598.000000 Penalty: 5895.851074 Iteration 35Q: 3 clusters Score -1.95476e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140702 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -19547618.000000 Penalty: 5895.851074 Iteration 36Q: 3 clusters Score -1.954762e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140749 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -19547628.000000 Penalty: 5895.851074 Iteration 37Q: 3 clusters Score -1.954763e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140793 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -19547612.000000 Penalty: 5895.851074 Iteration 38Q: 3 clusters Score -1.954761e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140833 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -19547614.000000 Penalty: 5895.851074 Iteration 39Q: 3 clusters Score -1.954761e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140879 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -19547632.000000 Penalty: 5895.851074 Iteration 40F: 3 clusters Score -1.954763e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140924 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -19547614.000000 Penalty: 5895.851074 Iteration 41Q: 3 clusters Score -1.954761e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140960 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -19547608.000000 Penalty: 5895.851074 Iteration 42Q: 3 clusters Score -1.954761e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140988 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -19547624.000000 Penalty: 5895.851074 Iteration 43Q: 3 clusters Score -1.954762e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141023 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -19547636.000000 Penalty: 5895.851074 Iteration 44Q: 3 clusters Score -1.954764e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141060 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -19547634.000000 Penalty: 5895.851074 Iteration 45Q: 3 clusters Score -1.954763e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141089 members Mstep: Class 2 contains 4246 members Entering Unmasked Estep Score: -19547612.000000 Penalty: 5895.851074 Iteration 46Q: 3 clusters Score -1.954761e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141124 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -19547604.000000 Penalty: 5895.851074 Iteration 47Q: 3 clusters Score -1.95476e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141151 members Mstep: Class 2 contains 4184 members Entering Unmasked Estep Score: -19547596.000000 Penalty: 5895.851074 Iteration 48Q: 3 clusters Score -1.95476e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141174 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -19547572.000000 Penalty: 5895.851074 Iteration 49Q: 3 clusters Score -1.954757e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141201 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -19547582.000000 Penalty: 5895.851074 Iteration 50Q: 3 clusters Score -1.954758e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141224 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -19547586.000000 Penalty: 5895.851074 Iteration 51Q: 3 clusters Score -1.954759e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141249 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -19547596.000000 Penalty: 5895.851074 Iteration 52Q: 3 clusters Score -1.95476e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141265 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -19547604.000000 Penalty: 5895.851074 Iteration 53Q: 3 clusters Score -1.95476e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141277 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -19547640.000000 Penalty: 5895.851074 Iteration 54Q: 3 clusters Score -1.954764e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141294 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -19547626.000000 Penalty: 5895.851074 Iteration 55Q: 3 clusters Score -1.954763e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141317 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -19547632.000000 Penalty: 5895.851074 Iteration 56Q: 3 clusters Score -1.954763e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141338 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -19547626.000000 Penalty: 5895.851074 Iteration 57Q: 3 clusters Score -1.954763e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141354 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -19547606.000000 Penalty: 5895.851074 Iteration 58Q: 3 clusters Score -1.954761e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141366 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -19547614.000000 Penalty: 5895.851074 Iteration 59Q: 3 clusters Score -1.954761e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141376 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -19547628.000000 Penalty: 5895.851074 Iteration 60F: 3 clusters Score -1.954763e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141383 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -19547604.000000 Penalty: 5895.851074 Iteration 61Q: 3 clusters Score -1.95476e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141386 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -19547604.000000 Penalty: 5895.851074 Iteration 62Q: 3 clusters Score -1.95476e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141388 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -19547608.000000 Penalty: 5895.851074 Iteration 63Q: 3 clusters Score -1.954761e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141391 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -19547618.000000 Penalty: 5895.851074 Iteration 64Q: 3 clusters Score -1.954762e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141393 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -19547602.000000 Penalty: 5895.851074 Iteration 65Q: 3 clusters Score -1.95476e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141396 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -19547604.000000 Penalty: 5895.851074 Iteration 66Q: 3 clusters Score -1.95476e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141397 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -19547610.000000 Penalty: 5895.851074 Iteration 67Q: 3 clusters Score -1.954761e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141399 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -19547608.000000 Penalty: 5895.851074 Iteration 68Q: 3 clusters Score -1.954761e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141401 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -19547606.000000 Penalty: 5895.851074 Iteration 69Q: 3 clusters Score -1.954761e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141401 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -19547606.000000 Penalty: 5895.851074 Iteration 70F: 3 clusters Score -1.954761e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Entering Unmasked Estep Score: -205996.078125 Penalty: 1834.291138 Iteration 0F: 2 clusters Score -205996.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -203634.500000 Penalty: 3668.582275 Iteration 0F: 3 clusters Score -203634.5 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -204084.531250 Penalty: 3668.582275 Iteration 1F: 3 clusters Score -204084.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -204243.140625 Penalty: 3668.582275 Iteration 2F: 3 clusters Score -204243.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -204471.890625 Penalty: 3668.582275 Iteration 3F: 3 clusters Score -204471.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -204981.453125 Penalty: 3668.582275 Iteration 4F: 3 clusters Score -204981.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -205759.937500 Penalty: 3668.582275 Iteration 5F: 3 clusters Score -205759.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -206476.765625 Penalty: 3668.582275 Iteration 6F: 3 clusters Score -206476.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -206863.484375 Penalty: 3668.582275 Iteration 7F: 3 clusters Score -206863.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -207008.125000 Penalty: 3668.582275 Iteration 8Q: 3 clusters Score -207008.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -207047.171875 Penalty: 3668.582275 Iteration 9Q: 3 clusters Score -207047.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -207053.359375 Penalty: 3668.582275 Iteration 10Q: 3 clusters Score -207053.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -207055.500000 Penalty: 3668.582275 Iteration 11Q: 3 clusters Score -207055.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -207055.500000 Penalty: 3668.582275 Iteration 12F: 3 clusters Score -207055.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145335 members Mstep: Class 3 contains 1099 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67665 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120536 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4160 members Mstep: Class 13 contains 6954 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5303 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Mstep: Class 26 contains 531 members Entering Unmasked Estep Score: -85868688.000000 Penalty: 86358.609375 Splitting cluster 3 changes total score from -85869408.000000 to -85868688.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1996 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Entering Unmasked Estep Score: -266754.843750 Penalty: 1884.527222 Iteration 0F: 2 clusters Score -266754.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -264085.906250 Penalty: 3769.054443 Iteration 0F: 3 clusters Score -264085.9 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -264551.875000 Penalty: 3769.054443 Iteration 1F: 3 clusters Score -264551.9 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -264698.500000 Penalty: 3769.054443 Iteration 2F: 3 clusters Score -264698.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -264769.968750 Penalty: 3769.054443 Iteration 3Q: 3 clusters Score -264770 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -264811.250000 Penalty: 3769.054443 Iteration 4Q: 3 clusters Score -264811.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -264840.218750 Penalty: 3769.054443 Iteration 5Q: 3 clusters Score -264840.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -264858.000000 Penalty: 3769.054443 Iteration 6Q: 3 clusters Score -264858 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -264870.500000 Penalty: 3769.054443 Iteration 7Q: 3 clusters Score -264870.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -264879.187500 Penalty: 3769.054443 Iteration 8Q: 3 clusters Score -264879.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -264886.312500 Penalty: 3769.054443 Iteration 9Q: 3 clusters Score -264886.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -264892.156250 Penalty: 3769.054443 Iteration 10Q: 3 clusters Score -264892.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -264900.687500 Penalty: 3769.054443 Iteration 11Q: 3 clusters Score -264900.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -264904.812500 Penalty: 3769.054443 Iteration 12Q: 3 clusters Score -264904.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -264906.500000 Penalty: 3769.054443 Iteration 13Q: 3 clusters Score -264906.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -264906.500000 Penalty: 3769.054443 Iteration 14F: 3 clusters Score -264906.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Entering Unmasked Estep Score: -91441.296875 Penalty: 1664.511597 Iteration 0F: 2 clusters Score -91441.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -89863.632812 Penalty: 3329.023193 Iteration 0F: 3 clusters Score -89863.63 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -90472.000000 Penalty: 3329.023193 Iteration 1F: 3 clusters Score -90472 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -90717.476562 Penalty: 3329.023193 Iteration 2F: 3 clusters Score -90717.48 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -90849.937500 Penalty: 3329.023193 Iteration 3F: 3 clusters Score -90849.94 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -90922.242188 Penalty: 3329.023193 Iteration 4Q: 3 clusters Score -90922.24 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -90983.320312 Penalty: 3329.023193 Iteration 5Q: 3 clusters Score -90983.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -91033.218750 Penalty: 3329.023193 Iteration 6Q: 3 clusters Score -91033.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -91080.773438 Penalty: 3329.023193 Iteration 7Q: 3 clusters Score -91080.77 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -91104.703125 Penalty: 3329.023193 Iteration 8Q: 3 clusters Score -91104.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -91137.718750 Penalty: 3329.023193 Iteration 9Q: 3 clusters Score -91137.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -91157.101562 Penalty: 3329.023193 Iteration 10Q: 3 clusters Score -91157.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -91162.585938 Penalty: 3329.023193 Iteration 11Q: 3 clusters Score -91162.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -91176.625000 Penalty: 3329.023193 Iteration 12Q: 3 clusters Score -91176.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -91182.507812 Penalty: 3329.023193 Iteration 13Q: 3 clusters Score -91182.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -91202.625000 Penalty: 3329.023193 Iteration 14Q: 3 clusters Score -91202.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -91213.671875 Penalty: 3329.023193 Iteration 15Q: 3 clusters Score -91213.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -91217.265625 Penalty: 3329.023193 Iteration 16Q: 3 clusters Score -91217.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -91218.054688 Penalty: 3329.023193 Iteration 17Q: 3 clusters Score -91218.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -91218.500000 Penalty: 3329.023193 Iteration 18Q: 3 clusters Score -91218.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -91219.390625 Penalty: 3329.023193 Iteration 19Q: 3 clusters Score -91219.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -91219.390625 Penalty: 3329.023193 Iteration 20F: 3 clusters Score -91219.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (67665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67665 members Entering Unmasked Estep Score: -9151632.000000 Penalty: 2758.336426 Iteration 0F: 2 clusters Score -9151632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33692 members Mstep: Class 2 contains 33973 members Entering Unmasked Estep Score: -9106411.000000 Penalty: 5516.672852 Iteration 0F: 3 clusters Score -9106411 nChanged 31514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32022 members Mstep: Class 2 contains 35643 members Entering Unmasked Estep Score: -9124268.000000 Penalty: 5516.672852 Iteration 1F: 3 clusters Score -9124268 nChanged 3156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30614 members Mstep: Class 2 contains 37051 members Entering Unmasked Estep Score: -9125684.000000 Penalty: 5516.672852 Iteration 2Q: 3 clusters Score -9125684 nChanged 4001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28369 members Mstep: Class 2 contains 39296 members Entering Unmasked Estep Score: -9128120.000000 Penalty: 5516.672852 Iteration 3F: 3 clusters Score -9128120 nChanged 5138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24937 members Mstep: Class 2 contains 42728 members Entering Unmasked Estep Score: -9131819.000000 Penalty: 5516.672852 Iteration 4F: 3 clusters Score -9131819 nChanged 5631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20684 members Mstep: Class 2 contains 46981 members Entering Unmasked Estep Score: -9135948.000000 Penalty: 5516.672852 Iteration 5F: 3 clusters Score -9135948 nChanged 5200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16534 members Mstep: Class 2 contains 51131 members Entering Unmasked Estep Score: -9139783.000000 Penalty: 5516.672852 Iteration 6F: 3 clusters Score -9139783 nChanged 3891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13259 members Mstep: Class 2 contains 54406 members Entering Unmasked Estep Score: -9142389.000000 Penalty: 5516.672852 Iteration 7F: 3 clusters Score -9142389 nChanged 2939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10566 members Mstep: Class 2 contains 57099 members Entering Unmasked Estep Score: -9144349.000000 Penalty: 5516.672852 Iteration 8Q: 3 clusters Score -9144349 nChanged 2335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8299 members Mstep: Class 2 contains 59366 members Entering Unmasked Estep Score: -9146247.000000 Penalty: 5516.672852 Iteration 9Q: 3 clusters Score -9146247 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 61151 members Entering Unmasked Estep Score: -9148111.000000 Penalty: 5516.672852 Iteration 10Q: 3 clusters Score -9148111 nChanged 1244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 62327 members Entering Unmasked Estep Score: -9149571.000000 Penalty: 5516.672852 Iteration 11Q: 3 clusters Score -9149571 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 62992 members Entering Unmasked Estep Score: -9150571.000000 Penalty: 5516.672852 Iteration 12Q: 3 clusters Score -9150571 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 63389 members Entering Unmasked Estep Score: -9150988.000000 Penalty: 5516.672852 Iteration 13Q: 3 clusters Score -9150988 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 63703 members Entering Unmasked Estep Score: -9151216.000000 Penalty: 5516.672852 Iteration 14Q: 3 clusters Score -9151216 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3709 members Mstep: Class 2 contains 63956 members Entering Unmasked Estep Score: -9151333.000000 Penalty: 5516.672852 Iteration 15Q: 3 clusters Score -9151333 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 64151 members Entering Unmasked Estep Score: -9151424.000000 Penalty: 5516.672852 Iteration 16Q: 3 clusters Score -9151424 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 64303 members Entering Unmasked Estep Score: -9151503.000000 Penalty: 5516.672852 Iteration 17Q: 3 clusters Score -9151503 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 64415 members Entering Unmasked Estep Score: -9151560.000000 Penalty: 5516.672852 Iteration 18Q: 3 clusters Score -9151560 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 64511 members Entering Unmasked Estep Score: -9151574.000000 Penalty: 5516.672852 Iteration 19Q: 3 clusters Score -9151574 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 64602 members Entering Unmasked Estep Score: -9151587.000000 Penalty: 5516.672852 Iteration 20F: 3 clusters Score -9151587 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 64657 members Entering Unmasked Estep Score: -9151591.000000 Penalty: 5516.672852 Iteration 21Q: 3 clusters Score -9151591 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 64698 members Entering Unmasked Estep Score: -9151596.000000 Penalty: 5516.672852 Iteration 22Q: 3 clusters Score -9151596 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 64744 members Entering Unmasked Estep Score: -9151616.000000 Penalty: 5516.672852 Iteration 23Q: 3 clusters Score -9151616 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 64785 members Entering Unmasked Estep Score: -9151623.000000 Penalty: 5516.672852 Iteration 24Q: 3 clusters Score -9151623 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 64815 members Entering Unmasked Estep Score: -9151640.000000 Penalty: 5516.672852 Iteration 25Q: 3 clusters Score -9151640 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 64836 members Entering Unmasked Estep Score: -9151645.000000 Penalty: 5516.672852 Iteration 26Q: 3 clusters Score -9151645 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 64855 members Entering Unmasked Estep Score: -9151656.000000 Penalty: 5516.672852 Iteration 27Q: 3 clusters Score -9151656 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2788 members Mstep: Class 2 contains 64877 members Entering Unmasked Estep Score: -9151636.000000 Penalty: 5516.672852 Iteration 28Q: 3 clusters Score -9151636 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 64899 members Entering Unmasked Estep Score: -9151647.000000 Penalty: 5516.672852 Iteration 29Q: 3 clusters Score -9151647 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 64916 members Entering Unmasked Estep Score: -9151642.000000 Penalty: 5516.672852 Iteration 30Q: 3 clusters Score -9151642 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 64927 members Entering Unmasked Estep Score: -9151649.000000 Penalty: 5516.672852 Iteration 31Q: 3 clusters Score -9151649 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 64934 members Entering Unmasked Estep Score: -9151643.000000 Penalty: 5516.672852 Iteration 32Q: 3 clusters Score -9151643 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 64943 members Entering Unmasked Estep Score: -9151633.000000 Penalty: 5516.672852 Iteration 33Q: 3 clusters Score -9151633 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 64945 members Entering Unmasked Estep Score: -9151636.000000 Penalty: 5516.672852 Iteration 34Q: 3 clusters Score -9151636 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 64949 members Entering Unmasked Estep Score: -9151644.000000 Penalty: 5516.672852 Iteration 35Q: 3 clusters Score -9151644 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 64951 members Entering Unmasked Estep Score: -9151642.000000 Penalty: 5516.672852 Iteration 36Q: 3 clusters Score -9151642 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 64951 members Entering Unmasked Estep Score: -9151642.000000 Penalty: 5516.672852 Iteration 37F: 3 clusters Score -9151642 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145335 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 2714 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 120536 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4160 members Mstep: Class 13 contains 6954 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5303 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Mstep: Class 26 contains 64951 members Entering Unmasked Estep Score: -85869232.000000 Penalty: 86358.609375 Splitting cluster 6 changes total score from -85869408.000000 to -85869232.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (9388 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Entering Unmasked Estep Score: -1252358.125000 Penalty: 2268.502441 Iteration 0F: 2 clusters Score -1252358 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -1244963.625000 Penalty: 4537.004883 Iteration 0F: 3 clusters Score -1244964 nChanged 3967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -1247102.875000 Penalty: 4537.004883 Iteration 1F: 3 clusters Score -1247103 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -1247381.500000 Penalty: 4537.004883 Iteration 2F: 3 clusters Score -1247382 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1247603.875000 Penalty: 4537.004883 Iteration 3Q: 3 clusters Score -1247604 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -1247788.125000 Penalty: 4537.004883 Iteration 4Q: 3 clusters Score -1247788 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 5507 members Entering Unmasked Estep Score: -1247936.625000 Penalty: 4537.004883 Iteration 5Q: 3 clusters Score -1247937 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -1248099.875000 Penalty: 4537.004883 Iteration 6Q: 3 clusters Score -1248100 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -1248274.750000 Penalty: 4537.004883 Iteration 7Q: 3 clusters Score -1248275 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 6257 members Entering Unmasked Estep Score: -1248495.750000 Penalty: 4537.004883 Iteration 8Q: 3 clusters Score -1248496 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 6586 members Entering Unmasked Estep Score: -1248707.375000 Penalty: 4537.004883 Iteration 9Q: 3 clusters Score -1248707 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 6917 members Entering Unmasked Estep Score: -1248915.250000 Penalty: 4537.004883 Iteration 10Q: 3 clusters Score -1248915 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 7245 members Entering Unmasked Estep Score: -1249145.250000 Penalty: 4537.004883 Iteration 11Q: 3 clusters Score -1249145 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -1249386.750000 Penalty: 4537.004883 Iteration 12Q: 3 clusters Score -1249387 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -1249613.250000 Penalty: 4537.004883 Iteration 13Q: 3 clusters Score -1249613 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 8159 members Entering Unmasked Estep Score: -1249836.750000 Penalty: 4537.004883 Iteration 14Q: 3 clusters Score -1249837 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -1250044.375000 Penalty: 4537.004883 Iteration 15Q: 3 clusters Score -1250044 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 8590 members Entering Unmasked Estep Score: -1250214.125000 Penalty: 4537.004883 Iteration 16Q: 3 clusters Score -1250214 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 8721 members Entering Unmasked Estep Score: -1250327.375000 Penalty: 4537.004883 Iteration 17Q: 3 clusters Score -1250327 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 8797 members Entering Unmasked Estep Score: -1250390.500000 Penalty: 4537.004883 Iteration 18Q: 3 clusters Score -1250390 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -1250427.750000 Penalty: 4537.004883 Iteration 19Q: 3 clusters Score -1250428 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 8870 members Entering Unmasked Estep Score: -1250455.125000 Penalty: 4537.004883 Iteration 20F: 3 clusters Score -1250455 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 8892 members Entering Unmasked Estep Score: -1250475.875000 Penalty: 4537.004883 Iteration 21Q: 3 clusters Score -1250476 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 8910 members Entering Unmasked Estep Score: -1250490.125000 Penalty: 4537.004883 Iteration 22Q: 3 clusters Score -1250490 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 8932 members Entering Unmasked Estep Score: -1250508.375000 Penalty: 4537.004883 Iteration 23Q: 3 clusters Score -1250508 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -1250520.375000 Penalty: 4537.004883 Iteration 24Q: 3 clusters Score -1250520 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 8953 members Entering Unmasked Estep Score: -1250534.375000 Penalty: 4537.004883 Iteration 25Q: 3 clusters Score -1250534 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 8968 members Entering Unmasked Estep Score: -1250549.875000 Penalty: 4537.004883 Iteration 26Q: 3 clusters Score -1250550 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -1250565.000000 Penalty: 4537.004883 Iteration 27Q: 3 clusters Score -1250565 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -1250575.875000 Penalty: 4537.004883 Iteration 28Q: 3 clusters Score -1250576 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 9001 members Entering Unmasked Estep Score: -1250587.625000 Penalty: 4537.004883 Iteration 29Q: 3 clusters Score -1250588 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 9013 members Entering Unmasked Estep Score: -1250605.750000 Penalty: 4537.004883 Iteration 30Q: 3 clusters Score -1250606 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 9024 members Entering Unmasked Estep Score: -1250618.750000 Penalty: 4537.004883 Iteration 31Q: 3 clusters Score -1250619 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 9034 members Entering Unmasked Estep Score: -1250631.375000 Penalty: 4537.004883 Iteration 32Q: 3 clusters Score -1250631 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 9037 members Entering Unmasked Estep Score: -1250633.750000 Penalty: 4537.004883 Iteration 33Q: 3 clusters Score -1250634 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -1250634.750000 Penalty: 4537.004883 Iteration 34Q: 3 clusters Score -1250635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -1250634.750000 Penalty: 4537.004883 Iteration 35F: 3 clusters Score -1250635 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (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: -29410.277344 Penalty: 1394.756348 Iteration 0F: 2 clusters Score -29410.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -28202.685547 Penalty: 2789.512695 Iteration 0F: 3 clusters Score -28202.69 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -28364.005859 Penalty: 2789.512695 Iteration 1F: 3 clusters Score -28364.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -28409.119141 Penalty: 2789.512695 Iteration 2Q: 3 clusters Score -28409.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28466.908203 Penalty: 2789.512695 Iteration 3Q: 3 clusters Score -28466.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28493.876953 Penalty: 2789.512695 Iteration 4Q: 3 clusters Score -28493.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28502.410156 Penalty: 2789.512695 Iteration 5Q: 3 clusters Score -28502.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -28511.199219 Penalty: 2789.512695 Iteration 6Q: 3 clusters Score -28511.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -28520.990234 Penalty: 2789.512695 Iteration 7Q: 3 clusters Score -28520.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -28535.812500 Penalty: 2789.512695 Iteration 8Q: 3 clusters Score -28535.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -28535.812500 Penalty: 2789.512695 Iteration 9F: 3 clusters Score -28535.81 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (120536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120536 members Entering Unmasked Estep Score: -16076708.000000 Penalty: 2901.526611 Iteration 0F: 2 clusters Score -1.607671e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60146 members Mstep: Class 2 contains 60390 members Entering Unmasked Estep Score: -15997129.000000 Penalty: 5803.053223 Iteration 0F: 3 clusters Score -1.599713e+07 nChanged 57195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58657 members Mstep: Class 2 contains 61879 members Entering Unmasked Estep Score: -16029667.000000 Penalty: 5803.053223 Iteration 1F: 3 clusters Score -1.602967e+07 nChanged 3807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57992 members Mstep: Class 2 contains 62544 members Entering Unmasked Estep Score: -16030624.000000 Penalty: 5803.053223 Iteration 2Q: 3 clusters Score -1.603062e+07 nChanged 3971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57167 members Mstep: Class 2 contains 63369 members Entering Unmasked Estep Score: -16031907.000000 Penalty: 5803.053223 Iteration 3Q: 3 clusters Score -1.603191e+07 nChanged 4496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56129 members Mstep: Class 2 contains 64407 members Entering Unmasked Estep Score: -16033495.000000 Penalty: 5803.053223 Iteration 4Q: 3 clusters Score -1.60335e+07 nChanged 5362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54745 members Mstep: Class 2 contains 65791 members Entering Unmasked Estep Score: -16036261.000000 Penalty: 5803.053223 Iteration 5Q: 3 clusters Score -1.603626e+07 nChanged 6623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52976 members Mstep: Class 2 contains 67560 members Entering Unmasked Estep Score: -16040511.000000 Penalty: 5803.053223 Iteration 6F: 3 clusters Score -1.604051e+07 nChanged 7900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50814 members Mstep: Class 2 contains 69722 members Entering Unmasked Estep Score: -16047073.000000 Penalty: 5803.053223 Iteration 7F: 3 clusters Score -1.604707e+07 nChanged 8677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48571 members Mstep: Class 2 contains 71965 members Entering Unmasked Estep Score: -16055823.000000 Penalty: 5803.053223 Iteration 8F: 3 clusters Score -1.605582e+07 nChanged 8528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47259 members Mstep: Class 2 contains 73277 members Entering Unmasked Estep Score: -16064891.000000 Penalty: 5803.053223 Iteration 9F: 3 clusters Score -1.606489e+07 nChanged 7447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47704 members Mstep: Class 2 contains 72832 members Entering Unmasked Estep Score: -16071611.000000 Penalty: 5803.053223 Iteration 10F: 3 clusters Score -1.607161e+07 nChanged 5876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49516 members Mstep: Class 2 contains 71020 members Entering Unmasked Estep Score: -16075868.000000 Penalty: 5803.053223 Iteration 11Q: 3 clusters Score -1.607587e+07 nChanged 4517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51989 members Mstep: Class 2 contains 68547 members Entering Unmasked Estep Score: -16079222.000000 Penalty: 5803.053223 Iteration 12Q: 3 clusters Score -1.607922e+07 nChanged 3660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54837 members Mstep: Class 2 contains 65699 members Entering Unmasked Estep Score: -16082190.000000 Penalty: 5803.053223 Iteration 13Q: 3 clusters Score -1.608219e+07 nChanged 3238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57857 members Mstep: Class 2 contains 62679 members Entering Unmasked Estep Score: -16085279.000000 Penalty: 5803.053223 Iteration 14Q: 3 clusters Score -1.608528e+07 nChanged 3080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60885 members Mstep: Class 2 contains 59651 members Entering Unmasked Estep Score: -16088076.000000 Penalty: 5803.053223 Iteration 15Q: 3 clusters Score -1.608808e+07 nChanged 2649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63534 members Mstep: Class 2 contains 57002 members Entering Unmasked Estep Score: -16089736.000000 Penalty: 5803.053223 Iteration 16Q: 3 clusters Score -1.608974e+07 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65608 members Mstep: Class 2 contains 54928 members Entering Unmasked Estep Score: -16090848.000000 Penalty: 5803.053223 Iteration 17Q: 3 clusters Score -1.609085e+07 nChanged 1625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67233 members Mstep: Class 2 contains 53303 members Entering Unmasked Estep Score: -16091506.000000 Penalty: 5803.053223 Iteration 18Q: 3 clusters Score -1.609151e+07 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68437 members Mstep: Class 2 contains 52099 members Entering Unmasked Estep Score: -16091884.000000 Penalty: 5803.053223 Iteration 19Q: 3 clusters Score -1.609188e+07 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69314 members Mstep: Class 2 contains 51222 members Entering Unmasked Estep Score: -16092149.000000 Penalty: 5803.053223 Iteration 20F: 3 clusters Score -1.609215e+07 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69989 members Mstep: Class 2 contains 50547 members Entering Unmasked Estep Score: -16092235.000000 Penalty: 5803.053223 Iteration 21Q: 3 clusters Score -1.609224e+07 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70494 members Mstep: Class 2 contains 50042 members Entering Unmasked Estep Score: -16092268.000000 Penalty: 5803.053223 Iteration 22Q: 3 clusters Score -1.609227e+07 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70851 members Mstep: Class 2 contains 49685 members Entering Unmasked Estep Score: -16092322.000000 Penalty: 5803.053223 Iteration 23Q: 3 clusters Score -1.609232e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71112 members Mstep: Class 2 contains 49424 members Entering Unmasked Estep Score: -16092355.000000 Penalty: 5803.053223 Iteration 24Q: 3 clusters Score -1.609236e+07 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71282 members Mstep: Class 2 contains 49254 members Entering Unmasked Estep Score: -16092337.000000 Penalty: 5803.053223 Iteration 25Q: 3 clusters Score -1.609234e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71404 members Mstep: Class 2 contains 49132 members Entering Unmasked Estep Score: -16092350.000000 Penalty: 5803.053223 Iteration 26Q: 3 clusters Score -1.609235e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71480 members Mstep: Class 2 contains 49056 members Entering Unmasked Estep Score: -16092322.000000 Penalty: 5803.053223 Iteration 27Q: 3 clusters Score -1.609232e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71543 members Mstep: Class 2 contains 48993 members Entering Unmasked Estep Score: -16092324.000000 Penalty: 5803.053223 Iteration 28Q: 3 clusters Score -1.609232e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71593 members Mstep: Class 2 contains 48943 members Entering Unmasked Estep Score: -16092328.000000 Penalty: 5803.053223 Iteration 29Q: 3 clusters Score -1.609233e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71624 members Mstep: Class 2 contains 48912 members Entering Unmasked Estep Score: -16092313.000000 Penalty: 5803.053223 Iteration 30Q: 3 clusters Score -1.609231e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71645 members Mstep: Class 2 contains 48891 members Entering Unmasked Estep Score: -16092309.000000 Penalty: 5803.053223 Iteration 31Q: 3 clusters Score -1.609231e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71661 members Mstep: Class 2 contains 48875 members Entering Unmasked Estep Score: -16092305.000000 Penalty: 5803.053223 Iteration 32Q: 3 clusters Score -1.60923e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71672 members Mstep: Class 2 contains 48864 members Entering Unmasked Estep Score: -16092302.000000 Penalty: 5803.053223 Iteration 33Q: 3 clusters Score -1.60923e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71679 members Mstep: Class 2 contains 48857 members Entering Unmasked Estep Score: -16092307.000000 Penalty: 5803.053223 Iteration 34Q: 3 clusters Score -1.609231e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71685 members Mstep: Class 2 contains 48851 members Entering Unmasked Estep Score: -16092305.000000 Penalty: 5803.053223 Iteration 35Q: 3 clusters Score -1.60923e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71690 members Mstep: Class 2 contains 48846 members Entering Unmasked Estep Score: -16092301.000000 Penalty: 5803.053223 Iteration 36Q: 3 clusters Score -1.60923e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71697 members Mstep: Class 2 contains 48839 members Entering Unmasked Estep Score: -16092298.000000 Penalty: 5803.053223 Iteration 37Q: 3 clusters Score -1.60923e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71704 members Mstep: Class 2 contains 48832 members Entering Unmasked Estep Score: -16092302.000000 Penalty: 5803.053223 Iteration 38Q: 3 clusters Score -1.60923e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71713 members Mstep: Class 2 contains 48823 members Entering Unmasked Estep Score: -16092300.000000 Penalty: 5803.053223 Iteration 39Q: 3 clusters Score -1.60923e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71717 members Mstep: Class 2 contains 48819 members Entering Unmasked Estep Score: -16092290.000000 Penalty: 5803.053223 Iteration 40F: 3 clusters Score -1.609229e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71719 members Mstep: Class 2 contains 48817 members Entering Unmasked Estep Score: -16092297.000000 Penalty: 5803.053223 Iteration 41Q: 3 clusters Score -1.60923e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71719 members Mstep: Class 2 contains 48817 members Entering Unmasked Estep Score: -16092297.000000 Penalty: 5803.053223 Iteration 42F: 3 clusters Score -1.60923e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145335 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67665 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 71719 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4160 members Mstep: Class 13 contains 6954 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5303 members Mstep: Class 19 contains 1045 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Mstep: Class 26 contains 48817 members Entering Unmasked Estep Score: -85884000.000000 Penalty: 86358.609375 Splitting cluster 9 changes total score from -85869408.000000 to -85884000.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 10 (44469 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44469 members Entering Unmasked Estep Score: -6001836.000000 Penalty: 2654.231934 Iteration 0F: 2 clusters Score -6001836 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22244 members Mstep: Class 2 contains 22225 members Entering Unmasked Estep Score: -5971753.500000 Penalty: 5308.463867 Iteration 0F: 3 clusters Score -5971754 nChanged 20497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22829 members Mstep: Class 2 contains 21640 members Entering Unmasked Estep Score: -5983263.000000 Penalty: 5308.463867 Iteration 1F: 3 clusters Score -5983263 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23201 members Mstep: Class 2 contains 21268 members Entering Unmasked Estep Score: -5983785.500000 Penalty: 5308.463867 Iteration 2Q: 3 clusters Score -5983786 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23743 members Mstep: Class 2 contains 20726 members Entering Unmasked Estep Score: -5984276.500000 Penalty: 5308.463867 Iteration 3Q: 3 clusters Score -5984276 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24521 members Mstep: Class 2 contains 19948 members Entering Unmasked Estep Score: -5984851.500000 Penalty: 5308.463867 Iteration 4Q: 3 clusters Score -5984852 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25595 members Mstep: Class 2 contains 18874 members Entering Unmasked Estep Score: -5985585.500000 Penalty: 5308.463867 Iteration 5Q: 3 clusters Score -5985586 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27036 members Mstep: Class 2 contains 17433 members Entering Unmasked Estep Score: -5986482.500000 Penalty: 5308.463867 Iteration 6Q: 3 clusters Score -5986482 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28909 members Mstep: Class 2 contains 15560 members Entering Unmasked Estep Score: -5987681.000000 Penalty: 5308.463867 Iteration 7F: 3 clusters Score -5987681 nChanged 2542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31149 members Mstep: Class 2 contains 13320 members Entering Unmasked Estep Score: -5989169.500000 Penalty: 5308.463867 Iteration 8F: 3 clusters Score -5989170 nChanged 2645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33656 members Mstep: Class 2 contains 10813 members Entering Unmasked Estep Score: -5990976.500000 Penalty: 5308.463867 Iteration 9F: 3 clusters Score -5990976 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36298 members Mstep: Class 2 contains 8171 members Entering Unmasked Estep Score: -5993087.500000 Penalty: 5308.463867 Iteration 10F: 3 clusters Score -5993088 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38742 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -5995086.500000 Penalty: 5308.463867 Iteration 11F: 3 clusters Score -5995086 nChanged 1980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40704 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -5996747.000000 Penalty: 5308.463867 Iteration 12Q: 3 clusters Score -5996747 nChanged 1447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42145 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -5997886.000000 Penalty: 5308.463867 Iteration 13Q: 3 clusters Score -5997886 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43018 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -5998608.000000 Penalty: 5308.463867 Iteration 14Q: 3 clusters Score -5998608 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43509 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -5999020.000000 Penalty: 5308.463867 Iteration 15Q: 3 clusters Score -5999020 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43781 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -5999254.000000 Penalty: 5308.463867 Iteration 16Q: 3 clusters Score -5999254 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43904 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -5999349.500000 Penalty: 5308.463867 Iteration 17Q: 3 clusters Score -5999350 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43961 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -5999408.000000 Penalty: 5308.463867 Iteration 18Q: 3 clusters Score -5999408 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44000 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -5999439.000000 Penalty: 5308.463867 Iteration 19Q: 3 clusters Score -5999439 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44030 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -5999465.500000 Penalty: 5308.463867 Iteration 20F: 3 clusters Score -5999466 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44048 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -5999496.500000 Penalty: 5308.463867 Iteration 21Q: 3 clusters Score -5999496 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44056 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -5999511.500000 Penalty: 5308.463867 Iteration 22Q: 3 clusters Score -5999512 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44064 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -5999517.500000 Penalty: 5308.463867 Iteration 23Q: 3 clusters Score -5999518 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44071 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -5999536.500000 Penalty: 5308.463867 Iteration 24Q: 3 clusters Score -5999536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44076 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -5999538.500000 Penalty: 5308.463867 Iteration 25Q: 3 clusters Score -5999538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44083 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -5999546.500000 Penalty: 5308.463867 Iteration 26Q: 3 clusters Score -5999546 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44092 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -5999541.000000 Penalty: 5308.463867 Iteration 27Q: 3 clusters Score -5999541 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44094 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -5999555.500000 Penalty: 5308.463867 Iteration 28Q: 3 clusters Score -5999556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44098 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -5999557.000000 Penalty: 5308.463867 Iteration 29Q: 3 clusters Score -5999557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44101 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -5999561.500000 Penalty: 5308.463867 Iteration 30Q: 3 clusters Score -5999562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44105 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -5999568.000000 Penalty: 5308.463867 Iteration 31Q: 3 clusters Score -5999568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44107 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -5999565.500000 Penalty: 5308.463867 Iteration 32Q: 3 clusters Score -5999566 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44111 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -5999577.000000 Penalty: 5308.463867 Iteration 33Q: 3 clusters Score -5999577 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44113 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -5999580.000000 Penalty: 5308.463867 Iteration 34Q: 3 clusters Score -5999580 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44113 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -5999586.000000 Penalty: 5308.463867 Iteration 35Q: 3 clusters Score -5999586 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44112 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -5999588.500000 Penalty: 5308.463867 Iteration 36Q: 3 clusters Score -5999588 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44112 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -5999588.500000 Penalty: 5308.463867 Iteration 37F: 3 clusters Score -5999588 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Entering Unmasked Estep Score: -142410.515625 Penalty: 1738.109375 Iteration 0F: 2 clusters Score -142410.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -140407.359375 Penalty: 3476.218750 Iteration 0F: 3 clusters Score -140407.4 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -140673.171875 Penalty: 3476.218750 Iteration 1F: 3 clusters Score -140673.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -140758.953125 Penalty: 3476.218750 Iteration 2F: 3 clusters Score -140759 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -140793.703125 Penalty: 3476.218750 Iteration 3Q: 3 clusters Score -140793.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -140823.734375 Penalty: 3476.218750 Iteration 4Q: 3 clusters Score -140823.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -140846.875000 Penalty: 3476.218750 Iteration 5Q: 3 clusters Score -140846.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -140863.500000 Penalty: 3476.218750 Iteration 6Q: 3 clusters Score -140863.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -140879.703125 Penalty: 3476.218750 Iteration 7Q: 3 clusters Score -140879.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -140892.421875 Penalty: 3476.218750 Iteration 8Q: 3 clusters Score -140892.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -140901.796875 Penalty: 3476.218750 Iteration 9Q: 3 clusters Score -140901.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -140907.531250 Penalty: 3476.218750 Iteration 10Q: 3 clusters Score -140907.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -140908.031250 Penalty: 3476.218750 Iteration 11Q: 3 clusters Score -140908 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -140908.031250 Penalty: 3476.218750 Iteration 12F: 3 clusters Score -140908 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Entering Unmasked Estep Score: -516636.062500 Penalty: 2066.650879 Iteration 0F: 2 clusters Score -516636.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -512625.843750 Penalty: 4133.301758 Iteration 0F: 3 clusters Score -512625.8 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -513711.000000 Penalty: 4133.301758 Iteration 1F: 3 clusters Score -513711 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -514033.968750 Penalty: 4133.301758 Iteration 2F: 3 clusters Score -514034 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -514309.468750 Penalty: 4133.301758 Iteration 3F: 3 clusters Score -514309.5 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -514617.031250 Penalty: 4133.301758 Iteration 4F: 3 clusters Score -514617 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -514861.437500 Penalty: 4133.301758 Iteration 5F: 3 clusters Score -514861.4 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -515028.968750 Penalty: 4133.301758 Iteration 6Q: 3 clusters Score -515029 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -515145.281250 Penalty: 4133.301758 Iteration 7Q: 3 clusters Score -515145.3 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -515237.718750 Penalty: 4133.301758 Iteration 8Q: 3 clusters Score -515237.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -515278.375000 Penalty: 4133.301758 Iteration 9Q: 3 clusters Score -515278.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -515311.125000 Penalty: 4133.301758 Iteration 10Q: 3 clusters Score -515311.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -515338.250000 Penalty: 4133.301758 Iteration 11Q: 3 clusters Score -515338.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -515357.562500 Penalty: 4133.301758 Iteration 12Q: 3 clusters Score -515357.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -515373.062500 Penalty: 4133.301758 Iteration 13Q: 3 clusters Score -515373.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -515381.312500 Penalty: 4133.301758 Iteration 14Q: 3 clusters Score -515381.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -515393.937500 Penalty: 4133.301758 Iteration 15Q: 3 clusters Score -515393.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -515404.718750 Penalty: 4133.301758 Iteration 16Q: 3 clusters Score -515404.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -515410.437500 Penalty: 4133.301758 Iteration 17Q: 3 clusters Score -515410.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2314 members Entering Unmasked Estep Score: -515420.406250 Penalty: 4133.301758 Iteration 18Q: 3 clusters Score -515420.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -515423.625000 Penalty: 4133.301758 Iteration 19Q: 3 clusters Score -515423.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -515427.031250 Penalty: 4133.301758 Iteration 20F: 3 clusters Score -515427 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -515430.500000 Penalty: 4133.301758 Iteration 21Q: 3 clusters Score -515430.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -515432.625000 Penalty: 4133.301758 Iteration 22Q: 3 clusters Score -515432.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -515435.062500 Penalty: 4133.301758 Iteration 23Q: 3 clusters Score -515435.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -515434.468750 Penalty: 4133.301758 Iteration 24Q: 3 clusters Score -515434.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -515435.187500 Penalty: 4133.301758 Iteration 25Q: 3 clusters Score -515435.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -515435.812500 Penalty: 4133.301758 Iteration 26Q: 3 clusters Score -515435.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -515435.812500 Penalty: 4133.301758 Iteration 27F: 3 clusters Score -515435.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Entering Unmasked Estep Score: -868506.812500 Penalty: 2194.073975 Iteration 0F: 2 clusters Score -868506.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -862732.625000 Penalty: 4388.147949 Iteration 0F: 3 clusters Score -862732.6 nChanged 2785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3350 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -864207.437500 Penalty: 4388.147949 Iteration 1F: 3 clusters Score -864207.4 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -864474.875000 Penalty: 4388.147949 Iteration 2F: 3 clusters Score -864474.9 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -864690.312500 Penalty: 4388.147949 Iteration 3F: 3 clusters Score -864690.3 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -864867.750000 Penalty: 4388.147949 Iteration 4Q: 3 clusters Score -864867.8 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -865009.875000 Penalty: 4388.147949 Iteration 5Q: 3 clusters Score -865009.9 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -865131.937500 Penalty: 4388.147949 Iteration 6Q: 3 clusters Score -865131.9 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 3918 members Entering Unmasked Estep Score: -865234.375000 Penalty: 4388.147949 Iteration 7Q: 3 clusters Score -865234.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -865326.812500 Penalty: 4388.147949 Iteration 8Q: 3 clusters Score -865326.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -865419.375000 Penalty: 4388.147949 Iteration 9Q: 3 clusters Score -865419.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -865488.375000 Penalty: 4388.147949 Iteration 10Q: 3 clusters Score -865488.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -865548.937500 Penalty: 4388.147949 Iteration 11Q: 3 clusters Score -865548.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -865611.437500 Penalty: 4388.147949 Iteration 12Q: 3 clusters Score -865611.4 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -865682.375000 Penalty: 4388.147949 Iteration 13Q: 3 clusters Score -865682.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -865746.125000 Penalty: 4388.147949 Iteration 14Q: 3 clusters Score -865746.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -865831.437500 Penalty: 4388.147949 Iteration 15Q: 3 clusters Score -865831.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -865939.875000 Penalty: 4388.147949 Iteration 16Q: 3 clusters Score -865939.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 4893 members Entering Unmasked Estep Score: -866032.875000 Penalty: 4388.147949 Iteration 17Q: 3 clusters Score -866032.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -866140.687500 Penalty: 4388.147949 Iteration 18Q: 3 clusters Score -866140.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -866251.000000 Penalty: 4388.147949 Iteration 19Q: 3 clusters Score -866251 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 5234 members Entering Unmasked Estep Score: -866363.812500 Penalty: 4388.147949 Iteration 20F: 3 clusters Score -866363.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 5331 members Entering Unmasked Estep Score: -866470.062500 Penalty: 4388.147949 Iteration 21Q: 3 clusters Score -866470.1 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -866580.375000 Penalty: 4388.147949 Iteration 22Q: 3 clusters Score -866580.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -866643.125000 Penalty: 4388.147949 Iteration 23Q: 3 clusters Score -866643.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -866685.125000 Penalty: 4388.147949 Iteration 24Q: 3 clusters Score -866685.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -866716.437500 Penalty: 4388.147949 Iteration 25Q: 3 clusters Score -866716.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -866738.000000 Penalty: 4388.147949 Iteration 26Q: 3 clusters Score -866738 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -866751.687500 Penalty: 4388.147949 Iteration 27Q: 3 clusters Score -866751.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -866762.750000 Penalty: 4388.147949 Iteration 28Q: 3 clusters Score -866762.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 5663 members Entering Unmasked Estep Score: -866774.000000 Penalty: 4388.147949 Iteration 29Q: 3 clusters Score -866774 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -866784.375000 Penalty: 4388.147949 Iteration 30Q: 3 clusters Score -866784.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -866791.062500 Penalty: 4388.147949 Iteration 31Q: 3 clusters Score -866791.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 5704 members Entering Unmasked Estep Score: -866794.812500 Penalty: 4388.147949 Iteration 32Q: 3 clusters Score -866794.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 5718 members Entering Unmasked Estep Score: -866802.250000 Penalty: 4388.147949 Iteration 33Q: 3 clusters Score -866802.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 5729 members Entering Unmasked Estep Score: -866808.750000 Penalty: 4388.147949 Iteration 34Q: 3 clusters Score -866808.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 5741 members Entering Unmasked Estep Score: -866815.250000 Penalty: 4388.147949 Iteration 35Q: 3 clusters Score -866815.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 5757 members Entering Unmasked Estep Score: -866826.312500 Penalty: 4388.147949 Iteration 36Q: 3 clusters Score -866826.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -866838.812500 Penalty: 4388.147949 Iteration 37Q: 3 clusters Score -866838.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 5796 members Entering Unmasked Estep Score: -866845.187500 Penalty: 4388.147949 Iteration 38Q: 3 clusters Score -866845.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -866849.187500 Penalty: 4388.147949 Iteration 39Q: 3 clusters Score -866849.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 5812 members Entering Unmasked Estep Score: -866851.687500 Penalty: 4388.147949 Iteration 40F: 3 clusters Score -866851.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -866860.437500 Penalty: 4388.147949 Iteration 41Q: 3 clusters Score -866860.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -866867.187500 Penalty: 4388.147949 Iteration 42Q: 3 clusters Score -866867.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -866871.000000 Penalty: 4388.147949 Iteration 43Q: 3 clusters Score -866871 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -866886.625000 Penalty: 4388.147949 Iteration 44Q: 3 clusters Score -866886.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 5880 members Entering Unmasked Estep Score: -866904.375000 Penalty: 4388.147949 Iteration 45Q: 3 clusters Score -866904.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 5897 members Entering Unmasked Estep Score: -866916.187500 Penalty: 4388.147949 Iteration 46Q: 3 clusters Score -866916.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -866922.125000 Penalty: 4388.147949 Iteration 47Q: 3 clusters Score -866922.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 5913 members Entering Unmasked Estep Score: -866921.375000 Penalty: 4388.147949 Iteration 48Q: 3 clusters Score -866921.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -866924.125000 Penalty: 4388.147949 Iteration 49Q: 3 clusters Score -866924.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 5915 members Entering Unmasked Estep Score: -866926.437500 Penalty: 4388.147949 Iteration 50Q: 3 clusters Score -866926.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 5918 members Entering Unmasked Estep Score: -866927.437500 Penalty: 4388.147949 Iteration 51Q: 3 clusters Score -866927.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -866927.437500 Penalty: 4388.147949 Iteration 52Q: 3 clusters Score -866927.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -866930.000000 Penalty: 4388.147949 Iteration 53Q: 3 clusters Score -866930 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -866928.937500 Penalty: 4388.147949 Iteration 54Q: 3 clusters Score -866928.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 5927 members Entering Unmasked Estep Score: -866930.562500 Penalty: 4388.147949 Iteration 55Q: 3 clusters Score -866930.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -866933.687500 Penalty: 4388.147949 Iteration 56Q: 3 clusters Score -866933.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -866936.500000 Penalty: 4388.147949 Iteration 57Q: 3 clusters Score -866936.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -866935.187500 Penalty: 4388.147949 Iteration 58Q: 3 clusters Score -866935.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -866935.187500 Penalty: 4388.147949 Iteration 59F: 3 clusters Score -866935.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -665152.312500 Penalty: 2112.561279 Iteration 0F: 2 clusters Score -665152.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -660616.312500 Penalty: 4225.122559 Iteration 0F: 3 clusters Score -660616.3 nChanged 1935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -661736.812500 Penalty: 4225.122559 Iteration 1F: 3 clusters Score -661736.8 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -661982.437500 Penalty: 4225.122559 Iteration 2F: 3 clusters Score -661982.4 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -662150.500000 Penalty: 4225.122559 Iteration 3F: 3 clusters Score -662150.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -662273.312500 Penalty: 4225.122559 Iteration 4Q: 3 clusters Score -662273.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -662364.000000 Penalty: 4225.122559 Iteration 5Q: 3 clusters Score -662364 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2846 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -662429.812500 Penalty: 4225.122559 Iteration 6Q: 3 clusters Score -662429.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -662481.062500 Penalty: 4225.122559 Iteration 7Q: 3 clusters Score -662481.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -662533.250000 Penalty: 4225.122559 Iteration 8Q: 3 clusters Score -662533.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -662580.750000 Penalty: 4225.122559 Iteration 9Q: 3 clusters Score -662580.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -662619.125000 Penalty: 4225.122559 Iteration 10Q: 3 clusters Score -662619.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -662648.562500 Penalty: 4225.122559 Iteration 11Q: 3 clusters Score -662648.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -662678.812500 Penalty: 4225.122559 Iteration 12Q: 3 clusters Score -662678.8 nChanged 60 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: -662705.125000 Penalty: 4225.122559 Iteration 13Q: 3 clusters Score -662705.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -662725.187500 Penalty: 4225.122559 Iteration 14Q: 3 clusters Score -662725.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -662740.500000 Penalty: 4225.122559 Iteration 15Q: 3 clusters Score -662740.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -662754.750000 Penalty: 4225.122559 Iteration 16Q: 3 clusters Score -662754.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -662769.625000 Penalty: 4225.122559 Iteration 17Q: 3 clusters Score -662769.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -662783.875000 Penalty: 4225.122559 Iteration 18Q: 3 clusters Score -662783.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -662792.437500 Penalty: 4225.122559 Iteration 19Q: 3 clusters Score -662792.4 nChanged 25 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: -662799.937500 Penalty: 4225.122559 Iteration 20F: 3 clusters Score -662799.9 nChanged 22 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: -662808.312500 Penalty: 4225.122559 Iteration 21Q: 3 clusters Score -662808.3 nChanged 16 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: -662812.625000 Penalty: 4225.122559 Iteration 22Q: 3 clusters Score -662812.6 nChanged 17 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: -662818.562500 Penalty: 4225.122559 Iteration 23Q: 3 clusters Score -662818.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2924 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -662826.000000 Penalty: 4225.122559 Iteration 24Q: 3 clusters Score -662826 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -662837.187500 Penalty: 4225.122559 Iteration 25Q: 3 clusters Score -662837.2 nChanged 30 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: -662845.750000 Penalty: 4225.122559 Iteration 26Q: 3 clusters Score -662845.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -662860.000000 Penalty: 4225.122559 Iteration 27Q: 3 clusters Score -662860 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -662873.500000 Penalty: 4225.122559 Iteration 28Q: 3 clusters Score -662873.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -662885.250000 Penalty: 4225.122559 Iteration 29Q: 3 clusters Score -662885.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -662901.750000 Penalty: 4225.122559 Iteration 30Q: 3 clusters Score -662901.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -662913.687500 Penalty: 4225.122559 Iteration 31Q: 3 clusters Score -662913.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -662926.187500 Penalty: 4225.122559 Iteration 32Q: 3 clusters Score -662926.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -662938.250000 Penalty: 4225.122559 Iteration 33Q: 3 clusters Score -662938.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -662952.625000 Penalty: 4225.122559 Iteration 34Q: 3 clusters Score -662952.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -662970.125000 Penalty: 4225.122559 Iteration 35Q: 3 clusters Score -662970.1 nChanged 43 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: -662989.187500 Penalty: 4225.122559 Iteration 36Q: 3 clusters Score -662989.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -663006.375000 Penalty: 4225.122559 Iteration 37Q: 3 clusters Score -663006.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -663024.625000 Penalty: 4225.122559 Iteration 38Q: 3 clusters Score -663024.6 nChanged 51 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: -663051.687500 Penalty: 4225.122559 Iteration 39Q: 3 clusters Score -663051.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -663080.250000 Penalty: 4225.122559 Iteration 40F: 3 clusters Score -663080.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -663101.875000 Penalty: 4225.122559 Iteration 41Q: 3 clusters Score -663101.9 nChanged 39 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: -663121.000000 Penalty: 4225.122559 Iteration 42Q: 3 clusters Score -663121 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2803 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -663135.750000 Penalty: 4225.122559 Iteration 43Q: 3 clusters Score -663135.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -663152.000000 Penalty: 4225.122559 Iteration 44Q: 3 clusters Score -663152 nChanged 31 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: -663166.937500 Penalty: 4225.122559 Iteration 45Q: 3 clusters Score -663166.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2790 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -663187.375000 Penalty: 4225.122559 Iteration 46Q: 3 clusters Score -663187.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -663203.812500 Penalty: 4225.122559 Iteration 47Q: 3 clusters Score -663203.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -663223.750000 Penalty: 4225.122559 Iteration 48Q: 3 clusters Score -663223.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -663240.187500 Penalty: 4225.122559 Iteration 49Q: 3 clusters Score -663240.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -663252.500000 Penalty: 4225.122559 Iteration 50Q: 3 clusters Score -663252.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -663274.500000 Penalty: 4225.122559 Iteration 51Q: 3 clusters Score -663274.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -663291.812500 Penalty: 4225.122559 Iteration 52Q: 3 clusters Score -663291.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -663311.687500 Penalty: 4225.122559 Iteration 53Q: 3 clusters Score -663311.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -663336.437500 Penalty: 4225.122559 Iteration 54Q: 3 clusters Score -663336.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2696 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -663362.062500 Penalty: 4225.122559 Iteration 55Q: 3 clusters Score -663362.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -663395.187500 Penalty: 4225.122559 Iteration 56Q: 3 clusters Score -663395.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -663417.687500 Penalty: 4225.122559 Iteration 57Q: 3 clusters Score -663417.7 nChanged 47 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: -663439.687500 Penalty: 4225.122559 Iteration 58Q: 3 clusters Score -663439.7 nChanged 38 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: -663459.250000 Penalty: 4225.122559 Iteration 59Q: 3 clusters Score -663459.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -663480.937500 Penalty: 4225.122559 Iteration 60F: 3 clusters Score -663480.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -663501.812500 Penalty: 4225.122559 Iteration 61Q: 3 clusters Score -663501.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -663518.000000 Penalty: 4225.122559 Iteration 62Q: 3 clusters Score -663518 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -663527.250000 Penalty: 4225.122559 Iteration 63Q: 3 clusters Score -663527.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -663541.500000 Penalty: 4225.122559 Iteration 64Q: 3 clusters Score -663541.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -663559.812500 Penalty: 4225.122559 Iteration 65Q: 3 clusters Score -663559.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -663572.062500 Penalty: 4225.122559 Iteration 66Q: 3 clusters Score -663572.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -663583.250000 Penalty: 4225.122559 Iteration 67Q: 3 clusters Score -663583.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -663592.500000 Penalty: 4225.122559 Iteration 68Q: 3 clusters Score -663592.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -663599.750000 Penalty: 4225.122559 Iteration 69Q: 3 clusters Score -663599.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -663604.875000 Penalty: 4225.122559 Iteration 70Q: 3 clusters Score -663604.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -663612.000000 Penalty: 4225.122559 Iteration 71Q: 3 clusters Score -663612 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -663618.187500 Penalty: 4225.122559 Iteration 72Q: 3 clusters Score -663618.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -663623.312500 Penalty: 4225.122559 Iteration 73Q: 3 clusters Score -663623.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -663625.812500 Penalty: 4225.122559 Iteration 74Q: 3 clusters Score -663625.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -663627.000000 Penalty: 4225.122559 Iteration 75Q: 3 clusters Score -663627 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -663628.312500 Penalty: 4225.122559 Iteration 76Q: 3 clusters Score -663628.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -663629.500000 Penalty: 4225.122559 Iteration 77Q: 3 clusters Score -663629.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -663630.375000 Penalty: 4225.122559 Iteration 78Q: 3 clusters Score -663630.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -663633.687500 Penalty: 4225.122559 Iteration 79Q: 3 clusters Score -663633.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -663634.625000 Penalty: 4225.122559 Iteration 80F: 3 clusters Score -663634.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -663635.375000 Penalty: 4225.122559 Iteration 81Q: 3 clusters Score -663635.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -663635.562500 Penalty: 4225.122559 Iteration 82Q: 3 clusters Score -663635.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -663634.812500 Penalty: 4225.122559 Iteration 83Q: 3 clusters Score -663634.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -663636.312500 Penalty: 4225.122559 Iteration 84Q: 3 clusters Score -663636.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -663636.312500 Penalty: 4225.122559 Iteration 85F: 3 clusters Score -663636.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (51733 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51733 members Entering Unmasked Estep Score: -6926873.000000 Penalty: 2691.755127 Iteration 0F: 2 clusters Score -6926873 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25824 members Mstep: Class 2 contains 25909 members Entering Unmasked Estep Score: -6892261.500000 Penalty: 5383.510254 Iteration 0F: 3 clusters Score -6892262 nChanged 23985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26067 members Mstep: Class 2 contains 25666 members Entering Unmasked Estep Score: -6905335.000000 Penalty: 5383.510254 Iteration 1F: 3 clusters Score -6905335 nChanged 2035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26426 members Mstep: Class 2 contains 25307 members Entering Unmasked Estep Score: -6905880.000000 Penalty: 5383.510254 Iteration 2Q: 3 clusters Score -6905880 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26986 members Mstep: Class 2 contains 24747 members Entering Unmasked Estep Score: -6906383.500000 Penalty: 5383.510254 Iteration 3Q: 3 clusters Score -6906384 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27809 members Mstep: Class 2 contains 23924 members Entering Unmasked Estep Score: -6906974.000000 Penalty: 5383.510254 Iteration 4Q: 3 clusters Score -6906974 nChanged 2101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28970 members Mstep: Class 2 contains 22763 members Entering Unmasked Estep Score: -6907681.000000 Penalty: 5383.510254 Iteration 5Q: 3 clusters Score -6907681 nChanged 2310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30576 members Mstep: Class 2 contains 21157 members Entering Unmasked Estep Score: -6908632.000000 Penalty: 5383.510254 Iteration 6Q: 3 clusters Score -6908632 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32674 members Mstep: Class 2 contains 19059 members Entering Unmasked Estep Score: -6909945.500000 Penalty: 5383.510254 Iteration 7F: 3 clusters Score -6909946 nChanged 3006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35264 members Mstep: Class 2 contains 16469 members Entering Unmasked Estep Score: -6911604.500000 Penalty: 5383.510254 Iteration 8F: 3 clusters Score -6911604 nChanged 3308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38310 members Mstep: Class 2 contains 13423 members Entering Unmasked Estep Score: -6913822.500000 Penalty: 5383.510254 Iteration 9F: 3 clusters Score -6913822 nChanged 3361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41491 members Mstep: Class 2 contains 10242 members Entering Unmasked Estep Score: -6916429.000000 Penalty: 5383.510254 Iteration 10F: 3 clusters Score -6916429 nChanged 3140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44539 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -6918972.500000 Penalty: 5383.510254 Iteration 11F: 3 clusters Score -6918972 nChanged 2503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47014 members Mstep: Class 2 contains 4719 members Entering Unmasked Estep Score: -6920967.000000 Penalty: 5383.510254 Iteration 12Q: 3 clusters Score -6920967 nChanged 1743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48731 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -6922394.500000 Penalty: 5383.510254 Iteration 13Q: 3 clusters Score -6922394 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49865 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -6923311.500000 Penalty: 5383.510254 Iteration 14Q: 3 clusters Score -6923312 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50542 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -6923877.500000 Penalty: 5383.510254 Iteration 15Q: 3 clusters Score -6923878 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50899 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -6924167.500000 Penalty: 5383.510254 Iteration 16Q: 3 clusters Score -6924168 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51088 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -6924314.000000 Penalty: 5383.510254 Iteration 17Q: 3 clusters Score -6924314 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51185 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -6924438.500000 Penalty: 5383.510254 Iteration 18Q: 3 clusters Score -6924438 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51247 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -6924480.500000 Penalty: 5383.510254 Iteration 19Q: 3 clusters Score -6924480 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51280 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -6924528.500000 Penalty: 5383.510254 Iteration 20F: 3 clusters Score -6924528 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51305 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -6924547.500000 Penalty: 5383.510254 Iteration 21Q: 3 clusters Score -6924548 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51317 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -6924578.000000 Penalty: 5383.510254 Iteration 22Q: 3 clusters Score -6924578 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51329 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -6924598.500000 Penalty: 5383.510254 Iteration 23Q: 3 clusters Score -6924598 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51337 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -6924612.500000 Penalty: 5383.510254 Iteration 24Q: 3 clusters Score -6924612 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51341 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -6924613.000000 Penalty: 5383.510254 Iteration 25Q: 3 clusters Score -6924613 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51343 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -6924623.500000 Penalty: 5383.510254 Iteration 26Q: 3 clusters Score -6924624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51346 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -6924628.500000 Penalty: 5383.510254 Iteration 27Q: 3 clusters Score -6924628 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51348 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -6924635.000000 Penalty: 5383.510254 Iteration 28Q: 3 clusters Score -6924635 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51350 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -6924634.500000 Penalty: 5383.510254 Iteration 29Q: 3 clusters Score -6924634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51350 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -6924638.000000 Penalty: 5383.510254 Iteration 30Q: 3 clusters Score -6924638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51350 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -6924638.000000 Penalty: 5383.510254 Iteration 31F: 3 clusters Score -6924638 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -677487.437500 Penalty: 2129.783936 Iteration 0F: 2 clusters Score -677487.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -672763.125000 Penalty: 4259.567871 Iteration 0F: 3 clusters Score -672763.1 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -674021.750000 Penalty: 4259.567871 Iteration 1F: 3 clusters Score -674021.8 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -674392.250000 Penalty: 4259.567871 Iteration 2F: 3 clusters Score -674392.2 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -674694.875000 Penalty: 4259.567871 Iteration 3F: 3 clusters Score -674694.9 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -674940.062500 Penalty: 4259.567871 Iteration 4F: 3 clusters Score -674940.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3169 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -675169.125000 Penalty: 4259.567871 Iteration 5F: 3 clusters Score -675169.1 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -675374.375000 Penalty: 4259.567871 Iteration 6F: 3 clusters Score -675374.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -675554.437500 Penalty: 4259.567871 Iteration 7Q: 3 clusters Score -675554.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -675682.875000 Penalty: 4259.567871 Iteration 8Q: 3 clusters Score -675682.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -675786.125000 Penalty: 4259.567871 Iteration 9Q: 3 clusters Score -675786.1 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -675858.250000 Penalty: 4259.567871 Iteration 10Q: 3 clusters Score -675858.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -675912.250000 Penalty: 4259.567871 Iteration 11Q: 3 clusters Score -675912.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -675957.750000 Penalty: 4259.567871 Iteration 12Q: 3 clusters Score -675957.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -675994.250000 Penalty: 4259.567871 Iteration 13Q: 3 clusters Score -675994.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3937 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -676036.125000 Penalty: 4259.567871 Iteration 14Q: 3 clusters Score -676036.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -676063.750000 Penalty: 4259.567871 Iteration 15Q: 3 clusters Score -676063.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -676085.187500 Penalty: 4259.567871 Iteration 16Q: 3 clusters Score -676085.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -676102.125000 Penalty: 4259.567871 Iteration 17Q: 3 clusters Score -676102.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -676115.562500 Penalty: 4259.567871 Iteration 18Q: 3 clusters Score -676115.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -676123.250000 Penalty: 4259.567871 Iteration 19Q: 3 clusters Score -676123.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -676127.625000 Penalty: 4259.567871 Iteration 20F: 3 clusters Score -676127.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -676127.562500 Penalty: 4259.567871 Iteration 21Q: 3 clusters Score -676127.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -676130.062500 Penalty: 4259.567871 Iteration 22Q: 3 clusters Score -676130.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -676130.000000 Penalty: 4259.567871 Iteration 23Q: 3 clusters Score -676130 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -676131.625000 Penalty: 4259.567871 Iteration 24Q: 3 clusters Score -676131.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -676132.687500 Penalty: 4259.567871 Iteration 25Q: 3 clusters Score -676132.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -676133.500000 Penalty: 4259.567871 Iteration 26Q: 3 clusters Score -676133.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4008 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -676134.937500 Penalty: 4259.567871 Iteration 27Q: 3 clusters Score -676134.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -676135.812500 Penalty: 4259.567871 Iteration 28Q: 3 clusters Score -676135.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4007 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -676136.375000 Penalty: 4259.567871 Iteration 29Q: 3 clusters Score -676136.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -676136.375000 Penalty: 4259.567871 Iteration 30Q: 3 clusters Score -676136.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -676136.375000 Penalty: 4259.567871 Iteration 31F: 3 clusters Score -676136.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (106972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106972 members Entering Unmasked Estep Score: -14137646.000000 Penalty: 2871.919922 Iteration 0F: 2 clusters Score -1.413765e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53125 members Mstep: Class 2 contains 53847 members Entering Unmasked Estep Score: -14066251.000000 Penalty: 5743.839844 Iteration 0F: 3 clusters Score -1.406625e+07 nChanged 50704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49597 members Mstep: Class 2 contains 57375 members Entering Unmasked Estep Score: -14095541.000000 Penalty: 5743.839844 Iteration 1F: 3 clusters Score -1.409554e+07 nChanged 3859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47314 members Mstep: Class 2 contains 59658 members Entering Unmasked Estep Score: -14096791.000000 Penalty: 5743.839844 Iteration 2Q: 3 clusters Score -1.409679e+07 nChanged 4499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43843 members Mstep: Class 2 contains 63129 members Entering Unmasked Estep Score: -14098610.000000 Penalty: 5743.839844 Iteration 3Q: 3 clusters Score -1.409861e+07 nChanged 5496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38911 members Mstep: Class 2 contains 68061 members Entering Unmasked Estep Score: -14101506.000000 Penalty: 5743.839844 Iteration 4F: 3 clusters Score -1.410151e+07 nChanged 6966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32195 members Mstep: Class 2 contains 74777 members Entering Unmasked Estep Score: -14106139.000000 Penalty: 5743.839844 Iteration 5F: 3 clusters Score -1.410614e+07 nChanged 8428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23865 members Mstep: Class 2 contains 83107 members Entering Unmasked Estep Score: -14112924.000000 Penalty: 5743.839844 Iteration 6F: 3 clusters Score -1.411292e+07 nChanged 8707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15186 members Mstep: Class 2 contains 91786 members Entering Unmasked Estep Score: -14121055.000000 Penalty: 5743.839844 Iteration 7F: 3 clusters Score -1.412106e+07 nChanged 7127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8067 members Mstep: Class 2 contains 98905 members Entering Unmasked Estep Score: -14127909.000000 Penalty: 5743.839844 Iteration 8F: 3 clusters Score -1.412791e+07 nChanged 4282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 103183 members Entering Unmasked Estep Score: -14131917.000000 Penalty: 5743.839844 Iteration 9Q: 3 clusters Score -1.413192e+07 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 105235 members Entering Unmasked Estep Score: -14133729.000000 Penalty: 5743.839844 Iteration 10Q: 3 clusters Score -1.413373e+07 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 106057 members Entering Unmasked Estep Score: -14134445.000000 Penalty: 5743.839844 Iteration 11Q: 3 clusters Score -1.413444e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 106336 members Entering Unmasked Estep Score: -14134797.000000 Penalty: 5743.839844 Iteration 12Q: 3 clusters Score -1.41348e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 106438 members Entering Unmasked Estep Score: -14134949.000000 Penalty: 5743.839844 Iteration 13Q: 3 clusters Score -1.413495e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 106482 members Entering Unmasked Estep Score: -14135022.000000 Penalty: 5743.839844 Iteration 14Q: 3 clusters Score -1.413502e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 106508 members Entering Unmasked Estep Score: -14135076.000000 Penalty: 5743.839844 Iteration 15Q: 3 clusters Score -1.413508e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 106521 members Entering Unmasked Estep Score: -14135123.000000 Penalty: 5743.839844 Iteration 16Q: 3 clusters Score -1.413512e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 106535 members Entering Unmasked Estep Score: -14135141.000000 Penalty: 5743.839844 Iteration 17Q: 3 clusters Score -1.413514e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 106538 members Entering Unmasked Estep Score: -14135164.000000 Penalty: 5743.839844 Iteration 18Q: 3 clusters Score -1.413516e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 106541 members Entering Unmasked Estep Score: -14135172.000000 Penalty: 5743.839844 Iteration 19Q: 3 clusters Score -1.413517e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 106539 members Entering Unmasked Estep Score: -14135189.000000 Penalty: 5743.839844 Iteration 20F: 3 clusters Score -1.413519e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 106544 members Entering Unmasked Estep Score: -14135209.000000 Penalty: 5743.839844 Iteration 21Q: 3 clusters Score -1.413521e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 106551 members Entering Unmasked Estep Score: -14135216.000000 Penalty: 5743.839844 Iteration 22Q: 3 clusters Score -1.413522e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 106551 members Entering Unmasked Estep Score: -14135212.000000 Penalty: 5743.839844 Iteration 23Q: 3 clusters Score -1.413521e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 106554 members Entering Unmasked Estep Score: -14135222.000000 Penalty: 5743.839844 Iteration 24Q: 3 clusters Score -1.413522e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 106554 members Entering Unmasked Estep Score: -14135222.000000 Penalty: 5743.839844 Iteration 25Q: 3 clusters Score -1.413522e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 106554 members Entering Unmasked Estep Score: -14135233.000000 Penalty: 5743.839844 Iteration 26Q: 3 clusters Score -1.413523e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 106552 members Entering Unmasked Estep Score: -14135225.000000 Penalty: 5743.839844 Iteration 27Q: 3 clusters Score -1.413522e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 106549 members Entering Unmasked Estep Score: -14135219.000000 Penalty: 5743.839844 Iteration 28Q: 3 clusters Score -1.413522e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 106550 members Entering Unmasked Estep Score: -14135221.000000 Penalty: 5743.839844 Iteration 29Q: 3 clusters Score -1.413522e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 106550 members Entering Unmasked Estep Score: -14135221.000000 Penalty: 5743.839844 Iteration 30F: 3 clusters Score -1.413522e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5303 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5303 members Entering Unmasked Estep Score: -667808.250000 Penalty: 2126.854980 Iteration 0F: 2 clusters Score -667808.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -663122.187500 Penalty: 4253.709961 Iteration 0F: 3 clusters Score -663122.2 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2858 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -664333.375000 Penalty: 4253.709961 Iteration 1F: 3 clusters Score -664333.4 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -664601.312500 Penalty: 4253.709961 Iteration 2F: 3 clusters Score -664601.3 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -664782.187500 Penalty: 4253.709961 Iteration 3F: 3 clusters Score -664782.2 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -664914.000000 Penalty: 4253.709961 Iteration 4Q: 3 clusters Score -664914 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -665006.500000 Penalty: 4253.709961 Iteration 5Q: 3 clusters Score -665006.5 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -665071.375000 Penalty: 4253.709961 Iteration 6Q: 3 clusters Score -665071.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -665118.312500 Penalty: 4253.709961 Iteration 7Q: 3 clusters Score -665118.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -665152.562500 Penalty: 4253.709961 Iteration 8Q: 3 clusters Score -665152.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -665184.625000 Penalty: 4253.709961 Iteration 9Q: 3 clusters Score -665184.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -665216.062500 Penalty: 4253.709961 Iteration 10Q: 3 clusters Score -665216.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -665243.062500 Penalty: 4253.709961 Iteration 11Q: 3 clusters Score -665243.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -665269.375000 Penalty: 4253.709961 Iteration 12Q: 3 clusters Score -665269.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3373 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -665293.937500 Penalty: 4253.709961 Iteration 13Q: 3 clusters Score -665293.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3405 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -665312.687500 Penalty: 4253.709961 Iteration 14Q: 3 clusters Score -665312.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -665331.187500 Penalty: 4253.709961 Iteration 15Q: 3 clusters Score -665331.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -665346.312500 Penalty: 4253.709961 Iteration 16Q: 3 clusters Score -665346.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -665365.375000 Penalty: 4253.709961 Iteration 17Q: 3 clusters Score -665365.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -665384.875000 Penalty: 4253.709961 Iteration 18Q: 3 clusters Score -665384.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -665399.875000 Penalty: 4253.709961 Iteration 19Q: 3 clusters Score -665399.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -665416.750000 Penalty: 4253.709961 Iteration 20F: 3 clusters Score -665416.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -665437.187500 Penalty: 4253.709961 Iteration 21Q: 3 clusters Score -665437.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -665458.500000 Penalty: 4253.709961 Iteration 22Q: 3 clusters Score -665458.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -665479.375000 Penalty: 4253.709961 Iteration 23Q: 3 clusters Score -665479.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -665495.750000 Penalty: 4253.709961 Iteration 24Q: 3 clusters Score -665495.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -665512.625000 Penalty: 4253.709961 Iteration 25Q: 3 clusters Score -665512.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -665525.000000 Penalty: 4253.709961 Iteration 26Q: 3 clusters Score -665525 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -665542.375000 Penalty: 4253.709961 Iteration 27Q: 3 clusters Score -665542.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -665558.375000 Penalty: 4253.709961 Iteration 28Q: 3 clusters Score -665558.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -665570.375000 Penalty: 4253.709961 Iteration 29Q: 3 clusters Score -665570.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -665584.250000 Penalty: 4253.709961 Iteration 30Q: 3 clusters Score -665584.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -665598.250000 Penalty: 4253.709961 Iteration 31Q: 3 clusters Score -665598.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -665613.875000 Penalty: 4253.709961 Iteration 32Q: 3 clusters Score -665613.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -665636.437500 Penalty: 4253.709961 Iteration 33Q: 3 clusters Score -665636.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4057 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -665658.187500 Penalty: 4253.709961 Iteration 34Q: 3 clusters Score -665658.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -665686.250000 Penalty: 4253.709961 Iteration 35Q: 3 clusters Score -665686.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -665707.250000 Penalty: 4253.709961 Iteration 36Q: 3 clusters Score -665707.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -665731.625000 Penalty: 4253.709961 Iteration 37Q: 3 clusters Score -665731.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4199 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -665752.687500 Penalty: 4253.709961 Iteration 38Q: 3 clusters Score -665752.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -665774.500000 Penalty: 4253.709961 Iteration 39Q: 3 clusters Score -665774.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -665789.750000 Penalty: 4253.709961 Iteration 40F: 3 clusters Score -665789.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -665804.312500 Penalty: 4253.709961 Iteration 41Q: 3 clusters Score -665804.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -665820.562500 Penalty: 4253.709961 Iteration 42Q: 3 clusters Score -665820.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -665836.062500 Penalty: 4253.709961 Iteration 43Q: 3 clusters Score -665836.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4361 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -665855.125000 Penalty: 4253.709961 Iteration 44Q: 3 clusters Score -665855.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -665873.062500 Penalty: 4253.709961 Iteration 45Q: 3 clusters Score -665873.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -665884.125000 Penalty: 4253.709961 Iteration 46Q: 3 clusters Score -665884.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -665895.312500 Penalty: 4253.709961 Iteration 47Q: 3 clusters Score -665895.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -665909.125000 Penalty: 4253.709961 Iteration 48Q: 3 clusters Score -665909.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -665920.125000 Penalty: 4253.709961 Iteration 49Q: 3 clusters Score -665920.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -665936.500000 Penalty: 4253.709961 Iteration 50Q: 3 clusters Score -665936.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -665946.125000 Penalty: 4253.709961 Iteration 51Q: 3 clusters Score -665946.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -665954.500000 Penalty: 4253.709961 Iteration 52Q: 3 clusters Score -665954.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -665965.812500 Penalty: 4253.709961 Iteration 53Q: 3 clusters Score -665965.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4533 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -665980.125000 Penalty: 4253.709961 Iteration 54Q: 3 clusters Score -665980.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -665998.062500 Penalty: 4253.709961 Iteration 55Q: 3 clusters Score -665998.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -666011.625000 Penalty: 4253.709961 Iteration 56Q: 3 clusters Score -666011.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -666025.437500 Penalty: 4253.709961 Iteration 57Q: 3 clusters Score -666025.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4597 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -666033.125000 Penalty: 4253.709961 Iteration 58Q: 3 clusters Score -666033.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4608 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -666040.000000 Penalty: 4253.709961 Iteration 59Q: 3 clusters Score -666040 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -666044.562500 Penalty: 4253.709961 Iteration 60F: 3 clusters Score -666044.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -666046.562500 Penalty: 4253.709961 Iteration 61Q: 3 clusters Score -666046.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -666046.625000 Penalty: 4253.709961 Iteration 62Q: 3 clusters Score -666046.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -666047.500000 Penalty: 4253.709961 Iteration 63Q: 3 clusters Score -666047.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -666049.062500 Penalty: 4253.709961 Iteration 64Q: 3 clusters Score -666049.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -666050.750000 Penalty: 4253.709961 Iteration 65Q: 3 clusters Score -666050.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -666051.750000 Penalty: 4253.709961 Iteration 66Q: 3 clusters Score -666051.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -666053.312500 Penalty: 4253.709961 Iteration 67Q: 3 clusters Score -666053.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -666053.312500 Penalty: 4253.709961 Iteration 68F: 3 clusters Score -666053.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1045 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Entering Unmasked Estep Score: -127451.382812 Penalty: 1724.039551 Iteration 0F: 2 clusters Score -127451.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -125446.523438 Penalty: 3448.079102 Iteration 0F: 3 clusters Score -125446.5 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -125758.968750 Penalty: 3448.079102 Iteration 1F: 3 clusters Score -125759 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -125993.226562 Penalty: 3448.079102 Iteration 2F: 3 clusters Score -125993.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -126247.726562 Penalty: 3448.079102 Iteration 3F: 3 clusters Score -126247.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -126594.078125 Penalty: 3448.079102 Iteration 4F: 3 clusters Score -126594.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -126916.023438 Penalty: 3448.079102 Iteration 5F: 3 clusters Score -126916 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -127275.984375 Penalty: 3448.079102 Iteration 6F: 3 clusters Score -127276 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -127978.226562 Penalty: 3448.079102 Iteration 7F: 3 clusters Score -127978.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -128362.460938 Penalty: 3448.079102 Iteration 8Q: 3 clusters Score -128362.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -128498.320312 Penalty: 3448.079102 Iteration 9Q: 3 clusters Score -128498.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -128531.125000 Penalty: 3448.079102 Iteration 10Q: 3 clusters Score -128531.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -128543.085938 Penalty: 3448.079102 Iteration 11Q: 3 clusters Score -128543.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -128544.664062 Penalty: 3448.079102 Iteration 12Q: 3 clusters Score -128544.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -128546.500000 Penalty: 3448.079102 Iteration 13Q: 3 clusters Score -128546.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -128546.500000 Penalty: 3448.079102 Iteration 14F: 3 clusters Score -128546.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145335 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67665 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 71719 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4160 members Mstep: Class 13 contains 6954 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5303 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 1109 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Mstep: Class 26 contains 48817 members Mstep: Class 27 contains 392 members Entering Unmasked Estep Score: -85883448.000000 Penalty: 89680.093750 Splitting cluster 19 changes total score from -85869408.000000 to -85883448.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 20 (1109 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Entering Unmasked Estep Score: -133556.296875 Penalty: 1738.781006 Iteration 0F: 2 clusters Score -133556.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -131595.390625 Penalty: 3477.562012 Iteration 0F: 3 clusters Score -131595.4 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -132096.500000 Penalty: 3477.562012 Iteration 1F: 3 clusters Score -132096.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -132449.609375 Penalty: 3477.562012 Iteration 2F: 3 clusters Score -132449.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -132936.484375 Penalty: 3477.562012 Iteration 3F: 3 clusters Score -132936.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -133527.953125 Penalty: 3477.562012 Iteration 4F: 3 clusters Score -133528 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -134156.687500 Penalty: 3477.562012 Iteration 5F: 3 clusters Score -134156.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -134813.671875 Penalty: 3477.562012 Iteration 6Q: 3 clusters Score -134813.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -134953.500000 Penalty: 3477.562012 Iteration 7Q: 3 clusters Score -134953.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -135052.921875 Penalty: 3477.562012 Iteration 8Q: 3 clusters Score -135052.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -135089.125000 Penalty: 3477.562012 Iteration 9Q: 3 clusters Score -135089.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -135098.609375 Penalty: 3477.562012 Iteration 10Q: 3 clusters Score -135098.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -135102.328125 Penalty: 3477.562012 Iteration 11Q: 3 clusters Score -135102.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -135105.546875 Penalty: 3477.562012 Iteration 12Q: 3 clusters Score -135105.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -135105.546875 Penalty: 3477.562012 Iteration 13F: 3 clusters Score -135105.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145335 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67665 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 71719 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4160 members Mstep: Class 13 contains 6954 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5303 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Mstep: Class 26 contains 48817 members Mstep: Class 27 contains 392 members Mstep: Class 28 contains 544 members Entering Unmasked Estep Score: -85883416.000000 Penalty: 93001.578125 Splitting cluster 20 changes total score from -85869408.000000 to -85883416.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 21 (10762 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Entering Unmasked Estep Score: -1409520.000000 Penalty: 2302.376465 Iteration 0F: 2 clusters Score -1409520 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 5347 members Entering Unmasked Estep Score: -1401331.250000 Penalty: 4604.752930 Iteration 0F: 3 clusters Score -1401331 nChanged 4551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 5238 members Entering Unmasked Estep Score: -1403699.125000 Penalty: 4604.752930 Iteration 1F: 3 clusters Score -1403699 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1403967.375000 Penalty: 4604.752930 Iteration 2F: 3 clusters Score -1403967 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -1404150.375000 Penalty: 4604.752930 Iteration 3Q: 3 clusters Score -1404150 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -1404305.500000 Penalty: 4604.752930 Iteration 4Q: 3 clusters Score -1404306 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1404419.125000 Penalty: 4604.752930 Iteration 5Q: 3 clusters Score -1404419 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6182 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -1404517.625000 Penalty: 4604.752930 Iteration 6Q: 3 clusters Score -1404518 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6379 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -1404623.000000 Penalty: 4604.752930 Iteration 7Q: 3 clusters Score -1404623 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -1404749.250000 Penalty: 4604.752930 Iteration 8Q: 3 clusters Score -1404749 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -1404899.375000 Penalty: 4604.752930 Iteration 9Q: 3 clusters Score -1404899 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7206 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1405074.750000 Penalty: 4604.752930 Iteration 10Q: 3 clusters Score -1405075 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -1405304.000000 Penalty: 4604.752930 Iteration 11Q: 3 clusters Score -1405304 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -1405558.875000 Penalty: 4604.752930 Iteration 12Q: 3 clusters Score -1405559 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -1405855.250000 Penalty: 4604.752930 Iteration 13Q: 3 clusters Score -1405855 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8877 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -1406159.625000 Penalty: 4604.752930 Iteration 14Q: 3 clusters Score -1406160 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9279 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -1406463.125000 Penalty: 4604.752930 Iteration 15Q: 3 clusters Score -1406463 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -1406732.125000 Penalty: 4604.752930 Iteration 16Q: 3 clusters Score -1406732 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9871 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1406935.250000 Penalty: 4604.752930 Iteration 17Q: 3 clusters Score -1406935 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10061 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -1407087.625000 Penalty: 4604.752930 Iteration 18Q: 3 clusters Score -1407088 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -1407214.125000 Penalty: 4604.752930 Iteration 19Q: 3 clusters Score -1407214 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10290 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -1407299.625000 Penalty: 4604.752930 Iteration 20F: 3 clusters Score -1407300 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1407349.000000 Penalty: 4604.752930 Iteration 21Q: 3 clusters Score -1407349 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -1407390.000000 Penalty: 4604.752930 Iteration 22Q: 3 clusters Score -1407390 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10400 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1407425.625000 Penalty: 4604.752930 Iteration 23Q: 3 clusters Score -1407426 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10416 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -1407453.000000 Penalty: 4604.752930 Iteration 24Q: 3 clusters Score -1407453 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1407472.250000 Penalty: 4604.752930 Iteration 25Q: 3 clusters Score -1407472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -1407483.000000 Penalty: 4604.752930 Iteration 26Q: 3 clusters Score -1407483 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -1407492.750000 Penalty: 4604.752930 Iteration 27Q: 3 clusters Score -1407493 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -1407499.500000 Penalty: 4604.752930 Iteration 28Q: 3 clusters Score -1407500 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10452 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -1407511.375000 Penalty: 4604.752930 Iteration 29Q: 3 clusters Score -1407511 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1407515.750000 Penalty: 4604.752930 Iteration 30Q: 3 clusters Score -1407516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1407517.500000 Penalty: 4604.752930 Iteration 31Q: 3 clusters Score -1407518 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10461 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -1407517.250000 Penalty: 4604.752930 Iteration 32Q: 3 clusters Score -1407517 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10462 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -1407518.375000 Penalty: 4604.752930 Iteration 33Q: 3 clusters Score -1407518 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -1407528.625000 Penalty: 4604.752930 Iteration 34Q: 3 clusters Score -1407529 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10469 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -1407529.875000 Penalty: 4604.752930 Iteration 35Q: 3 clusters Score -1407530 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10470 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1407535.000000 Penalty: 4604.752930 Iteration 36Q: 3 clusters Score -1407535 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10471 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1407538.875000 Penalty: 4604.752930 Iteration 37Q: 3 clusters Score -1407539 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10471 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1407540.250000 Penalty: 4604.752930 Iteration 38Q: 3 clusters Score -1407540 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10471 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1407540.250000 Penalty: 4604.752930 Iteration 39F: 3 clusters Score -1407540 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (39976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39976 members Entering Unmasked Estep Score: -5370633.500000 Penalty: 2627.816650 Iteration 0F: 2 clusters Score -5370634 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19943 members Mstep: Class 2 contains 20033 members Entering Unmasked Estep Score: -5343500.000000 Penalty: 5255.633301 Iteration 0F: 3 clusters Score -5343500 nChanged 18245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19450 members Mstep: Class 2 contains 20526 members Entering Unmasked Estep Score: -5353658.500000 Penalty: 5255.633301 Iteration 1F: 3 clusters Score -5353658 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19031 members Mstep: Class 2 contains 20945 members Entering Unmasked Estep Score: -5354192.500000 Penalty: 5255.633301 Iteration 2Q: 3 clusters Score -5354192 nChanged 1594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18411 members Mstep: Class 2 contains 21565 members Entering Unmasked Estep Score: -5354677.000000 Penalty: 5255.633301 Iteration 3Q: 3 clusters Score -5354677 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17478 members Mstep: Class 2 contains 22498 members Entering Unmasked Estep Score: -5355247.000000 Penalty: 5255.633301 Iteration 4Q: 3 clusters Score -5355247 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16201 members Mstep: Class 2 contains 23775 members Entering Unmasked Estep Score: -5356101.500000 Penalty: 5255.633301 Iteration 5Q: 3 clusters Score -5356102 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 25575 members Entering Unmasked Estep Score: -5357347.500000 Penalty: 5255.633301 Iteration 6F: 3 clusters Score -5357348 nChanged 2651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12142 members Mstep: Class 2 contains 27834 members Entering Unmasked Estep Score: -5359037.500000 Penalty: 5255.633301 Iteration 7F: 3 clusters Score -5359038 nChanged 2750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9680 members Mstep: Class 2 contains 30296 members Entering Unmasked Estep Score: -5361011.500000 Penalty: 5255.633301 Iteration 8F: 3 clusters Score -5361012 nChanged 2575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7315 members Mstep: Class 2 contains 32661 members Entering Unmasked Estep Score: -5362982.500000 Penalty: 5255.633301 Iteration 9F: 3 clusters Score -5362982 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 34683 members Entering Unmasked Estep Score: -5364629.000000 Penalty: 5255.633301 Iteration 10F: 3 clusters Score -5364629 nChanged 1678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 36315 members Entering Unmasked Estep Score: -5365951.500000 Penalty: 5255.633301 Iteration 11Q: 3 clusters Score -5365952 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 37414 members Entering Unmasked Estep Score: -5366771.500000 Penalty: 5255.633301 Iteration 12Q: 3 clusters Score -5366772 nChanged 794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 38182 members Entering Unmasked Estep Score: -5367394.500000 Penalty: 5255.633301 Iteration 13Q: 3 clusters Score -5367394 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 38652 members Entering Unmasked Estep Score: -5367787.000000 Penalty: 5255.633301 Iteration 14Q: 3 clusters Score -5367787 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 38925 members Entering Unmasked Estep Score: -5368004.000000 Penalty: 5255.633301 Iteration 15Q: 3 clusters Score -5368004 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 39089 members Entering Unmasked Estep Score: -5368150.500000 Penalty: 5255.633301 Iteration 16Q: 3 clusters Score -5368150 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 39192 members Entering Unmasked Estep Score: -5368231.000000 Penalty: 5255.633301 Iteration 17Q: 3 clusters Score -5368231 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 39259 members Entering Unmasked Estep Score: -5368290.000000 Penalty: 5255.633301 Iteration 18Q: 3 clusters Score -5368290 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 39308 members Entering Unmasked Estep Score: -5368344.500000 Penalty: 5255.633301 Iteration 19Q: 3 clusters Score -5368344 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 39352 members Entering Unmasked Estep Score: -5368374.000000 Penalty: 5255.633301 Iteration 20F: 3 clusters Score -5368374 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 39370 members Entering Unmasked Estep Score: -5368380.000000 Penalty: 5255.633301 Iteration 21Q: 3 clusters Score -5368380 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 39381 members Entering Unmasked Estep Score: -5368392.000000 Penalty: 5255.633301 Iteration 22Q: 3 clusters Score -5368392 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 39397 members Entering Unmasked Estep Score: -5368408.000000 Penalty: 5255.633301 Iteration 23Q: 3 clusters Score -5368408 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 39404 members Entering Unmasked Estep Score: -5368409.000000 Penalty: 5255.633301 Iteration 24Q: 3 clusters Score -5368409 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 39417 members Entering Unmasked Estep Score: -5368417.000000 Penalty: 5255.633301 Iteration 25Q: 3 clusters Score -5368417 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 39424 members Entering Unmasked Estep Score: -5368414.000000 Penalty: 5255.633301 Iteration 26Q: 3 clusters Score -5368414 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 39428 members Entering Unmasked Estep Score: -5368418.500000 Penalty: 5255.633301 Iteration 27Q: 3 clusters Score -5368418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 39431 members Entering Unmasked Estep Score: -5368419.500000 Penalty: 5255.633301 Iteration 28Q: 3 clusters Score -5368420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 39433 members Entering Unmasked Estep Score: -5368427.000000 Penalty: 5255.633301 Iteration 29Q: 3 clusters Score -5368427 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 39434 members Entering Unmasked Estep Score: -5368426.500000 Penalty: 5255.633301 Iteration 30Q: 3 clusters Score -5368426 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 39434 members Entering Unmasked Estep Score: -5368426.500000 Penalty: 5255.633301 Iteration 31F: 3 clusters Score -5368426 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3007 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Entering Unmasked Estep Score: -373662.906250 Penalty: 1986.157227 Iteration 0F: 2 clusters Score -373662.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -370424.656250 Penalty: 3972.314453 Iteration 0F: 3 clusters Score -370424.7 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -371111.562500 Penalty: 3972.314453 Iteration 1F: 3 clusters Score -371111.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -371279.031250 Penalty: 3972.314453 Iteration 2F: 3 clusters Score -371279 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -371390.437500 Penalty: 3972.314453 Iteration 3Q: 3 clusters Score -371390.4 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -371497.000000 Penalty: 3972.314453 Iteration 4Q: 3 clusters Score -371497 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -371588.375000 Penalty: 3972.314453 Iteration 5Q: 3 clusters Score -371588.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -371661.062500 Penalty: 3972.314453 Iteration 6Q: 3 clusters Score -371661.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -371746.312500 Penalty: 3972.314453 Iteration 7Q: 3 clusters Score -371746.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -371787.093750 Penalty: 3972.314453 Iteration 8Q: 3 clusters Score -371787.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -371814.343750 Penalty: 3972.314453 Iteration 9Q: 3 clusters Score -371814.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -371845.406250 Penalty: 3972.314453 Iteration 10Q: 3 clusters Score -371845.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -371884.500000 Penalty: 3972.314453 Iteration 11Q: 3 clusters Score -371884.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -371904.375000 Penalty: 3972.314453 Iteration 12Q: 3 clusters Score -371904.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -371929.093750 Penalty: 3972.314453 Iteration 13Q: 3 clusters Score -371929.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -371981.343750 Penalty: 3972.314453 Iteration 14Q: 3 clusters Score -371981.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -372001.562500 Penalty: 3972.314453 Iteration 15Q: 3 clusters Score -372001.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -372015.562500 Penalty: 3972.314453 Iteration 16Q: 3 clusters Score -372015.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -372024.218750 Penalty: 3972.314453 Iteration 17Q: 3 clusters Score -372024.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -372031.937500 Penalty: 3972.314453 Iteration 18Q: 3 clusters Score -372031.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -372039.625000 Penalty: 3972.314453 Iteration 19Q: 3 clusters Score -372039.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -372045.781250 Penalty: 3972.314453 Iteration 20F: 3 clusters Score -372045.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -372052.437500 Penalty: 3972.314453 Iteration 21Q: 3 clusters Score -372052.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -372059.031250 Penalty: 3972.314453 Iteration 22Q: 3 clusters Score -372059 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -372068.375000 Penalty: 3972.314453 Iteration 23Q: 3 clusters Score -372068.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -372078.187500 Penalty: 3972.314453 Iteration 24Q: 3 clusters Score -372078.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -372095.281250 Penalty: 3972.314453 Iteration 25Q: 3 clusters Score -372095.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -372112.312500 Penalty: 3972.314453 Iteration 26Q: 3 clusters Score -372112.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -372129.125000 Penalty: 3972.314453 Iteration 27Q: 3 clusters Score -372129.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -372146.281250 Penalty: 3972.314453 Iteration 28Q: 3 clusters Score -372146.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -372169.375000 Penalty: 3972.314453 Iteration 29Q: 3 clusters Score -372169.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -372193.125000 Penalty: 3972.314453 Iteration 30Q: 3 clusters Score -372193.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -372219.218750 Penalty: 3972.314453 Iteration 31Q: 3 clusters Score -372219.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -372246.437500 Penalty: 3972.314453 Iteration 32Q: 3 clusters Score -372246.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -372284.093750 Penalty: 3972.314453 Iteration 33Q: 3 clusters Score -372284.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -372327.531250 Penalty: 3972.314453 Iteration 34Q: 3 clusters Score -372327.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -372384.187500 Penalty: 3972.314453 Iteration 35Q: 3 clusters Score -372384.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -372449.937500 Penalty: 3972.314453 Iteration 36Q: 3 clusters Score -372449.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -372505.750000 Penalty: 3972.314453 Iteration 37Q: 3 clusters Score -372505.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -372568.906250 Penalty: 3972.314453 Iteration 38Q: 3 clusters Score -372568.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -372642.281250 Penalty: 3972.314453 Iteration 39Q: 3 clusters Score -372642.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -372713.812500 Penalty: 3972.314453 Iteration 40F: 3 clusters Score -372713.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -372791.750000 Penalty: 3972.314453 Iteration 41Q: 3 clusters Score -372791.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -372866.437500 Penalty: 3972.314453 Iteration 42Q: 3 clusters Score -372866.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -372932.468750 Penalty: 3972.314453 Iteration 43Q: 3 clusters Score -372932.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -372982.000000 Penalty: 3972.314453 Iteration 44Q: 3 clusters Score -372982 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -373011.437500 Penalty: 3972.314453 Iteration 45Q: 3 clusters Score -373011.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -373031.843750 Penalty: 3972.314453 Iteration 46Q: 3 clusters Score -373031.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -373044.093750 Penalty: 3972.314453 Iteration 47Q: 3 clusters Score -373044.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -373053.125000 Penalty: 3972.314453 Iteration 48Q: 3 clusters Score -373053.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -373059.906250 Penalty: 3972.314453 Iteration 49Q: 3 clusters Score -373059.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -373062.187500 Penalty: 3972.314453 Iteration 50Q: 3 clusters Score -373062.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -373072.406250 Penalty: 3972.314453 Iteration 51Q: 3 clusters Score -373072.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -373076.875000 Penalty: 3972.314453 Iteration 52Q: 3 clusters Score -373076.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -373078.343750 Penalty: 3972.314453 Iteration 53Q: 3 clusters Score -373078.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -373078.343750 Penalty: 3972.314453 Iteration 54F: 3 clusters Score -373078.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4624 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Entering Unmasked Estep Score: -614263.875000 Penalty: 2092.875732 Iteration 0F: 2 clusters Score -614263.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -610040.937500 Penalty: 4185.751465 Iteration 0F: 3 clusters Score -610040.9 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -611099.875000 Penalty: 4185.751465 Iteration 1F: 3 clusters Score -611099.9 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -611416.125000 Penalty: 4185.751465 Iteration 2F: 3 clusters Score -611416.1 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -611709.562500 Penalty: 4185.751465 Iteration 3F: 3 clusters Score -611709.6 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -611981.000000 Penalty: 4185.751465 Iteration 4F: 3 clusters Score -611981 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 3154 members Entering Unmasked Estep Score: -612241.375000 Penalty: 4185.751465 Iteration 5F: 3 clusters Score -612241.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -612445.312500 Penalty: 4185.751465 Iteration 6Q: 3 clusters Score -612445.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -612581.000000 Penalty: 4185.751465 Iteration 7Q: 3 clusters Score -612581 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -612713.187500 Penalty: 4185.751465 Iteration 8Q: 3 clusters Score -612713.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -612821.437500 Penalty: 4185.751465 Iteration 9Q: 3 clusters Score -612821.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -612896.687500 Penalty: 4185.751465 Iteration 10Q: 3 clusters Score -612896.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -612948.937500 Penalty: 4185.751465 Iteration 11Q: 3 clusters Score -612948.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -612982.875000 Penalty: 4185.751465 Iteration 12Q: 3 clusters Score -612982.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -613006.500000 Penalty: 4185.751465 Iteration 13Q: 3 clusters Score -613006.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -613039.000000 Penalty: 4185.751465 Iteration 14Q: 3 clusters Score -613039 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -613062.500000 Penalty: 4185.751465 Iteration 15Q: 3 clusters Score -613062.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -613076.625000 Penalty: 4185.751465 Iteration 16Q: 3 clusters Score -613076.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -613089.437500 Penalty: 4185.751465 Iteration 17Q: 3 clusters Score -613089.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 4120 members Entering Unmasked Estep Score: -613098.187500 Penalty: 4185.751465 Iteration 18Q: 3 clusters Score -613098.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 4128 members Entering Unmasked Estep Score: -613103.687500 Penalty: 4185.751465 Iteration 19Q: 3 clusters Score -613103.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -613106.875000 Penalty: 4185.751465 Iteration 20F: 3 clusters Score -613106.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 4139 members Entering Unmasked Estep Score: -613111.687500 Penalty: 4185.751465 Iteration 21Q: 3 clusters Score -613111.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -613112.062500 Penalty: 4185.751465 Iteration 22Q: 3 clusters Score -613112.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -613114.187500 Penalty: 4185.751465 Iteration 23Q: 3 clusters Score -613114.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -613116.250000 Penalty: 4185.751465 Iteration 24Q: 3 clusters Score -613116.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -613117.875000 Penalty: 4185.751465 Iteration 25Q: 3 clusters Score -613117.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -613119.500000 Penalty: 4185.751465 Iteration 26Q: 3 clusters Score -613119.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 4157 members Entering Unmasked Estep Score: -613121.437500 Penalty: 4185.751465 Iteration 27Q: 3 clusters Score -613121.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -613122.125000 Penalty: 4185.751465 Iteration 28Q: 3 clusters Score -613122.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 4158 members Entering Unmasked Estep Score: -613122.125000 Penalty: 4185.751465 Iteration 29F: 3 clusters Score -613122.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (299 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Entering Unmasked Estep Score: -32204.515625 Penalty: 1413.710083 Iteration 0F: 2 clusters Score -32204.52 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 144 members Entering Unmasked Estep Score: -31083.923828 Penalty: 2827.420166 Iteration 0F: 3 clusters Score -31083.92 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -31246.380859 Penalty: 2827.420166 Iteration 1F: 3 clusters Score -31246.38 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -31391.880859 Penalty: 2827.420166 Iteration 2F: 3 clusters Score -31391.88 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -31432.324219 Penalty: 2827.420166 Iteration 3Q: 3 clusters Score -31432.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -31452.343750 Penalty: 2827.420166 Iteration 4Q: 3 clusters Score -31452.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -31478.691406 Penalty: 2827.420166 Iteration 5Q: 3 clusters Score -31478.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -31618.886719 Penalty: 2827.420166 Iteration 6Q: 3 clusters Score -31618.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -31737.300781 Penalty: 2827.420166 Iteration 7Q: 3 clusters Score -31737.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -31793.615234 Penalty: 2827.420166 Iteration 8Q: 3 clusters Score -31793.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -31854.767578 Penalty: 2827.420166 Iteration 9Q: 3 clusters Score -31854.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -31884.251953 Penalty: 2827.420166 Iteration 10Q: 3 clusters Score -31884.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -31889.003906 Penalty: 2827.420166 Iteration 11Q: 3 clusters Score -31889 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -31889.953125 Penalty: 2827.420166 Iteration 12F: 3 clusters Score -31889.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -31896.355469 Penalty: 2827.420166 Iteration 13Q: 3 clusters Score -31896.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -31896.355469 Penalty: 2827.420166 Iteration 14F: 3 clusters Score -31896.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15839 members Mstep: Class 2 contains 145335 members Mstep: Class 3 contains 1630 members Mstep: Class 4 contains 1996 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67665 members Mstep: Class 7 contains 9388 members Mstep: Class 8 contains 277 members Mstep: Class 9 contains 71719 members Mstep: Class 10 contains 44469 members Mstep: Class 11 contains 1106 members Mstep: Class 12 contains 4160 members Mstep: Class 13 contains 6954 members Mstep: Class 14 contains 5006 members Mstep: Class 15 contains 51733 members Mstep: Class 16 contains 5366 members Mstep: Class 17 contains 106972 members Mstep: Class 18 contains 5303 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 565 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39976 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 4624 members Mstep: Class 25 contains 299 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 2896.937256 but Gain 3321.484375 Score: -85886232.000000 Penalty: 89680.093750 Iteration 119Q: 28 clusters Score -8.588623e+07 nChanged 6863 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15831 members Mstep: Class 2 contains 145035 members Mstep: Class 3 contains 1628 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 67991 members Mstep: Class 7 contains 9478 members Mstep: Class 8 contains 275 members Mstep: Class 9 contains 73849 members Mstep: Class 10 contains 44552 members Mstep: Class 11 contains 1118 members Mstep: Class 12 contains 4159 members Mstep: Class 13 contains 7477 members Mstep: Class 14 contains 5080 members Mstep: Class 15 contains 51734 members Mstep: Class 16 contains 5357 members Mstep: Class 17 contains 106872 members Mstep: Class 18 contains 5325 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 567 members Mstep: Class 21 contains 10762 members Mstep: Class 22 contains 39980 members Mstep: Class 23 contains 3044 members Mstep: Class 24 contains 4633 members Mstep: Class 25 contains 299 members Mstep: Class 26 contains 47922 members Mstep: Class 27 contains 392 members Mstep: Class 28 contains 544 members Entering Unmasked Estep ConsiderDeletion Score: -85890168.000000 Penalty: 89680.093750 Iteration 120F: 28 clusters Score -8.589017e+07 nChanged 2800 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15841 members Mstep: Class 2 contains 144788 members Mstep: Class 3 contains 1627 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68104 members Mstep: Class 7 contains 9462 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74055 members Mstep: Class 10 contains 44609 members Mstep: Class 11 contains 1090 members Mstep: Class 12 contains 4150 members Mstep: Class 13 contains 7575 members Mstep: Class 14 contains 4945 members Mstep: Class 15 contains 51738 members Mstep: Class 16 contains 5346 members Mstep: Class 17 contains 106670 members Mstep: Class 18 contains 5323 members Mstep: Class 19 contains 653 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10741 members Mstep: Class 22 contains 39980 members Mstep: Class 23 contains 2966 members Mstep: Class 24 contains 4636 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48181 members Mstep: Class 27 contains 394 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85890656.000000 Penalty: 89680.093750 Iteration 121Q: 28 clusters Score -8.589066e+07 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15851 members Mstep: Class 2 contains 144630 members Mstep: Class 3 contains 1626 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68163 members Mstep: Class 7 contains 9449 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74211 members Mstep: Class 10 contains 44634 members Mstep: Class 11 contains 1082 members Mstep: Class 12 contains 4151 members Mstep: Class 13 contains 7668 members Mstep: Class 14 contains 4871 members Mstep: Class 15 contains 51742 members Mstep: Class 16 contains 5344 members Mstep: Class 17 contains 106531 members Mstep: Class 18 contains 5317 members Mstep: Class 19 contains 654 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10688 members Mstep: Class 22 contains 39978 members Mstep: Class 23 contains 2936 members Mstep: Class 24 contains 4640 members Mstep: Class 25 contains 296 members Mstep: Class 26 contains 48315 members Mstep: Class 27 contains 394 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891112.000000 Penalty: 89680.093750 Iteration 122Q: 28 clusters Score -8.589111e+07 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15873 members Mstep: Class 2 contains 144517 members Mstep: Class 3 contains 1626 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68206 members Mstep: Class 7 contains 9445 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74323 members Mstep: Class 10 contains 44647 members Mstep: Class 11 contains 1079 members Mstep: Class 12 contains 4140 members Mstep: Class 13 contains 7723 members Mstep: Class 14 contains 4834 members Mstep: Class 15 contains 51748 members Mstep: Class 16 contains 5340 members Mstep: Class 17 contains 106411 members Mstep: Class 18 contains 5335 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10638 members Mstep: Class 22 contains 39982 members Mstep: Class 23 contains 2924 members Mstep: Class 24 contains 4643 members Mstep: Class 25 contains 296 members Mstep: Class 26 contains 48393 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891088.000000 Penalty: 89680.093750 Iteration 123Q: 28 clusters Score -8.589109e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15882 members Mstep: Class 2 contains 144458 members Mstep: Class 3 contains 1624 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68233 members Mstep: Class 7 contains 9438 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74400 members Mstep: Class 10 contains 44660 members Mstep: Class 11 contains 1085 members Mstep: Class 12 contains 4137 members Mstep: Class 13 contains 7780 members Mstep: Class 14 contains 4797 members Mstep: Class 15 contains 51744 members Mstep: Class 16 contains 5341 members Mstep: Class 17 contains 106350 members Mstep: Class 18 contains 5327 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10590 members Mstep: Class 22 contains 39983 members Mstep: Class 23 contains 2911 members Mstep: Class 24 contains 4645 members Mstep: Class 25 contains 296 members Mstep: Class 26 contains 48442 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891136.000000 Penalty: 89680.093750 Iteration 124Q: 28 clusters Score -8.589114e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15892 members Mstep: Class 2 contains 144421 members Mstep: Class 3 contains 1627 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68259 members Mstep: Class 7 contains 9437 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74434 members Mstep: Class 10 contains 44657 members Mstep: Class 11 contains 1081 members Mstep: Class 12 contains 4136 members Mstep: Class 13 contains 7831 members Mstep: Class 14 contains 4785 members Mstep: Class 15 contains 51745 members Mstep: Class 16 contains 5341 members Mstep: Class 17 contains 106280 members Mstep: Class 18 contains 5328 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10566 members Mstep: Class 22 contains 39981 members Mstep: Class 23 contains 2907 members Mstep: Class 24 contains 4646 members Mstep: Class 25 contains 296 members Mstep: Class 26 contains 48473 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891144.000000 Penalty: 89680.093750 Iteration 125Q: 28 clusters Score -8.589114e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15898 members Mstep: Class 2 contains 144399 members Mstep: Class 3 contains 1627 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68271 members Mstep: Class 7 contains 9436 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74466 members Mstep: Class 10 contains 44661 members Mstep: Class 11 contains 1078 members Mstep: Class 12 contains 4131 members Mstep: Class 13 contains 7873 members Mstep: Class 14 contains 4779 members Mstep: Class 15 contains 51754 members Mstep: Class 16 contains 5340 members Mstep: Class 17 contains 106219 members Mstep: Class 18 contains 5331 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10544 members Mstep: Class 22 contains 39982 members Mstep: Class 23 contains 2898 members Mstep: Class 24 contains 4645 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48494 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891048.000000 Penalty: 89680.093750 Iteration 126Q: 28 clusters Score -8.589105e+07 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15902 members Mstep: Class 2 contains 144376 members Mstep: Class 3 contains 1629 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68285 members Mstep: Class 7 contains 9441 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74481 members Mstep: Class 10 contains 44662 members Mstep: Class 11 contains 1072 members Mstep: Class 12 contains 4127 members Mstep: Class 13 contains 7901 members Mstep: Class 14 contains 4774 members Mstep: Class 15 contains 51762 members Mstep: Class 16 contains 5338 members Mstep: Class 17 contains 106205 members Mstep: Class 18 contains 5334 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10511 members Mstep: Class 22 contains 39980 members Mstep: Class 23 contains 2894 members Mstep: Class 24 contains 4646 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48506 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85890800.000000 Penalty: 89680.093750 Iteration 127Q: 28 clusters Score -8.58908e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15907 members Mstep: Class 2 contains 144351 members Mstep: Class 3 contains 1630 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68294 members Mstep: Class 7 contains 9445 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74492 members Mstep: Class 10 contains 44665 members Mstep: Class 11 contains 1070 members Mstep: Class 12 contains 4123 members Mstep: Class 13 contains 7923 members Mstep: Class 14 contains 4764 members Mstep: Class 15 contains 51764 members Mstep: Class 16 contains 5338 members Mstep: Class 17 contains 106210 members Mstep: Class 18 contains 5336 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10481 members Mstep: Class 22 contains 39980 members Mstep: Class 23 contains 2890 members Mstep: Class 24 contains 4646 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48517 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85890744.000000 Penalty: 89680.093750 Iteration 128Q: 28 clusters Score -8.589074e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15906 members Mstep: Class 2 contains 144333 members Mstep: Class 3 contains 1630 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68300 members Mstep: Class 7 contains 9456 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74487 members Mstep: Class 10 contains 44669 members Mstep: Class 11 contains 1068 members Mstep: Class 12 contains 4118 members Mstep: Class 13 contains 7947 members Mstep: Class 14 contains 4752 members Mstep: Class 15 contains 51770 members Mstep: Class 16 contains 5339 members Mstep: Class 17 contains 106223 members Mstep: Class 18 contains 5332 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10451 members Mstep: Class 22 contains 39977 members Mstep: Class 23 contains 2887 members Mstep: Class 24 contains 4646 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48535 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85890904.000000 Penalty: 89680.093750 Iteration 129Q: 28 clusters Score -8.58909e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15909 members Mstep: Class 2 contains 144325 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68308 members Mstep: Class 7 contains 9455 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74483 members Mstep: Class 10 contains 44667 members Mstep: Class 11 contains 1066 members Mstep: Class 12 contains 4115 members Mstep: Class 13 contains 7966 members Mstep: Class 14 contains 4747 members Mstep: Class 15 contains 51774 members Mstep: Class 16 contains 5337 members Mstep: Class 17 contains 106241 members Mstep: Class 18 contains 5318 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10428 members Mstep: Class 22 contains 39978 members Mstep: Class 23 contains 2885 members Mstep: Class 24 contains 4646 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48547 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85890920.000000 Penalty: 89680.093750 Iteration 130Q: 28 clusters Score -8.589092e+07 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15912 members Mstep: Class 2 contains 144315 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68311 members Mstep: Class 7 contains 9453 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74496 members Mstep: Class 10 contains 44665 members Mstep: Class 11 contains 1059 members Mstep: Class 12 contains 4115 members Mstep: Class 13 contains 7968 members Mstep: Class 14 contains 4746 members Mstep: Class 15 contains 51778 members Mstep: Class 16 contains 5337 members Mstep: Class 17 contains 106242 members Mstep: Class 18 contains 5318 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10414 members Mstep: Class 22 contains 39979 members Mstep: Class 23 contains 2878 members Mstep: Class 24 contains 4647 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48562 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85890912.000000 Penalty: 89680.093750 Iteration 131Q: 28 clusters Score -8.589091e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15915 members Mstep: Class 2 contains 144309 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68316 members Mstep: Class 7 contains 9455 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74498 members Mstep: Class 10 contains 44667 members Mstep: Class 11 contains 1059 members Mstep: Class 12 contains 4112 members Mstep: Class 13 contains 7972 members Mstep: Class 14 contains 4745 members Mstep: Class 15 contains 51782 members Mstep: Class 16 contains 5337 members Mstep: Class 17 contains 106246 members Mstep: Class 18 contains 5317 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10395 members Mstep: Class 22 contains 39979 members Mstep: Class 23 contains 2870 members Mstep: Class 24 contains 4647 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48574 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891024.000000 Penalty: 89680.093750 Iteration 132Q: 28 clusters Score -8.589102e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15918 members Mstep: Class 2 contains 144300 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68319 members Mstep: Class 7 contains 9454 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74514 members Mstep: Class 10 contains 44674 members Mstep: Class 11 contains 1056 members Mstep: Class 12 contains 4111 members Mstep: Class 13 contains 7974 members Mstep: Class 14 contains 4742 members Mstep: Class 15 contains 51781 members Mstep: Class 16 contains 5337 members Mstep: Class 17 contains 106240 members Mstep: Class 18 contains 5319 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10379 members Mstep: Class 22 contains 39982 members Mstep: Class 23 contains 2864 members Mstep: Class 24 contains 4649 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48582 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891008.000000 Penalty: 89680.093750 Iteration 133Q: 28 clusters Score -8.589101e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15922 members Mstep: Class 2 contains 144302 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68325 members Mstep: Class 7 contains 9457 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74520 members Mstep: Class 10 contains 44673 members Mstep: Class 11 contains 1052 members Mstep: Class 12 contains 4106 members Mstep: Class 13 contains 7967 members Mstep: Class 14 contains 4737 members Mstep: Class 15 contains 51786 members Mstep: Class 16 contains 5337 members Mstep: Class 17 contains 106235 members Mstep: Class 18 contains 5325 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10365 members Mstep: Class 22 contains 39984 members Mstep: Class 23 contains 2865 members Mstep: Class 24 contains 4650 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48587 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891096.000000 Penalty: 89680.093750 Iteration 134Q: 28 clusters Score -8.58911e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15924 members Mstep: Class 2 contains 144297 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68332 members Mstep: Class 7 contains 9459 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74521 members Mstep: Class 10 contains 44676 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4101 members Mstep: Class 13 contains 7970 members Mstep: Class 14 contains 4736 members Mstep: Class 15 contains 51789 members Mstep: Class 16 contains 5337 members Mstep: Class 17 contains 106235 members Mstep: Class 18 contains 5328 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10348 members Mstep: Class 22 contains 39986 members Mstep: Class 23 contains 2864 members Mstep: Class 24 contains 4650 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48592 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891048.000000 Penalty: 89680.093750 Iteration 135Q: 28 clusters Score -8.589105e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15927 members Mstep: Class 2 contains 144303 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68334 members Mstep: Class 7 contains 9461 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74529 members Mstep: Class 10 contains 44676 members Mstep: Class 11 contains 1049 members Mstep: Class 12 contains 4098 members Mstep: Class 13 contains 7972 members Mstep: Class 14 contains 4735 members Mstep: Class 15 contains 51796 members Mstep: Class 16 contains 5338 members Mstep: Class 17 contains 106230 members Mstep: Class 18 contains 5319 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10335 members Mstep: Class 22 contains 39984 members Mstep: Class 23 contains 2862 members Mstep: Class 24 contains 4651 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48596 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891040.000000 Penalty: 89680.093750 Iteration 136Q: 28 clusters Score -8.589104e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15930 members Mstep: Class 2 contains 144305 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68333 members Mstep: Class 7 contains 9465 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74531 members Mstep: Class 10 contains 44681 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4098 members Mstep: Class 13 contains 7978 members Mstep: Class 14 contains 4735 members Mstep: Class 15 contains 51801 members Mstep: Class 16 contains 5338 members Mstep: Class 17 contains 106223 members Mstep: Class 18 contains 5311 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10320 members Mstep: Class 22 contains 39986 members Mstep: Class 23 contains 2860 members Mstep: Class 24 contains 4651 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48599 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891056.000000 Penalty: 89680.093750 Iteration 137Q: 28 clusters Score -8.589106e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15934 members Mstep: Class 2 contains 144306 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 822 members Mstep: Class 6 contains 68329 members Mstep: Class 7 contains 9463 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74539 members Mstep: Class 10 contains 44686 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4098 members Mstep: Class 13 contains 7982 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51801 members Mstep: Class 16 contains 5339 members Mstep: Class 17 contains 106216 members Mstep: Class 18 contains 5310 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10309 members Mstep: Class 22 contains 39990 members Mstep: Class 23 contains 2858 members Mstep: Class 24 contains 4651 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48600 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891032.000000 Penalty: 89680.093750 Iteration 138Q: 28 clusters Score -8.589103e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15936 members Mstep: Class 2 contains 144305 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 821 members Mstep: Class 6 contains 68334 members Mstep: Class 7 contains 9464 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74541 members Mstep: Class 10 contains 44686 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4094 members Mstep: Class 13 contains 7980 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51802 members Mstep: Class 16 contains 5339 members Mstep: Class 17 contains 106224 members Mstep: Class 18 contains 5314 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10295 members Mstep: Class 22 contains 39990 members Mstep: Class 23 contains 2857 members Mstep: Class 24 contains 4652 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48599 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891024.000000 Penalty: 89680.093750 Iteration 139Q: 28 clusters Score -8.589102e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15939 members Mstep: Class 2 contains 144304 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 820 members Mstep: Class 6 contains 68337 members Mstep: Class 7 contains 9466 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74538 members Mstep: Class 10 contains 44687 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4092 members Mstep: Class 13 contains 7983 members Mstep: Class 14 contains 4735 members Mstep: Class 15 contains 51805 members Mstep: Class 16 contains 5340 members Mstep: Class 17 contains 106225 members Mstep: Class 18 contains 5313 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10285 members Mstep: Class 22 contains 39990 members Mstep: Class 23 contains 2856 members Mstep: Class 24 contains 4654 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48598 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85890968.000000 Penalty: 89680.093750 Iteration 140F: 28 clusters Score -8.589097e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15938 members Mstep: Class 2 contains 144304 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 818 members Mstep: Class 6 contains 68338 members Mstep: Class 7 contains 9466 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74540 members Mstep: Class 10 contains 44684 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4091 members Mstep: Class 13 contains 7986 members Mstep: Class 14 contains 4735 members Mstep: Class 15 contains 51806 members Mstep: Class 16 contains 5342 members Mstep: Class 17 contains 106222 members Mstep: Class 18 contains 5314 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10276 members Mstep: Class 22 contains 39990 members Mstep: Class 23 contains 2860 members Mstep: Class 24 contains 4657 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48600 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891136.000000 Penalty: 89680.093750 Iteration 141Q: 28 clusters Score -8.589114e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15939 members Mstep: Class 2 contains 144301 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 817 members Mstep: Class 6 contains 68342 members Mstep: Class 7 contains 9464 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74538 members Mstep: Class 10 contains 44685 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4090 members Mstep: Class 13 contains 7990 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51807 members Mstep: Class 16 contains 5344 members Mstep: Class 17 contains 106222 members Mstep: Class 18 contains 5316 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10266 members Mstep: Class 22 contains 39989 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4660 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891088.000000 Penalty: 89680.093750 Iteration 142Q: 28 clusters Score -8.589109e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15943 members Mstep: Class 2 contains 144304 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68343 members Mstep: Class 7 contains 9462 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74543 members Mstep: Class 10 contains 44684 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4087 members Mstep: Class 13 contains 7992 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51810 members Mstep: Class 16 contains 5346 members Mstep: Class 17 contains 106214 members Mstep: Class 18 contains 5317 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10261 members Mstep: Class 22 contains 39988 members Mstep: Class 23 contains 2860 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48602 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891136.000000 Penalty: 89680.093750 Iteration 143Q: 28 clusters Score -8.589114e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15947 members Mstep: Class 2 contains 144313 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68346 members Mstep: Class 7 contains 9464 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74547 members Mstep: Class 10 contains 44685 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4086 members Mstep: Class 13 contains 7996 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51813 members Mstep: Class 16 contains 5346 members Mstep: Class 17 contains 106199 members Mstep: Class 18 contains 5314 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10253 members Mstep: Class 22 contains 39986 members Mstep: Class 23 contains 2858 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48603 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891056.000000 Penalty: 89680.093750 Iteration 144Q: 28 clusters Score -8.589106e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15950 members Mstep: Class 2 contains 144315 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68346 members Mstep: Class 7 contains 9468 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74547 members Mstep: Class 10 contains 44687 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4083 members Mstep: Class 13 contains 7996 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51819 members Mstep: Class 16 contains 5346 members Mstep: Class 17 contains 106194 members Mstep: Class 18 contains 5315 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10242 members Mstep: Class 22 contains 39986 members Mstep: Class 23 contains 2858 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891072.000000 Penalty: 89680.093750 Iteration 145Q: 28 clusters Score -8.589107e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15953 members Mstep: Class 2 contains 144314 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68346 members Mstep: Class 7 contains 9468 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74551 members Mstep: Class 10 contains 44685 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4079 members Mstep: Class 13 contains 7995 members Mstep: Class 14 contains 4735 members Mstep: Class 15 contains 51821 members Mstep: Class 16 contains 5346 members Mstep: Class 17 contains 106194 members Mstep: Class 18 contains 5322 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10231 members Mstep: Class 22 contains 39987 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891080.000000 Penalty: 89680.093750 Iteration 146Q: 28 clusters Score -8.589108e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15957 members Mstep: Class 2 contains 144312 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68346 members Mstep: Class 7 contains 9467 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74554 members Mstep: Class 10 contains 44685 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4076 members Mstep: Class 13 contains 7993 members Mstep: Class 14 contains 4735 members Mstep: Class 15 contains 51824 members Mstep: Class 16 contains 5347 members Mstep: Class 17 contains 106185 members Mstep: Class 18 contains 5326 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10227 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48606 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891176.000000 Penalty: 89680.093750 Iteration 147Q: 28 clusters Score -8.589118e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15959 members Mstep: Class 2 contains 144314 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68346 members Mstep: Class 7 contains 9467 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74557 members Mstep: Class 10 contains 44685 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4075 members Mstep: Class 13 contains 7992 members Mstep: Class 14 contains 4735 members Mstep: Class 15 contains 51827 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106179 members Mstep: Class 18 contains 5326 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10222 members Mstep: Class 22 contains 39993 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48606 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891152.000000 Penalty: 89680.093750 Iteration 148Q: 28 clusters Score -8.589115e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15959 members Mstep: Class 2 contains 144314 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68345 members Mstep: Class 7 contains 9468 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74557 members Mstep: Class 10 contains 44685 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4072 members Mstep: Class 13 contains 7995 members Mstep: Class 14 contains 4735 members Mstep: Class 15 contains 51832 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106179 members Mstep: Class 18 contains 5325 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10217 members Mstep: Class 22 contains 39993 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48607 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891136.000000 Penalty: 89680.093750 Iteration 149Q: 28 clusters Score -8.589114e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15959 members Mstep: Class 2 contains 144316 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68346 members Mstep: Class 7 contains 9470 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74558 members Mstep: Class 10 contains 44684 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4072 members Mstep: Class 13 contains 7995 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51834 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106178 members Mstep: Class 18 contains 5326 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10212 members Mstep: Class 22 contains 39993 members Mstep: Class 23 contains 2858 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48607 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891144.000000 Penalty: 89680.093750 Iteration 150Q: 28 clusters Score -8.589114e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15960 members Mstep: Class 2 contains 144317 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68345 members Mstep: Class 7 contains 9473 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74559 members Mstep: Class 10 contains 44684 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4071 members Mstep: Class 13 contains 7995 members Mstep: Class 14 contains 4733 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106173 members Mstep: Class 18 contains 5326 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10209 members Mstep: Class 22 contains 39993 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48607 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891160.000000 Penalty: 89680.093750 Iteration 151Q: 28 clusters Score -8.589116e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15959 members Mstep: Class 2 contains 144317 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68346 members Mstep: Class 7 contains 9475 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74558 members Mstep: Class 10 contains 44684 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4071 members Mstep: Class 13 contains 7994 members Mstep: Class 14 contains 4733 members Mstep: Class 15 contains 51839 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106169 members Mstep: Class 18 contains 5330 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10207 members Mstep: Class 22 contains 39994 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48607 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891144.000000 Penalty: 89680.093750 Iteration 152Q: 28 clusters Score -8.589114e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144317 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68345 members Mstep: Class 7 contains 9478 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74557 members Mstep: Class 10 contains 44684 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4071 members Mstep: Class 13 contains 7995 members Mstep: Class 14 contains 4733 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106168 members Mstep: Class 18 contains 5331 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10205 members Mstep: Class 22 contains 39993 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48607 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891144.000000 Penalty: 89680.093750 Iteration 153Q: 28 clusters Score -8.589114e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144317 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68345 members Mstep: Class 7 contains 9479 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74557 members Mstep: Class 10 contains 44684 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4071 members Mstep: Class 13 contains 7995 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106170 members Mstep: Class 18 contains 5332 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10203 members Mstep: Class 22 contains 39992 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48605 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891192.000000 Penalty: 89680.093750 Iteration 154Q: 28 clusters Score -8.589119e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144318 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68345 members Mstep: Class 7 contains 9480 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74557 members Mstep: Class 10 contains 44684 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4070 members Mstep: Class 13 contains 7995 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106171 members Mstep: Class 18 contains 5333 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10202 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891160.000000 Penalty: 89680.093750 Iteration 155Q: 28 clusters Score -8.589116e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144321 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68344 members Mstep: Class 7 contains 9482 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74556 members Mstep: Class 10 contains 44683 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4069 members Mstep: Class 13 contains 7995 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106168 members Mstep: Class 18 contains 5335 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10202 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891232.000000 Penalty: 89680.093750 Iteration 156Q: 28 clusters Score -8.589123e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144322 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68344 members Mstep: Class 7 contains 9482 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74556 members Mstep: Class 10 contains 44682 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4069 members Mstep: Class 13 contains 7995 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106169 members Mstep: Class 18 contains 5335 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10201 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891216.000000 Penalty: 89680.093750 Iteration 157Q: 28 clusters Score -8.589122e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144323 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68344 members Mstep: Class 7 contains 9481 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74556 members Mstep: Class 10 contains 44683 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4069 members Mstep: Class 13 contains 7994 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106167 members Mstep: Class 18 contains 5337 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10201 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891248.000000 Penalty: 89680.093750 Iteration 158Q: 28 clusters Score -8.589125e+07 nChanged 2 Entering ConstructFrom: Score: -85891248.000000 Penalty: 89680.093750 Entering ConstructFrom: Trying to split cluster 1 (15961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15961 members Entering Unmasked Estep Score: -2119161.000000 Penalty: 2400.119873 Iteration 0F: 2 clusters Score -2119161 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -2107757.500000 Penalty: 4800.239746 Iteration 0F: 3 clusters Score -2107758 nChanged 6904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -2111464.500000 Penalty: 4800.239746 Iteration 1F: 3 clusters Score -2111464 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -2111844.250000 Penalty: 4800.239746 Iteration 2F: 3 clusters Score -2111844 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8761 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -2112148.250000 Penalty: 4800.239746 Iteration 3Q: 3 clusters Score -2112148 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 6858 members Entering Unmasked Estep Score: -2112405.750000 Penalty: 4800.239746 Iteration 4Q: 3 clusters Score -2112406 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9504 members Mstep: Class 2 contains 6457 members Entering Unmasked Estep Score: -2112665.500000 Penalty: 4800.239746 Iteration 5Q: 3 clusters Score -2112666 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -2112977.250000 Penalty: 4800.239746 Iteration 6Q: 3 clusters Score -2112977 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 5348 members Entering Unmasked Estep Score: -2113341.500000 Penalty: 4800.239746 Iteration 7Q: 3 clusters Score -2113342 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11305 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -2113783.000000 Penalty: 4800.239746 Iteration 8Q: 3 clusters Score -2113783 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12054 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -2114342.250000 Penalty: 4800.239746 Iteration 9F: 3 clusters Score -2114342 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12869 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -2114962.500000 Penalty: 4800.239746 Iteration 10F: 3 clusters Score -2114962 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -2115582.500000 Penalty: 4800.239746 Iteration 11Q: 3 clusters Score -2115582 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14250 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -2116109.250000 Penalty: 4800.239746 Iteration 12Q: 3 clusters Score -2116109 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14702 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -2116493.000000 Penalty: 4800.239746 Iteration 13Q: 3 clusters Score -2116493 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15000 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -2116741.500000 Penalty: 4800.239746 Iteration 14Q: 3 clusters Score -2116742 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15199 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -2116916.500000 Penalty: 4800.239746 Iteration 15Q: 3 clusters Score -2116916 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15325 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -2117029.500000 Penalty: 4800.239746 Iteration 16Q: 3 clusters Score -2117030 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15401 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -2117097.250000 Penalty: 4800.239746 Iteration 17Q: 3 clusters Score -2117097 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15452 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -2117140.500000 Penalty: 4800.239746 Iteration 18Q: 3 clusters Score -2117140 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15481 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -2117159.750000 Penalty: 4800.239746 Iteration 19Q: 3 clusters Score -2117160 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15501 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -2117177.500000 Penalty: 4800.239746 Iteration 20F: 3 clusters Score -2117178 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15515 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -2117190.250000 Penalty: 4800.239746 Iteration 21Q: 3 clusters Score -2117190 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15527 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -2117198.500000 Penalty: 4800.239746 Iteration 22Q: 3 clusters Score -2117198 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15536 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -2117218.750000 Penalty: 4800.239746 Iteration 23Q: 3 clusters Score -2117219 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15545 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -2117227.250000 Penalty: 4800.239746 Iteration 24Q: 3 clusters Score -2117227 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15549 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -2117231.500000 Penalty: 4800.239746 Iteration 25Q: 3 clusters Score -2117232 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15552 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -2117233.000000 Penalty: 4800.239746 Iteration 26Q: 3 clusters Score -2117233 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15559 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -2117237.750000 Penalty: 4800.239746 Iteration 27Q: 3 clusters Score -2117238 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15565 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -2117238.750000 Penalty: 4800.239746 Iteration 28Q: 3 clusters Score -2117239 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15568 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -2117243.500000 Penalty: 4800.239746 Iteration 29Q: 3 clusters Score -2117244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15568 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -2117246.500000 Penalty: 4800.239746 Iteration 30Q: 3 clusters Score -2117246 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15573 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -2117250.750000 Penalty: 4800.239746 Iteration 31Q: 3 clusters Score -2117251 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -2117256.000000 Penalty: 4800.239746 Iteration 32Q: 3 clusters Score -2117256 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15578 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -2117257.500000 Penalty: 4800.239746 Iteration 33Q: 3 clusters Score -2117258 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15581 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -2117258.750000 Penalty: 4800.239746 Iteration 34Q: 3 clusters Score -2117259 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15585 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -2117260.750000 Penalty: 4800.239746 Iteration 35Q: 3 clusters Score -2117261 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15584 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -2117261.500000 Penalty: 4800.239746 Iteration 36Q: 3 clusters Score -2117262 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15585 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -2117263.750000 Penalty: 4800.239746 Iteration 37Q: 3 clusters Score -2117264 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15586 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -2117265.250000 Penalty: 4800.239746 Iteration 38Q: 3 clusters Score -2117265 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15587 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -2117264.250000 Penalty: 4800.239746 Iteration 39Q: 3 clusters Score -2117264 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15589 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -2117268.750000 Penalty: 4800.239746 Iteration 40F: 3 clusters Score -2117269 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15593 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -2117273.750000 Penalty: 4800.239746 Iteration 41Q: 3 clusters Score -2117274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15597 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -2117278.250000 Penalty: 4800.239746 Iteration 42Q: 3 clusters Score -2117278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15599 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -2117278.750000 Penalty: 4800.239746 Iteration 43Q: 3 clusters Score -2117279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -2117276.500000 Penalty: 4800.239746 Iteration 44Q: 3 clusters Score -2117276 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -2117279.750000 Penalty: 4800.239746 Iteration 45Q: 3 clusters Score -2117280 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -2117278.000000 Penalty: 4800.239746 Iteration 46Q: 3 clusters Score -2117278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -2117281.250000 Penalty: 4800.239746 Iteration 47Q: 3 clusters Score -2117281 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15601 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -2117284.500000 Penalty: 4800.239746 Iteration 48Q: 3 clusters Score -2117284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15603 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -2117288.750000 Penalty: 4800.239746 Iteration 49Q: 3 clusters Score -2117289 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15605 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -2117292.250000 Penalty: 4800.239746 Iteration 50Q: 3 clusters Score -2117292 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15605 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -2117292.500000 Penalty: 4800.239746 Iteration 51Q: 3 clusters Score -2117292 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15606 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -2117294.500000 Penalty: 4800.239746 Iteration 52Q: 3 clusters Score -2117294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15608 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -2117294.000000 Penalty: 4800.239746 Iteration 53Q: 3 clusters Score -2117294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15610 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -2117294.750000 Penalty: 4800.239746 Iteration 54Q: 3 clusters Score -2117295 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15612 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -2117296.750000 Penalty: 4800.239746 Iteration 55Q: 3 clusters Score -2117297 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15613 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -2117300.250000 Penalty: 4800.239746 Iteration 56Q: 3 clusters Score -2117300 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15613 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -2117300.250000 Penalty: 4800.239746 Iteration 57F: 3 clusters Score -2117300 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (144322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144322 members Entering Unmasked Estep Score: -19413838.000000 Penalty: 2946.190918 Iteration 0F: 2 clusters Score -1.941384e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71922 members Mstep: Class 2 contains 72400 members Entering Unmasked Estep Score: -19321332.000000 Penalty: 5892.381836 Iteration 0F: 3 clusters Score -1.932133e+07 nChanged 68995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67157 members Mstep: Class 2 contains 77165 members Entering Unmasked Estep Score: -19362070.000000 Penalty: 5892.381836 Iteration 1F: 3 clusters Score -1.936207e+07 nChanged 5872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63723 members Mstep: Class 2 contains 80599 members Entering Unmasked Estep Score: -19364436.000000 Penalty: 5892.381836 Iteration 2Q: 3 clusters Score -1.936444e+07 nChanged 6821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58962 members Mstep: Class 2 contains 85360 members Entering Unmasked Estep Score: -19367668.000000 Penalty: 5892.381836 Iteration 3Q: 3 clusters Score -1.936767e+07 nChanged 8181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52469 members Mstep: Class 2 contains 91853 members Entering Unmasked Estep Score: -19371942.000000 Penalty: 5892.381836 Iteration 4F: 3 clusters Score -1.937194e+07 nChanged 9455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44250 members Mstep: Class 2 contains 100072 members Entering Unmasked Estep Score: -19377736.000000 Penalty: 5892.381836 Iteration 5F: 3 clusters Score -1.937774e+07 nChanged 10502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34434 members Mstep: Class 2 contains 109888 members Entering Unmasked Estep Score: -19385032.000000 Penalty: 5892.381836 Iteration 6F: 3 clusters Score -1.938503e+07 nChanged 10672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24128 members Mstep: Class 2 contains 120194 members Entering Unmasked Estep Score: -19392586.000000 Penalty: 5892.381836 Iteration 7F: 3 clusters Score -1.939259e+07 nChanged 8990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15240 members Mstep: Class 2 contains 129082 members Entering Unmasked Estep Score: -19399942.000000 Penalty: 5892.381836 Iteration 8F: 3 clusters Score -1.939994e+07 nChanged 6630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8656 members Mstep: Class 2 contains 135666 members Entering Unmasked Estep Score: -19405278.000000 Penalty: 5892.381836 Iteration 9Q: 3 clusters Score -1.940528e+07 nChanged 4077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 139731 members Entering Unmasked Estep Score: -19408378.000000 Penalty: 5892.381836 Iteration 10Q: 3 clusters Score -1.940838e+07 nChanged 2218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 141945 members Entering Unmasked Estep Score: -19410016.000000 Penalty: 5892.381836 Iteration 11Q: 3 clusters Score -1.941002e+07 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 142951 members Entering Unmasked Estep Score: -19410660.000000 Penalty: 5892.381836 Iteration 12Q: 3 clusters Score -1.941066e+07 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 143403 members Entering Unmasked Estep Score: -19410858.000000 Penalty: 5892.381836 Iteration 13Q: 3 clusters Score -1.941086e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 143618 members Entering Unmasked Estep Score: -19411020.000000 Penalty: 5892.381836 Iteration 14Q: 3 clusters Score -1.941102e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 143727 members Entering Unmasked Estep Score: -19411114.000000 Penalty: 5892.381836 Iteration 15Q: 3 clusters Score -1.941111e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 143776 members Entering Unmasked Estep Score: -19411180.000000 Penalty: 5892.381836 Iteration 16Q: 3 clusters Score -1.941118e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 143811 members Entering Unmasked Estep Score: -19411244.000000 Penalty: 5892.381836 Iteration 17Q: 3 clusters Score -1.941124e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 143841 members Entering Unmasked Estep Score: -19411278.000000 Penalty: 5892.381836 Iteration 18Q: 3 clusters Score -1.941128e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 143863 members Entering Unmasked Estep Score: -19411302.000000 Penalty: 5892.381836 Iteration 19Q: 3 clusters Score -1.94113e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 143884 members Entering Unmasked Estep Score: -19411320.000000 Penalty: 5892.381836 Iteration 20F: 3 clusters Score -1.941132e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 143895 members Entering Unmasked Estep Score: -19411320.000000 Penalty: 5892.381836 Iteration 21Q: 3 clusters Score -1.941132e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 143905 members Entering Unmasked Estep Score: -19411330.000000 Penalty: 5892.381836 Iteration 22Q: 3 clusters Score -1.941133e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 143909 members Entering Unmasked Estep Score: -19411346.000000 Penalty: 5892.381836 Iteration 23Q: 3 clusters Score -1.941135e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 143918 members Entering Unmasked Estep Score: -19411374.000000 Penalty: 5892.381836 Iteration 24Q: 3 clusters Score -1.941137e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 143920 members Entering Unmasked Estep Score: -19411374.000000 Penalty: 5892.381836 Iteration 25Q: 3 clusters Score -1.941137e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 143922 members Entering Unmasked Estep Score: -19411384.000000 Penalty: 5892.381836 Iteration 26Q: 3 clusters Score -1.941138e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 143927 members Entering Unmasked Estep Score: -19411394.000000 Penalty: 5892.381836 Iteration 27Q: 3 clusters Score -1.941139e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 143932 members Entering Unmasked Estep Score: -19411396.000000 Penalty: 5892.381836 Iteration 28Q: 3 clusters Score -1.94114e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 143933 members Entering Unmasked Estep Score: -19411412.000000 Penalty: 5892.381836 Iteration 29Q: 3 clusters Score -1.941141e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 143937 members Entering Unmasked Estep Score: -19411410.000000 Penalty: 5892.381836 Iteration 30Q: 3 clusters Score -1.941141e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 143939 members Entering Unmasked Estep Score: -19411402.000000 Penalty: 5892.381836 Iteration 31Q: 3 clusters Score -1.94114e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 143939 members Entering Unmasked Estep Score: -19411402.000000 Penalty: 5892.381836 Iteration 32F: 3 clusters Score -1.94114e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Entering Unmasked Estep Score: -206099.765625 Penalty: 1834.443359 Iteration 0F: 2 clusters Score -206099.8 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 796 members Entering Unmasked Estep Score: -203781.500000 Penalty: 3668.886719 Iteration 0F: 3 clusters Score -203781.5 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -204369.437500 Penalty: 3668.886719 Iteration 1F: 3 clusters Score -204369.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -204815.406250 Penalty: 3668.886719 Iteration 2F: 3 clusters Score -204815.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -205590.843750 Penalty: 3668.886719 Iteration 3F: 3 clusters Score -205590.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -206485.546875 Penalty: 3668.886719 Iteration 4F: 3 clusters Score -206485.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -206908.453125 Penalty: 3668.886719 Iteration 5F: 3 clusters Score -206908.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -207092.203125 Penalty: 3668.886719 Iteration 6Q: 3 clusters Score -207092.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -207148.531250 Penalty: 3668.886719 Iteration 7Q: 3 clusters Score -207148.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -207165.265625 Penalty: 3668.886719 Iteration 8Q: 3 clusters Score -207165.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -207167.484375 Penalty: 3668.886719 Iteration 9Q: 3 clusters Score -207167.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -207168.437500 Penalty: 3668.886719 Iteration 10Q: 3 clusters Score -207168.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -207168.843750 Penalty: 3668.886719 Iteration 11Q: 3 clusters Score -207168.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -207168.843750 Penalty: 3668.886719 Iteration 12F: 3 clusters Score -207168.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144322 members Mstep: Class 3 contains 1093 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68344 members Mstep: Class 7 contains 9480 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74556 members Mstep: Class 10 contains 44683 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4069 members Mstep: Class 13 contains 7994 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106168 members Mstep: Class 18 contains 5338 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10201 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep Score: -85890536.000000 Penalty: 93001.578125 Splitting cluster 3 changes total score from -85891248.000000 to -85890536.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -90743.125000 Penalty: 1662.694824 Iteration 0F: 2 clusters Score -90743.12 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 407 members Entering Unmasked Estep Score: -89186.070312 Penalty: 3325.389648 Iteration 0F: 3 clusters Score -89186.07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -89662.843750 Penalty: 3325.389648 Iteration 1F: 3 clusters Score -89662.84 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -89786.437500 Penalty: 3325.389648 Iteration 2F: 3 clusters Score -89786.44 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -89831.828125 Penalty: 3325.389648 Iteration 3Q: 3 clusters Score -89831.83 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -89880.671875 Penalty: 3325.389648 Iteration 4Q: 3 clusters Score -89880.67 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -89924.812500 Penalty: 3325.389648 Iteration 5Q: 3 clusters Score -89924.81 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -89976.953125 Penalty: 3325.389648 Iteration 6Q: 3 clusters Score -89976.95 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -90020.843750 Penalty: 3325.389648 Iteration 7Q: 3 clusters Score -90020.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -90085.921875 Penalty: 3325.389648 Iteration 8Q: 3 clusters Score -90085.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -90110.789062 Penalty: 3325.389648 Iteration 9Q: 3 clusters Score -90110.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -90133.640625 Penalty: 3325.389648 Iteration 10Q: 3 clusters Score -90133.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -90144.328125 Penalty: 3325.389648 Iteration 11Q: 3 clusters Score -90144.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -90160.851562 Penalty: 3325.389648 Iteration 12Q: 3 clusters Score -90160.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -90177.015625 Penalty: 3325.389648 Iteration 13Q: 3 clusters Score -90177.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -90197.343750 Penalty: 3325.389648 Iteration 14Q: 3 clusters Score -90197.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -90217.171875 Penalty: 3325.389648 Iteration 15Q: 3 clusters Score -90217.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -90225.273438 Penalty: 3325.389648 Iteration 16Q: 3 clusters Score -90225.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -90233.914062 Penalty: 3325.389648 Iteration 17Q: 3 clusters Score -90233.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -90237.101562 Penalty: 3325.389648 Iteration 18Q: 3 clusters Score -90237.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -90237.101562 Penalty: 3325.389648 Iteration 19F: 3 clusters Score -90237.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (68344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68344 members Entering Unmasked Estep Score: -9241860.000000 Penalty: 2760.812500 Iteration 0F: 2 clusters Score -9241860 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34130 members Mstep: Class 2 contains 34214 members Entering Unmasked Estep Score: -9196142.000000 Penalty: 5521.625000 Iteration 0F: 3 clusters Score -9196142 nChanged 31892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34708 members Mstep: Class 2 contains 33636 members Entering Unmasked Estep Score: -9214258.000000 Penalty: 5521.625000 Iteration 1F: 3 clusters Score -9214258 nChanged 3169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35293 members Mstep: Class 2 contains 33051 members Entering Unmasked Estep Score: -9215788.000000 Penalty: 5521.625000 Iteration 2Q: 3 clusters Score -9215788 nChanged 3981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36316 members Mstep: Class 2 contains 32028 members Entering Unmasked Estep Score: -9218484.000000 Penalty: 5521.625000 Iteration 3F: 3 clusters Score -9218484 nChanged 5037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37923 members Mstep: Class 2 contains 30421 members Entering Unmasked Estep Score: -9221978.000000 Penalty: 5521.625000 Iteration 4F: 3 clusters Score -9221978 nChanged 5361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39928 members Mstep: Class 2 contains 28416 members Entering Unmasked Estep Score: -9225459.000000 Penalty: 5521.625000 Iteration 5F: 3 clusters Score -9225459 nChanged 4718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41690 members Mstep: Class 2 contains 26654 members Entering Unmasked Estep Score: -9228085.000000 Penalty: 5521.625000 Iteration 6F: 3 clusters Score -9228085 nChanged 3675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42809 members Mstep: Class 2 contains 25535 members Entering Unmasked Estep Score: -9229702.000000 Penalty: 5521.625000 Iteration 7F: 3 clusters Score -9229702 nChanged 2690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43465 members Mstep: Class 2 contains 24879 members Entering Unmasked Estep Score: -9230637.000000 Penalty: 5521.625000 Iteration 8Q: 3 clusters Score -9230637 nChanged 1984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43911 members Mstep: Class 2 contains 24433 members Entering Unmasked Estep Score: -9231180.000000 Penalty: 5521.625000 Iteration 9Q: 3 clusters Score -9231180 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44186 members Mstep: Class 2 contains 24158 members Entering Unmasked Estep Score: -9231504.000000 Penalty: 5521.625000 Iteration 10Q: 3 clusters Score -9231504 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44422 members Mstep: Class 2 contains 23922 members Entering Unmasked Estep Score: -9231778.000000 Penalty: 5521.625000 Iteration 11Q: 3 clusters Score -9231778 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44611 members Mstep: Class 2 contains 23733 members Entering Unmasked Estep Score: -9231914.000000 Penalty: 5521.625000 Iteration 12Q: 3 clusters Score -9231914 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44812 members Mstep: Class 2 contains 23532 members Entering Unmasked Estep Score: -9232055.000000 Penalty: 5521.625000 Iteration 13Q: 3 clusters Score -9232055 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44942 members Mstep: Class 2 contains 23402 members Entering Unmasked Estep Score: -9232123.000000 Penalty: 5521.625000 Iteration 14Q: 3 clusters Score -9232123 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45070 members Mstep: Class 2 contains 23274 members Entering Unmasked Estep Score: -9232201.000000 Penalty: 5521.625000 Iteration 15Q: 3 clusters Score -9232201 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45167 members Mstep: Class 2 contains 23177 members Entering Unmasked Estep Score: -9232295.000000 Penalty: 5521.625000 Iteration 16Q: 3 clusters Score -9232295 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45284 members Mstep: Class 2 contains 23060 members Entering Unmasked Estep Score: -9232388.000000 Penalty: 5521.625000 Iteration 17Q: 3 clusters Score -9232388 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45349 members Mstep: Class 2 contains 22995 members Entering Unmasked Estep Score: -9232469.000000 Penalty: 5521.625000 Iteration 18Q: 3 clusters Score -9232469 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45396 members Mstep: Class 2 contains 22948 members Entering Unmasked Estep Score: -9232586.000000 Penalty: 5521.625000 Iteration 19Q: 3 clusters Score -9232586 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45426 members Mstep: Class 2 contains 22918 members Entering Unmasked Estep Score: -9232659.000000 Penalty: 5521.625000 Iteration 20F: 3 clusters Score -9232659 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45450 members Mstep: Class 2 contains 22894 members Entering Unmasked Estep Score: -9232801.000000 Penalty: 5521.625000 Iteration 21Q: 3 clusters Score -9232801 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45441 members Mstep: Class 2 contains 22903 members Entering Unmasked Estep Score: -9232910.000000 Penalty: 5521.625000 Iteration 22Q: 3 clusters Score -9232910 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45394 members Mstep: Class 2 contains 22950 members Entering Unmasked Estep Score: -9233137.000000 Penalty: 5521.625000 Iteration 23Q: 3 clusters Score -9233137 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45331 members Mstep: Class 2 contains 23013 members Entering Unmasked Estep Score: -9233348.000000 Penalty: 5521.625000 Iteration 24Q: 3 clusters Score -9233348 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45255 members Mstep: Class 2 contains 23089 members Entering Unmasked Estep Score: -9233631.000000 Penalty: 5521.625000 Iteration 25Q: 3 clusters Score -9233631 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45233 members Mstep: Class 2 contains 23111 members Entering Unmasked Estep Score: -9234116.000000 Penalty: 5521.625000 Iteration 26Q: 3 clusters Score -9234116 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45250 members Mstep: Class 2 contains 23094 members Entering Unmasked Estep Score: -9234690.000000 Penalty: 5521.625000 Iteration 27Q: 3 clusters Score -9234690 nChanged 1481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45317 members Mstep: Class 2 contains 23027 members Entering Unmasked Estep Score: -9235461.000000 Penalty: 5521.625000 Iteration 28Q: 3 clusters Score -9235461 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45516 members Mstep: Class 2 contains 22828 members Entering Unmasked Estep Score: -9236260.000000 Penalty: 5521.625000 Iteration 29Q: 3 clusters Score -9236260 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45798 members Mstep: Class 2 contains 22546 members Entering Unmasked Estep Score: -9236948.000000 Penalty: 5521.625000 Iteration 30Q: 3 clusters Score -9236948 nChanged 1177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46137 members Mstep: Class 2 contains 22207 members Entering Unmasked Estep Score: -9237436.000000 Penalty: 5521.625000 Iteration 31Q: 3 clusters Score -9237436 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46565 members Mstep: Class 2 contains 21779 members Entering Unmasked Estep Score: -9237715.000000 Penalty: 5521.625000 Iteration 32Q: 3 clusters Score -9237715 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47019 members Mstep: Class 2 contains 21325 members Entering Unmasked Estep Score: -9237911.000000 Penalty: 5521.625000 Iteration 33Q: 3 clusters Score -9237911 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47518 members Mstep: Class 2 contains 20826 members Entering Unmasked Estep Score: -9238089.000000 Penalty: 5521.625000 Iteration 34Q: 3 clusters Score -9238089 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47987 members Mstep: Class 2 contains 20357 members Entering Unmasked Estep Score: -9238219.000000 Penalty: 5521.625000 Iteration 35Q: 3 clusters Score -9238219 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48411 members Mstep: Class 2 contains 19933 members Entering Unmasked Estep Score: -9238312.000000 Penalty: 5521.625000 Iteration 36Q: 3 clusters Score -9238312 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48795 members Mstep: Class 2 contains 19549 members Entering Unmasked Estep Score: -9238385.000000 Penalty: 5521.625000 Iteration 37Q: 3 clusters Score -9238385 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49144 members Mstep: Class 2 contains 19200 members Entering Unmasked Estep Score: -9238445.000000 Penalty: 5521.625000 Iteration 38Q: 3 clusters Score -9238445 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49451 members Mstep: Class 2 contains 18893 members Entering Unmasked Estep Score: -9238518.000000 Penalty: 5521.625000 Iteration 39Q: 3 clusters Score -9238518 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49718 members Mstep: Class 2 contains 18626 members Entering Unmasked Estep Score: -9238552.000000 Penalty: 5521.625000 Iteration 40F: 3 clusters Score -9238552 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49970 members Mstep: Class 2 contains 18374 members Entering Unmasked Estep Score: -9238608.000000 Penalty: 5521.625000 Iteration 41Q: 3 clusters Score -9238608 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50207 members Mstep: Class 2 contains 18137 members Entering Unmasked Estep Score: -9238643.000000 Penalty: 5521.625000 Iteration 42Q: 3 clusters Score -9238643 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50438 members Mstep: Class 2 contains 17906 members Entering Unmasked Estep Score: -9238672.000000 Penalty: 5521.625000 Iteration 43Q: 3 clusters Score -9238672 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50640 members Mstep: Class 2 contains 17704 members Entering Unmasked Estep Score: -9238677.000000 Penalty: 5521.625000 Iteration 44Q: 3 clusters Score -9238677 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50820 members Mstep: Class 2 contains 17524 members Entering Unmasked Estep Score: -9238695.000000 Penalty: 5521.625000 Iteration 45Q: 3 clusters Score -9238695 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50982 members Mstep: Class 2 contains 17362 members Entering Unmasked Estep Score: -9238726.000000 Penalty: 5521.625000 Iteration 46Q: 3 clusters Score -9238726 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51157 members Mstep: Class 2 contains 17187 members Entering Unmasked Estep Score: -9238754.000000 Penalty: 5521.625000 Iteration 47Q: 3 clusters Score -9238754 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51322 members Mstep: Class 2 contains 17022 members Entering Unmasked Estep Score: -9238761.000000 Penalty: 5521.625000 Iteration 48Q: 3 clusters Score -9238761 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51484 members Mstep: Class 2 contains 16860 members Entering Unmasked Estep Score: -9238800.000000 Penalty: 5521.625000 Iteration 49Q: 3 clusters Score -9238800 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51632 members Mstep: Class 2 contains 16712 members Entering Unmasked Estep Score: -9238823.000000 Penalty: 5521.625000 Iteration 50Q: 3 clusters Score -9238823 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51774 members Mstep: Class 2 contains 16570 members Entering Unmasked Estep Score: -9238807.000000 Penalty: 5521.625000 Iteration 51Q: 3 clusters Score -9238807 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51895 members Mstep: Class 2 contains 16449 members Entering Unmasked Estep Score: -9238821.000000 Penalty: 5521.625000 Iteration 52Q: 3 clusters Score -9238821 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52043 members Mstep: Class 2 contains 16301 members Entering Unmasked Estep Score: -9238856.000000 Penalty: 5521.625000 Iteration 53Q: 3 clusters Score -9238856 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52185 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -9238866.000000 Penalty: 5521.625000 Iteration 54Q: 3 clusters Score -9238866 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52322 members Mstep: Class 2 contains 16022 members Entering Unmasked Estep Score: -9238915.000000 Penalty: 5521.625000 Iteration 55Q: 3 clusters Score -9238915 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52481 members Mstep: Class 2 contains 15863 members Entering Unmasked Estep Score: -9238948.000000 Penalty: 5521.625000 Iteration 56Q: 3 clusters Score -9238948 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52631 members Mstep: Class 2 contains 15713 members Entering Unmasked Estep Score: -9238960.000000 Penalty: 5521.625000 Iteration 57Q: 3 clusters Score -9238960 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52773 members Mstep: Class 2 contains 15571 members Entering Unmasked Estep Score: -9238975.000000 Penalty: 5521.625000 Iteration 58Q: 3 clusters Score -9238975 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52931 members Mstep: Class 2 contains 15413 members Entering Unmasked Estep Score: -9238975.000000 Penalty: 5521.625000 Iteration 59Q: 3 clusters Score -9238975 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53061 members Mstep: Class 2 contains 15283 members Entering Unmasked Estep Score: -9238962.000000 Penalty: 5521.625000 Iteration 60F: 3 clusters Score -9238962 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53157 members Mstep: Class 2 contains 15187 members Entering Unmasked Estep Score: -9238984.000000 Penalty: 5521.625000 Iteration 61Q: 3 clusters Score -9238984 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53237 members Mstep: Class 2 contains 15107 members Entering Unmasked Estep Score: -9238983.000000 Penalty: 5521.625000 Iteration 62Q: 3 clusters Score -9238983 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53327 members Mstep: Class 2 contains 15017 members Entering Unmasked Estep Score: -9238995.000000 Penalty: 5521.625000 Iteration 63Q: 3 clusters Score -9238995 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53419 members Mstep: Class 2 contains 14925 members Entering Unmasked Estep Score: -9239017.000000 Penalty: 5521.625000 Iteration 64Q: 3 clusters Score -9239017 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53503 members Mstep: Class 2 contains 14841 members Entering Unmasked Estep Score: -9239024.000000 Penalty: 5521.625000 Iteration 65Q: 3 clusters Score -9239024 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53596 members Mstep: Class 2 contains 14748 members Entering Unmasked Estep Score: -9239034.000000 Penalty: 5521.625000 Iteration 66Q: 3 clusters Score -9239034 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53665 members Mstep: Class 2 contains 14679 members Entering Unmasked Estep Score: -9239027.000000 Penalty: 5521.625000 Iteration 67Q: 3 clusters Score -9239027 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53724 members Mstep: Class 2 contains 14620 members Entering Unmasked Estep Score: -9239035.000000 Penalty: 5521.625000 Iteration 68Q: 3 clusters Score -9239035 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53788 members Mstep: Class 2 contains 14556 members Entering Unmasked Estep Score: -9239039.000000 Penalty: 5521.625000 Iteration 69Q: 3 clusters Score -9239039 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53840 members Mstep: Class 2 contains 14504 members Entering Unmasked Estep Score: -9239034.000000 Penalty: 5521.625000 Iteration 70Q: 3 clusters Score -9239034 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53904 members Mstep: Class 2 contains 14440 members Entering Unmasked Estep Score: -9239054.000000 Penalty: 5521.625000 Iteration 71Q: 3 clusters Score -9239054 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53971 members Mstep: Class 2 contains 14373 members Entering Unmasked Estep Score: -9239064.000000 Penalty: 5521.625000 Iteration 72Q: 3 clusters Score -9239064 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54024 members Mstep: Class 2 contains 14320 members Entering Unmasked Estep Score: -9239061.000000 Penalty: 5521.625000 Iteration 73Q: 3 clusters Score -9239061 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54078 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -9239088.000000 Penalty: 5521.625000 Iteration 74Q: 3 clusters Score -9239088 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54122 members Mstep: Class 2 contains 14222 members Entering Unmasked Estep Score: -9239078.000000 Penalty: 5521.625000 Iteration 75Q: 3 clusters Score -9239078 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54173 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -9239087.000000 Penalty: 5521.625000 Iteration 76Q: 3 clusters Score -9239087 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54228 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -9239070.000000 Penalty: 5521.625000 Iteration 77Q: 3 clusters Score -9239070 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54276 members Mstep: Class 2 contains 14068 members Entering Unmasked Estep Score: -9239069.000000 Penalty: 5521.625000 Iteration 78Q: 3 clusters Score -9239069 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54319 members Mstep: Class 2 contains 14025 members Entering Unmasked Estep Score: -9239086.000000 Penalty: 5521.625000 Iteration 79Q: 3 clusters Score -9239086 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54349 members Mstep: Class 2 contains 13995 members Entering Unmasked Estep Score: -9239084.000000 Penalty: 5521.625000 Iteration 80F: 3 clusters Score -9239084 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54381 members Mstep: Class 2 contains 13963 members Entering Unmasked Estep Score: -9239092.000000 Penalty: 5521.625000 Iteration 81Q: 3 clusters Score -9239092 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54411 members Mstep: Class 2 contains 13933 members Entering Unmasked Estep Score: -9239111.000000 Penalty: 5521.625000 Iteration 82Q: 3 clusters Score -9239111 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54439 members Mstep: Class 2 contains 13905 members Entering Unmasked Estep Score: -9239100.000000 Penalty: 5521.625000 Iteration 83Q: 3 clusters Score -9239100 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54472 members Mstep: Class 2 contains 13872 members Entering Unmasked Estep Score: -9239100.000000 Penalty: 5521.625000 Iteration 84Q: 3 clusters Score -9239100 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54497 members Mstep: Class 2 contains 13847 members Entering Unmasked Estep Score: -9239094.000000 Penalty: 5521.625000 Iteration 85Q: 3 clusters Score -9239094 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54525 members Mstep: Class 2 contains 13819 members Entering Unmasked Estep Score: -9239091.000000 Penalty: 5521.625000 Iteration 86Q: 3 clusters Score -9239091 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54552 members Mstep: Class 2 contains 13792 members Entering Unmasked Estep Score: -9239107.000000 Penalty: 5521.625000 Iteration 87Q: 3 clusters Score -9239107 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54571 members Mstep: Class 2 contains 13773 members Entering Unmasked Estep Score: -9239111.000000 Penalty: 5521.625000 Iteration 88Q: 3 clusters Score -9239111 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54590 members Mstep: Class 2 contains 13754 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -9239090.000000 Penalty: 5521.625000 Iteration 93Q: 3 clusters Score -9239090 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54654 members Mstep: Class 2 contains 13690 members Entering Unmasked Estep Score: -9239086.000000 Penalty: 5521.625000 Iteration 94Q: 3 clusters Score -9239086 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54664 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -9239090.000000 Penalty: 5521.625000 Iteration 95Q: 3 clusters Score -9239090 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54677 members Mstep: Class 2 contains 13667 members Entering Unmasked Estep Score: -9239095.000000 Penalty: 5521.625000 Iteration 96Q: 3 clusters Score -9239095 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54697 members Mstep: Class 2 contains 13647 members Entering Unmasked Estep Score: -9239088.000000 Penalty: 5521.625000 Iteration 97Q: 3 clusters Score -9239088 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54714 members Mstep: Class 2 contains 13630 members Entering Unmasked Estep Score: -9239088.000000 Penalty: 5521.625000 Iteration 98Q: 3 clusters Score -9239088 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54728 members Mstep: Class 2 contains 13616 members Entering Unmasked Estep Score: -9239088.000000 Penalty: 5521.625000 Iteration 99Q: 3 clusters Score -9239088 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54737 members Mstep: Class 2 contains 13607 members Entering Unmasked Estep Score: -9239083.000000 Penalty: 5521.625000 Iteration 100F: 3 clusters Score -9239083 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54748 members Mstep: Class 2 contains 13596 members Entering Unmasked Estep Score: -9239071.000000 Penalty: 5521.625000 Iteration 101Q: 3 clusters Score -9239071 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54761 members Mstep: Class 2 contains 13583 members Entering Unmasked Estep Score: -9239083.000000 Penalty: 5521.625000 Iteration 102Q: 3 clusters Score -9239083 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54770 members Mstep: Class 2 contains 13574 members Entering Unmasked Estep Score: -9239087.000000 Penalty: 5521.625000 Iteration 103Q: 3 clusters Score -9239087 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54778 members Mstep: Class 2 contains 13566 members Entering Unmasked Estep Score: -9239093.000000 Penalty: 5521.625000 Iteration 104Q: 3 clusters Score -9239093 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54785 members Mstep: Class 2 contains 13559 members Entering Unmasked Estep Score: -9239096.000000 Penalty: 5521.625000 Iteration 105Q: 3 clusters Score -9239096 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54795 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -9239091.000000 Penalty: 5521.625000 Iteration 106Q: 3 clusters Score -9239091 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54808 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -9239090.000000 Penalty: 5521.625000 Iteration 107Q: 3 clusters Score -9239090 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54820 members Mstep: Class 2 contains 13524 members Entering Unmasked Estep Score: -9239104.000000 Penalty: 5521.625000 Iteration 108Q: 3 clusters Score -9239104 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54834 members Mstep: Class 2 contains 13510 members Entering Unmasked Estep Score: -9239108.000000 Penalty: 5521.625000 Iteration 109Q: 3 clusters Score -9239108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54847 members Mstep: Class 2 contains 13497 members Entering Unmasked Estep Score: -9239109.000000 Penalty: 5521.625000 Iteration 110Q: 3 clusters Score -9239109 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54856 members Mstep: Class 2 contains 13488 members Entering Unmasked Estep Score: -9239125.000000 Penalty: 5521.625000 Iteration 111Q: 3 clusters Score -9239125 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54863 members Mstep: Class 2 contains 13481 members Entering Unmasked Estep Score: -9239127.000000 Penalty: 5521.625000 Iteration 112Q: 3 clusters Score -9239127 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54867 members Mstep: Class 2 contains 13477 members Entering Unmasked Estep Score: -9239121.000000 Penalty: 5521.625000 Iteration 113Q: 3 clusters Score -9239121 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54876 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -9239116.000000 Penalty: 5521.625000 Iteration 114Q: 3 clusters Score -9239116 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54885 members Mstep: Class 2 contains 13459 members Entering Unmasked Estep Score: -9239117.000000 Penalty: 5521.625000 Iteration 115Q: 3 clusters Score -9239117 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54896 members Mstep: Class 2 contains 13448 members Entering Unmasked Estep Score: -9239110.000000 Penalty: 5521.625000 Iteration 116Q: 3 clusters Score -9239110 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54913 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -9239112.000000 Penalty: 5521.625000 Iteration 117Q: 3 clusters Score -9239112 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54930 members Mstep: Class 2 contains 13414 members Entering Unmasked Estep Score: -9239110.000000 Penalty: 5521.625000 Iteration 118Q: 3 clusters Score -9239110 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54950 members Mstep: Class 2 contains 13394 members Entering Unmasked Estep Score: -9239115.000000 Penalty: 5521.625000 Iteration 119Q: 3 clusters Score -9239115 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54971 members Mstep: Class 2 contains 13373 members Entering Unmasked Estep Score: -9239120.000000 Penalty: 5521.625000 Iteration 120F: 3 clusters Score -9239120 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54993 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -9239122.000000 Penalty: 5521.625000 Iteration 121Q: 3 clusters Score -9239122 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55014 members Mstep: Class 2 contains 13330 members Entering Unmasked Estep Score: -9239114.000000 Penalty: 5521.625000 Iteration 122Q: 3 clusters Score -9239114 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55031 members Mstep: Class 2 contains 13313 members Entering Unmasked Estep Score: -9239113.000000 Penalty: 5521.625000 Iteration 123Q: 3 clusters Score -9239113 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55040 members Mstep: Class 2 contains 13304 members Entering Unmasked Estep Score: -9239101.000000 Penalty: 5521.625000 Iteration 124Q: 3 clusters Score -9239101 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55052 members Mstep: Class 2 contains 13292 members Entering Unmasked Estep Score: -9239107.000000 Penalty: 5521.625000 Iteration 125Q: 3 clusters Score -9239107 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55070 members Mstep: Class 2 contains 13274 members Entering Unmasked Estep Score: -9239117.000000 Penalty: 5521.625000 Iteration 126Q: 3 clusters Score -9239117 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55082 members Mstep: Class 2 contains 13262 members Entering Unmasked Estep Score: -9239113.000000 Penalty: 5521.625000 Iteration 127Q: 3 clusters Score -9239113 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55096 members Mstep: Class 2 contains 13248 members Entering Unmasked Estep Score: -9239118.000000 Penalty: 5521.625000 Iteration 128Q: 3 clusters Score -9239118 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55109 members Mstep: Class 2 contains 13235 members Entering Unmasked Estep Score: -9239121.000000 Penalty: 5521.625000 Iteration 129Q: 3 clusters Score -9239121 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55124 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -9239117.000000 Penalty: 5521.625000 Iteration 130Q: 3 clusters Score -9239117 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55144 members Mstep: Class 2 contains 13200 members Entering Unmasked Estep Score: -9239107.000000 Penalty: 5521.625000 Iteration 131Q: 3 clusters Score -9239107 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55162 members Mstep: Class 2 contains 13182 members Entering Unmasked Estep Score: -9239123.000000 Penalty: 5521.625000 Iteration 132Q: 3 clusters Score -9239123 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55183 members Mstep: Class 2 contains 13161 members Entering Unmasked Estep Score: -9239136.000000 Penalty: 5521.625000 Iteration 133Q: 3 clusters Score -9239136 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55205 members Mstep: Class 2 contains 13139 members Entering Unmasked Estep Score: -9239120.000000 Penalty: 5521.625000 Iteration 134Q: 3 clusters Score -9239120 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55233 members Mstep: Class 2 contains 13111 members Entering Unmasked Estep Score: -9239124.000000 Penalty: 5521.625000 Iteration 135Q: 3 clusters Score -9239124 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55254 members Mstep: Class 2 contains 13090 members Entering Unmasked Estep Score: -9239132.000000 Penalty: 5521.625000 Iteration 136Q: 3 clusters Score -9239132 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55277 members Mstep: Class 2 contains 13067 members Entering Unmasked Estep Score: -9239144.000000 Penalty: 5521.625000 Iteration 137Q: 3 clusters Score -9239144 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55298 members Mstep: Class 2 contains 13046 members Entering Unmasked Estep Score: -9239135.000000 Penalty: 5521.625000 Iteration 138Q: 3 clusters Score -9239135 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55314 members Mstep: Class 2 contains 13030 members Entering Unmasked Estep Score: -9239129.000000 Penalty: 5521.625000 Iteration 139Q: 3 clusters Score -9239129 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55324 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -9239133.000000 Penalty: 5521.625000 Iteration 140F: 3 clusters Score -9239133 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55334 members Mstep: Class 2 contains 13010 members Entering Unmasked Estep Score: -9239120.000000 Penalty: 5521.625000 Iteration 141Q: 3 clusters Score -9239120 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55344 members Mstep: Class 2 contains 13000 members Entering Unmasked Estep Score: -9239128.000000 Penalty: 5521.625000 Iteration 142Q: 3 clusters Score -9239128 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55353 members Mstep: Class 2 contains 12991 members Entering Unmasked Estep Score: -9239129.000000 Penalty: 5521.625000 Iteration 143Q: 3 clusters Score -9239129 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55363 members Mstep: Class 2 contains 12981 members Entering Unmasked Estep Score: -9239138.000000 Penalty: 5521.625000 Iteration 144Q: 3 clusters Score -9239138 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55369 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -9239135.000000 Penalty: 5521.625000 Iteration 145Q: 3 clusters Score -9239135 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55376 members Mstep: Class 2 contains 12968 members Entering Unmasked Estep Score: -9239141.000000 Penalty: 5521.625000 Iteration 146Q: 3 clusters Score -9239141 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55378 members Mstep: Class 2 contains 12966 members Entering Unmasked Estep Score: -9239140.000000 Penalty: 5521.625000 Iteration 147Q: 3 clusters Score -9239140 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55382 members Mstep: Class 2 contains 12962 members Entering Unmasked Estep Score: -9239139.000000 Penalty: 5521.625000 Iteration 148Q: 3 clusters Score -9239139 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55393 members Mstep: Class 2 contains 12951 members Entering Unmasked Estep Score: -9239138.000000 Penalty: 5521.625000 Iteration 149Q: 3 clusters Score -9239138 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55402 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -9239136.000000 Penalty: 5521.625000 Iteration 150Q: 3 clusters Score -9239136 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55409 members Mstep: Class 2 contains 12935 members Entering Unmasked Estep Score: -9239134.000000 Penalty: 5521.625000 Iteration 151Q: 3 clusters Score -9239134 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55418 members Mstep: Class 2 contains 12926 members Entering Unmasked Estep Score: -9239118.000000 Penalty: 5521.625000 Iteration 152Q: 3 clusters Score -9239118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55422 members Mstep: Class 2 contains 12922 members Entering Unmasked Estep Score: -9239120.000000 Penalty: 5521.625000 Iteration 153Q: 3 clusters Score -9239120 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55427 members Mstep: Class 2 contains 12917 members Entering Unmasked Estep Score: -9239118.000000 Penalty: 5521.625000 Iteration 154Q: 3 clusters Score -9239118 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55432 members Mstep: Class 2 contains 12912 members Entering Unmasked Estep Score: -9239122.000000 Penalty: 5521.625000 Iteration 155Q: 3 clusters Score -9239122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55435 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -9239123.000000 Penalty: 5521.625000 Iteration 156Q: 3 clusters Score -9239123 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55439 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -9239122.000000 Penalty: 5521.625000 Iteration 157Q: 3 clusters Score -9239122 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55445 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -9239132.000000 Penalty: 5521.625000 Iteration 158Q: 3 clusters Score -9239132 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55453 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -9239125.000000 Penalty: 5521.625000 Iteration 159Q: 3 clusters Score -9239125 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55460 members Mstep: Class 2 contains 12884 members Entering Unmasked Estep Score: -9239122.000000 Penalty: 5521.625000 Iteration 160F: 3 clusters Score -9239122 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55470 members Mstep: Class 2 contains 12874 members Entering Unmasked Estep Score: -9239136.000000 Penalty: 5521.625000 Iteration 161Q: 3 clusters Score -9239136 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55479 members Mstep: Class 2 contains 12865 members Entering Unmasked Estep Score: -9239133.000000 Penalty: 5521.625000 Iteration 162Q: 3 clusters Score -9239133 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55485 members Mstep: Class 2 contains 12859 members Entering Unmasked Estep Score: -9239137.000000 Penalty: 5521.625000 Iteration 163Q: 3 clusters Score -9239137 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55486 members Mstep: Class 2 contains 12858 members Entering Unmasked Estep Score: -9239138.000000 Penalty: 5521.625000 Iteration 164Q: 3 clusters Score -9239138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55490 members Mstep: Class 2 contains 12854 members Entering Unmasked Estep Score: -9239135.000000 Penalty: 5521.625000 Iteration 165Q: 3 clusters Score -9239135 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55496 members Mstep: Class 2 contains 12848 members Entering Unmasked Estep Score: -9239125.000000 Penalty: 5521.625000 Iteration 166Q: 3 clusters Score -9239125 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55504 members Mstep: Class 2 contains 12840 members Entering Unmasked Estep Score: -9239122.000000 Penalty: 5521.625000 Iteration 167Q: 3 clusters Score -9239122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55507 members Mstep: Class 2 contains 12837 members Entering Unmasked Estep Score: -9239126.000000 Penalty: 5521.625000 Iteration 168Q: 3 clusters Score -9239126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55507 members Mstep: Class 2 contains 12837 members Entering Unmasked Estep Score: -9239126.000000 Penalty: 5521.625000 Iteration 169F: 3 clusters Score -9239126 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Entering Unmasked Estep Score: -1264720.750000 Penalty: 2270.920898 Iteration 0F: 2 clusters Score -1264721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1257386.375000 Penalty: 4541.841797 Iteration 0F: 3 clusters Score -1257386 nChanged 3894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 4632 members Entering Unmasked Estep Score: -1259525.625000 Penalty: 4541.841797 Iteration 1F: 3 clusters Score -1259526 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 4564 members Entering Unmasked Estep Score: -1259817.125000 Penalty: 4541.841797 Iteration 2F: 3 clusters Score -1259817 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -1260028.750000 Penalty: 4541.841797 Iteration 3Q: 3 clusters Score -1260029 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1260178.750000 Penalty: 4541.841797 Iteration 4Q: 3 clusters Score -1260179 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 4274 members Entering Unmasked Estep Score: -1260306.125000 Penalty: 4541.841797 Iteration 5Q: 3 clusters Score -1260306 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5358 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -1260416.500000 Penalty: 4541.841797 Iteration 6Q: 3 clusters Score -1260416 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 3954 members Entering Unmasked Estep Score: -1260530.375000 Penalty: 4541.841797 Iteration 7Q: 3 clusters Score -1260530 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -1260656.000000 Penalty: 4541.841797 Iteration 8Q: 3 clusters Score -1260656 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -1260802.875000 Penalty: 4541.841797 Iteration 9Q: 3 clusters Score -1260803 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6287 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -1260962.875000 Penalty: 4541.841797 Iteration 10Q: 3 clusters Score -1260963 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6547 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -1261098.500000 Penalty: 4541.841797 Iteration 11Q: 3 clusters Score -1261098 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 2655 members Entering Unmasked Estep Score: -1261250.750000 Penalty: 4541.841797 Iteration 12Q: 3 clusters Score -1261251 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -1261445.125000 Penalty: 4541.841797 Iteration 13Q: 3 clusters Score -1261445 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7435 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -1261677.625000 Penalty: 4541.841797 Iteration 14Q: 3 clusters Score -1261678 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -1261880.250000 Penalty: 4541.841797 Iteration 15Q: 3 clusters Score -1261880 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7999 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -1262076.875000 Penalty: 4541.841797 Iteration 16Q: 3 clusters Score -1262077 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8241 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -1262255.125000 Penalty: 4541.841797 Iteration 17Q: 3 clusters Score -1262255 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -1262413.000000 Penalty: 4541.841797 Iteration 18Q: 3 clusters Score -1262413 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8600 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -1262531.000000 Penalty: 4541.841797 Iteration 19Q: 3 clusters Score -1262531 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8728 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1262624.250000 Penalty: 4541.841797 Iteration 20F: 3 clusters Score -1262624 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8821 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -1262693.375000 Penalty: 4541.841797 Iteration 21Q: 3 clusters Score -1262693 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1262754.625000 Penalty: 4541.841797 Iteration 22Q: 3 clusters Score -1262755 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8945 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1262806.875000 Penalty: 4541.841797 Iteration 23Q: 3 clusters Score -1262807 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8979 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -1262840.375000 Penalty: 4541.841797 Iteration 24Q: 3 clusters Score -1262840 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9004 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -1262862.500000 Penalty: 4541.841797 Iteration 25Q: 3 clusters Score -1262862 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9022 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1262874.875000 Penalty: 4541.841797 Iteration 26Q: 3 clusters Score -1262875 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1262877.625000 Penalty: 4541.841797 Iteration 27Q: 3 clusters Score -1262878 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9036 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -1262881.000000 Penalty: 4541.841797 Iteration 28Q: 3 clusters Score -1262881 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1262885.625000 Penalty: 4541.841797 Iteration 29Q: 3 clusters Score -1262886 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9039 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -1262885.625000 Penalty: 4541.841797 Iteration 30F: 3 clusters Score -1262886 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Entering Unmasked Estep Score: -29075.933594 Penalty: 1391.149048 Iteration 0F: 2 clusters Score -29075.93 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 142 members Entering Unmasked Estep Score: -27887.382812 Penalty: 2782.298096 Iteration 0F: 3 clusters Score -27887.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -28033.140625 Penalty: 2782.298096 Iteration 1F: 3 clusters Score -28033.14 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -28163.986328 Penalty: 2782.298096 Iteration 2F: 3 clusters Score -28163.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -28285.210938 Penalty: 2782.298096 Iteration 3Q: 3 clusters Score -28285.21 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -28362.480469 Penalty: 2782.298096 Iteration 4Q: 3 clusters Score -28362.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -28479.255859 Penalty: 2782.298096 Iteration 5Q: 3 clusters Score -28479.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -28584.304688 Penalty: 2782.298096 Iteration 6Q: 3 clusters Score -28584.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -28634.593750 Penalty: 2782.298096 Iteration 7Q: 3 clusters Score -28634.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -28659.482422 Penalty: 2782.298096 Iteration 8Q: 3 clusters Score -28659.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -28691.835938 Penalty: 2782.298096 Iteration 9Q: 3 clusters Score -28691.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -28746.957031 Penalty: 2782.298096 Iteration 10Q: 3 clusters Score -28746.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -28777.394531 Penalty: 2782.298096 Iteration 11Q: 3 clusters Score -28777.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -28786.425781 Penalty: 2782.298096 Iteration 12Q: 3 clusters Score -28786.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -28786.425781 Penalty: 2782.298096 Iteration 13F: 3 clusters Score -28786.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (74556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74556 members Entering Unmasked Estep Score: -10010864.000000 Penalty: 2782.387939 Iteration 0F: 2 clusters Score -1.001086e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37258 members Mstep: Class 2 contains 37298 members Entering Unmasked Estep Score: -9960914.000000 Penalty: 5564.775879 Iteration 0F: 3 clusters Score -9960914 nChanged 34971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37087 members Mstep: Class 2 contains 37469 members Entering Unmasked Estep Score: -9980923.000000 Penalty: 5564.775879 Iteration 1F: 3 clusters Score -9980923 nChanged 2839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37136 members Mstep: Class 2 contains 37420 members Entering Unmasked Estep Score: -9981734.000000 Penalty: 5564.775879 Iteration 2Q: 3 clusters Score -9981734 nChanged 2878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37392 members Mstep: Class 2 contains 37164 members Entering Unmasked Estep Score: -9982723.000000 Penalty: 5564.775879 Iteration 3Q: 3 clusters Score -9982723 nChanged 3270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37978 members Mstep: Class 2 contains 36578 members Entering Unmasked Estep Score: -9983936.000000 Penalty: 5564.775879 Iteration 4Q: 3 clusters Score -9983936 nChanged 3605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38995 members Mstep: Class 2 contains 35561 members Entering Unmasked Estep Score: -9985507.000000 Penalty: 5564.775879 Iteration 5Q: 3 clusters Score -9985507 nChanged 3875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40484 members Mstep: Class 2 contains 34072 members Entering Unmasked Estep Score: -9987158.000000 Penalty: 5564.775879 Iteration 6F: 3 clusters Score -9987158 nChanged 3971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42313 members Mstep: Class 2 contains 32243 members Entering Unmasked Estep Score: -9988685.000000 Penalty: 5564.775879 Iteration 7F: 3 clusters Score -9988685 nChanged 3835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44410 members Mstep: Class 2 contains 30146 members Entering Unmasked Estep Score: -9990310.000000 Penalty: 5564.775879 Iteration 8F: 3 clusters Score -9990310 nChanged 3396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46550 members Mstep: Class 2 contains 28006 members Entering Unmasked Estep Score: -9991537.000000 Penalty: 5564.775879 Iteration 9Q: 3 clusters Score -9991537 nChanged 2972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48754 members Mstep: Class 2 contains 25802 members Entering Unmasked Estep Score: -9992616.000000 Penalty: 5564.775879 Iteration 10Q: 3 clusters Score -9992616 nChanged 2668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51058 members Mstep: Class 2 contains 23498 members Entering Unmasked Estep Score: -9993595.000000 Penalty: 5564.775879 Iteration 11Q: 3 clusters Score -9993595 nChanged 2509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53433 members Mstep: Class 2 contains 21123 members Entering Unmasked Estep Score: -9994542.000000 Penalty: 5564.775879 Iteration 12Q: 3 clusters Score -9994542 nChanged 2578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55957 members Mstep: Class 2 contains 18599 members Entering Unmasked Estep Score: -9995715.000000 Penalty: 5564.775879 Iteration 13Q: 3 clusters Score -9995715 nChanged 2757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58706 members Mstep: Class 2 contains 15850 members Entering Unmasked Estep Score: -9997166.000000 Penalty: 5564.775879 Iteration 14Q: 3 clusters Score -9997166 nChanged 2910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61616 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -9998881.000000 Penalty: 5564.775879 Iteration 15Q: 3 clusters Score -9998881 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64554 members Mstep: Class 2 contains 10002 members Entering Unmasked Estep Score: -10000887.000000 Penalty: 5564.775879 Iteration 16Q: 3 clusters Score -1.000089e+07 nChanged 2686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67238 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -10002976.000000 Penalty: 5564.775879 Iteration 17Q: 3 clusters Score -1.000298e+07 nChanged 2224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69462 members Mstep: Class 2 contains 5094 members Entering Unmasked Estep Score: -10004792.000000 Penalty: 5564.775879 Iteration 18Q: 3 clusters Score -1.000479e+07 nChanged 1646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71104 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -10006139.000000 Penalty: 5564.775879 Iteration 19Q: 3 clusters Score -1.000614e+07 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72113 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -10006996.000000 Penalty: 5564.775879 Iteration 20F: 3 clusters Score -1.0007e+07 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72817 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -10007632.000000 Penalty: 5564.775879 Iteration 21Q: 3 clusters Score -1.000763e+07 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73218 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -10007942.000000 Penalty: 5564.775879 Iteration 22Q: 3 clusters Score -1.000794e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73436 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -10008152.000000 Penalty: 5564.775879 Iteration 23Q: 3 clusters Score -1.000815e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73545 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -10008248.000000 Penalty: 5564.775879 Iteration 24Q: 3 clusters Score -1.000825e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73610 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -10008307.000000 Penalty: 5564.775879 Iteration 25Q: 3 clusters Score -1.000831e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73659 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -10008340.000000 Penalty: 5564.775879 Iteration 26Q: 3 clusters Score -1.000834e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73703 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -10008365.000000 Penalty: 5564.775879 Iteration 27Q: 3 clusters Score -1.000836e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73732 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -10008390.000000 Penalty: 5564.775879 Iteration 28Q: 3 clusters Score -1.000839e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73764 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -10008407.000000 Penalty: 5564.775879 Iteration 29Q: 3 clusters Score -1.000841e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73787 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -10008421.000000 Penalty: 5564.775879 Iteration 30Q: 3 clusters Score -1.000842e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73802 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -10008443.000000 Penalty: 5564.775879 Iteration 31Q: 3 clusters Score -1.000844e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73819 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -10008482.000000 Penalty: 5564.775879 Iteration 32Q: 3 clusters Score -1.000848e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73824 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -10008488.000000 Penalty: 5564.775879 Iteration 33Q: 3 clusters Score -1.000849e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73832 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -10008493.000000 Penalty: 5564.775879 Iteration 34Q: 3 clusters Score -1.000849e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73840 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -10008497.000000 Penalty: 5564.775879 Iteration 35Q: 3 clusters Score -1.00085e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73844 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -10008509.000000 Penalty: 5564.775879 Iteration 36Q: 3 clusters Score -1.000851e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73848 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -10008520.000000 Penalty: 5564.775879 Iteration 37Q: 3 clusters Score -1.000852e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73853 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -10008521.000000 Penalty: 5564.775879 Iteration 38Q: 3 clusters Score -1.000852e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73858 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -10008528.000000 Penalty: 5564.775879 Iteration 39Q: 3 clusters Score -1.000853e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73862 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -10008528.000000 Penalty: 5564.775879 Iteration 40F: 3 clusters Score -1.000853e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73867 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -10008537.000000 Penalty: 5564.775879 Iteration 41Q: 3 clusters Score -1.000854e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73871 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -10008538.000000 Penalty: 5564.775879 Iteration 42Q: 3 clusters Score -1.000854e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73876 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -10008539.000000 Penalty: 5564.775879 Iteration 43Q: 3 clusters Score -1.000854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73879 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -10008543.000000 Penalty: 5564.775879 Iteration 44Q: 3 clusters Score -1.000854e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73880 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -10008549.000000 Penalty: 5564.775879 Iteration 45Q: 3 clusters Score -1.000855e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73880 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -10008549.000000 Penalty: 5564.775879 Iteration 46F: 3 clusters Score -1.000855e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (44683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44683 members Entering Unmasked Estep Score: -6029993.000000 Penalty: 2655.422607 Iteration 0F: 2 clusters Score -6029993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22211 members Mstep: Class 2 contains 22472 members Entering Unmasked Estep Score: -5999816.500000 Penalty: 5310.845215 Iteration 0F: 3 clusters Score -5999816 nChanged 20454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20525 members Mstep: Class 2 contains 24158 members Entering Unmasked Estep Score: -6011236.000000 Penalty: 5310.845215 Iteration 1F: 3 clusters Score -6011236 nChanged 2141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19450 members Mstep: Class 2 contains 25233 members Entering Unmasked Estep Score: -6012028.000000 Penalty: 5310.845215 Iteration 2Q: 3 clusters Score -6012028 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17894 members Mstep: Class 2 contains 26789 members Entering Unmasked Estep Score: -6012987.500000 Penalty: 5310.845215 Iteration 3F: 3 clusters Score -6012988 nChanged 2592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15756 members Mstep: Class 2 contains 28927 members Entering Unmasked Estep Score: -6014351.000000 Penalty: 5310.845215 Iteration 4F: 3 clusters Score -6014351 nChanged 2969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 31656 members Entering Unmasked Estep Score: -6016311.500000 Penalty: 5310.845215 Iteration 5F: 3 clusters Score -6016312 nChanged 3303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Mstep: Class 2 contains 34833 members Entering Unmasked Estep Score: -6018960.500000 Penalty: 5310.845215 Iteration 6F: 3 clusters Score -6018960 nChanged 3319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 38076 members Entering Unmasked Estep Score: -6021923.500000 Penalty: 5310.845215 Iteration 7F: 3 clusters Score -6021924 nChanged 2729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 40773 members Entering Unmasked Estep Score: -6024453.500000 Penalty: 5310.845215 Iteration 8F: 3 clusters Score -6024454 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 42518 members Entering Unmasked Estep Score: -6026007.500000 Penalty: 5310.845215 Iteration 9Q: 3 clusters Score -6026008 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 43464 members Entering Unmasked Estep Score: -6026820.000000 Penalty: 5310.845215 Iteration 10Q: 3 clusters Score -6026820 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 43900 members Entering Unmasked Estep Score: -6027158.000000 Penalty: 5310.845215 Iteration 11Q: 3 clusters Score -6027158 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 44113 members Entering Unmasked Estep Score: -6027372.000000 Penalty: 5310.845215 Iteration 12Q: 3 clusters Score -6027372 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 44212 members Entering Unmasked Estep Score: -6027478.000000 Penalty: 5310.845215 Iteration 13Q: 3 clusters Score -6027478 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 44262 members Entering Unmasked Estep Score: -6027543.000000 Penalty: 5310.845215 Iteration 14Q: 3 clusters Score -6027543 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 44291 members Entering Unmasked Estep Score: -6027580.000000 Penalty: 5310.845215 Iteration 15Q: 3 clusters Score -6027580 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 44306 members Entering Unmasked Estep Score: -6027614.000000 Penalty: 5310.845215 Iteration 16Q: 3 clusters Score -6027614 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 44314 members Entering Unmasked Estep Score: -6027625.000000 Penalty: 5310.845215 Iteration 17Q: 3 clusters Score -6027625 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 44320 members Entering Unmasked Estep Score: -6027633.500000 Penalty: 5310.845215 Iteration 18Q: 3 clusters Score -6027634 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 44322 members Entering Unmasked Estep Score: -6027640.500000 Penalty: 5310.845215 Iteration 19Q: 3 clusters Score -6027640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 44323 members Entering Unmasked Estep Score: -6027648.000000 Penalty: 5310.845215 Iteration 20F: 3 clusters Score -6027648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 44324 members Entering Unmasked Estep Score: -6027647.500000 Penalty: 5310.845215 Iteration 21Q: 3 clusters Score -6027648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 44323 members Entering Unmasked Estep Score: -6027643.000000 Penalty: 5310.845215 Iteration 22Q: 3 clusters Score -6027643 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 44323 members Entering Unmasked Estep Score: -6027643.000000 Penalty: 5310.845215 Iteration 23F: 3 clusters Score -6027643 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Entering Unmasked Estep Score: -135424.937500 Penalty: 1725.223267 Iteration 0F: 2 clusters Score -135424.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -133449.390625 Penalty: 3450.446533 Iteration 0F: 3 clusters Score -133449.4 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -133762.671875 Penalty: 3450.446533 Iteration 1F: 3 clusters Score -133762.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -133833.765625 Penalty: 3450.446533 Iteration 2F: 3 clusters Score -133833.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -133880.296875 Penalty: 3450.446533 Iteration 3Q: 3 clusters Score -133880.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -133905.953125 Penalty: 3450.446533 Iteration 4Q: 3 clusters Score -133906 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -133923.296875 Penalty: 3450.446533 Iteration 5Q: 3 clusters Score -133923.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -133933.890625 Penalty: 3450.446533 Iteration 6Q: 3 clusters Score -133933.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -133940.906250 Penalty: 3450.446533 Iteration 7Q: 3 clusters Score -133940.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -133942.562500 Penalty: 3450.446533 Iteration 8Q: 3 clusters Score -133942.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -133944.078125 Penalty: 3450.446533 Iteration 9Q: 3 clusters Score -133944.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -133944.078125 Penalty: 3450.446533 Iteration 10F: 3 clusters Score -133944.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Entering Unmasked Estep Score: -505309.562500 Penalty: 2061.165771 Iteration 0F: 2 clusters Score -505309.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -501399.093750 Penalty: 4122.331543 Iteration 0F: 3 clusters Score -501399.1 nChanged 1472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -502316.093750 Penalty: 4122.331543 Iteration 1F: 3 clusters Score -502316.1 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -502530.406250 Penalty: 4122.331543 Iteration 2F: 3 clusters Score -502530.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -502683.406250 Penalty: 4122.331543 Iteration 3F: 3 clusters Score -502683.4 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -502809.937500 Penalty: 4122.331543 Iteration 4Q: 3 clusters Score -502809.9 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -502928.250000 Penalty: 4122.331543 Iteration 5Q: 3 clusters Score -502928.2 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -503066.968750 Penalty: 4122.331543 Iteration 6Q: 3 clusters Score -503067 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -503195.750000 Penalty: 4122.331543 Iteration 7Q: 3 clusters Score -503195.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -503310.812500 Penalty: 4122.331543 Iteration 8Q: 3 clusters Score -503310.8 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -503413.437500 Penalty: 4122.331543 Iteration 9Q: 3 clusters Score -503413.4 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -503507.500000 Penalty: 4122.331543 Iteration 10Q: 3 clusters Score -503507.5 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -503580.718750 Penalty: 4122.331543 Iteration 11Q: 3 clusters Score -503580.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -503629.593750 Penalty: 4122.331543 Iteration 12Q: 3 clusters Score -503629.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -503674.218750 Penalty: 4122.331543 Iteration 13Q: 3 clusters Score -503674.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -503709.281250 Penalty: 4122.331543 Iteration 14Q: 3 clusters Score -503709.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -503729.875000 Penalty: 4122.331543 Iteration 15Q: 3 clusters Score -503729.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -503747.000000 Penalty: 4122.331543 Iteration 16Q: 3 clusters Score -503747 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -503764.156250 Penalty: 4122.331543 Iteration 17Q: 3 clusters Score -503764.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -503777.718750 Penalty: 4122.331543 Iteration 18Q: 3 clusters Score -503777.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -503782.781250 Penalty: 4122.331543 Iteration 19Q: 3 clusters Score -503782.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -503789.531250 Penalty: 4122.331543 Iteration 20F: 3 clusters Score -503789.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -503798.406250 Penalty: 4122.331543 Iteration 21Q: 3 clusters Score -503798.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -503808.000000 Penalty: 4122.331543 Iteration 22Q: 3 clusters Score -503808 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -503823.625000 Penalty: 4122.331543 Iteration 23Q: 3 clusters Score -503823.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -503840.093750 Penalty: 4122.331543 Iteration 24Q: 3 clusters Score -503840.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -503854.718750 Penalty: 4122.331543 Iteration 25Q: 3 clusters Score -503854.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -503863.843750 Penalty: 4122.331543 Iteration 26Q: 3 clusters Score -503863.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -503871.125000 Penalty: 4122.331543 Iteration 27Q: 3 clusters Score -503871.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -503882.468750 Penalty: 4122.331543 Iteration 28Q: 3 clusters Score -503882.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -503890.937500 Penalty: 4122.331543 Iteration 29Q: 3 clusters Score -503890.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -503902.656250 Penalty: 4122.331543 Iteration 30Q: 3 clusters Score -503902.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -503913.531250 Penalty: 4122.331543 Iteration 31Q: 3 clusters Score -503913.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -503924.906250 Penalty: 4122.331543 Iteration 32Q: 3 clusters Score -503924.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -503932.718750 Penalty: 4122.331543 Iteration 33Q: 3 clusters Score -503932.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -503936.750000 Penalty: 4122.331543 Iteration 34Q: 3 clusters Score -503936.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -503941.218750 Penalty: 4122.331543 Iteration 35Q: 3 clusters Score -503941.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -503945.343750 Penalty: 4122.331543 Iteration 36Q: 3 clusters Score -503945.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -503949.281250 Penalty: 4122.331543 Iteration 37Q: 3 clusters Score -503949.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -503955.593750 Penalty: 4122.331543 Iteration 38Q: 3 clusters Score -503955.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -503957.843750 Penalty: 4122.331543 Iteration 39Q: 3 clusters Score -503957.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -503962.062500 Penalty: 4122.331543 Iteration 40F: 3 clusters Score -503962.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -503966.937500 Penalty: 4122.331543 Iteration 41Q: 3 clusters Score -503966.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -503968.312500 Penalty: 4122.331543 Iteration 42Q: 3 clusters Score -503968.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -503971.656250 Penalty: 4122.331543 Iteration 43Q: 3 clusters Score -503971.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -503974.875000 Penalty: 4122.331543 Iteration 44Q: 3 clusters Score -503974.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -503980.593750 Penalty: 4122.331543 Iteration 45Q: 3 clusters Score -503980.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -503985.375000 Penalty: 4122.331543 Iteration 46Q: 3 clusters Score -503985.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -503990.250000 Penalty: 4122.331543 Iteration 47Q: 3 clusters Score -503990.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -503993.125000 Penalty: 4122.331543 Iteration 48Q: 3 clusters Score -503993.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -503996.031250 Penalty: 4122.331543 Iteration 49Q: 3 clusters Score -503996 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -503999.218750 Penalty: 4122.331543 Iteration 50Q: 3 clusters Score -503999.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -504009.593750 Penalty: 4122.331543 Iteration 51Q: 3 clusters Score -504009.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -504017.375000 Penalty: 4122.331543 Iteration 52Q: 3 clusters Score -504017.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -504025.218750 Penalty: 4122.331543 Iteration 53Q: 3 clusters Score -504025.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -504029.718750 Penalty: 4122.331543 Iteration 54Q: 3 clusters Score -504029.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -504038.187500 Penalty: 4122.331543 Iteration 55Q: 3 clusters Score -504038.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -504044.437500 Penalty: 4122.331543 Iteration 56Q: 3 clusters Score -504044.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -504049.000000 Penalty: 4122.331543 Iteration 57Q: 3 clusters Score -504049 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -504052.906250 Penalty: 4122.331543 Iteration 58Q: 3 clusters Score -504052.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -504055.312500 Penalty: 4122.331543 Iteration 59Q: 3 clusters Score -504055.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -504058.343750 Penalty: 4122.331543 Iteration 60F: 3 clusters Score -504058.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -504061.218750 Penalty: 4122.331543 Iteration 61Q: 3 clusters Score -504061.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -504063.843750 Penalty: 4122.331543 Iteration 62Q: 3 clusters Score -504063.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -504066.718750 Penalty: 4122.331543 Iteration 63Q: 3 clusters Score -504066.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -504068.281250 Penalty: 4122.331543 Iteration 64Q: 3 clusters Score -504068.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -504068.312500 Penalty: 4122.331543 Iteration 65Q: 3 clusters Score -504068.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -504068.468750 Penalty: 4122.331543 Iteration 66Q: 3 clusters Score -504068.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -504068.875000 Penalty: 4122.331543 Iteration 67Q: 3 clusters Score -504068.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -504068.875000 Penalty: 4122.331543 Iteration 68F: 3 clusters Score -504068.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Entering Unmasked Estep Score: -1001720.437500 Penalty: 2228.638672 Iteration 0F: 2 clusters Score -1001720 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4033 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -995351.875000 Penalty: 4457.277344 Iteration 0F: 3 clusters Score -995351.9 nChanged 3262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -997145.312500 Penalty: 4457.277344 Iteration 1F: 3 clusters Score -997145.3 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4231 members Mstep: Class 2 contains 3763 members Entering Unmasked Estep Score: -997504.500000 Penalty: 4457.277344 Iteration 2F: 3 clusters Score -997504.5 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -997755.750000 Penalty: 4457.277344 Iteration 3F: 3 clusters Score -997755.8 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -997966.250000 Penalty: 4457.277344 Iteration 4Q: 3 clusters Score -997966.2 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -998129.437500 Penalty: 4457.277344 Iteration 5Q: 3 clusters Score -998129.4 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -998248.625000 Penalty: 4457.277344 Iteration 6Q: 3 clusters Score -998248.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -998371.875000 Penalty: 4457.277344 Iteration 7Q: 3 clusters Score -998371.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -998493.125000 Penalty: 4457.277344 Iteration 8Q: 3 clusters Score -998493.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -998611.312500 Penalty: 4457.277344 Iteration 9Q: 3 clusters Score -998611.3 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4666 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -998710.937500 Penalty: 4457.277344 Iteration 10Q: 3 clusters Score -998710.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4704 members Mstep: Class 2 contains 3290 members Entering Unmasked Estep Score: -998806.437500 Penalty: 4457.277344 Iteration 11Q: 3 clusters Score -998806.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -998874.250000 Penalty: 4457.277344 Iteration 12Q: 3 clusters Score -998874.2 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -998946.000000 Penalty: 4457.277344 Iteration 13Q: 3 clusters Score -998946 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -999020.500000 Penalty: 4457.277344 Iteration 14Q: 3 clusters Score -999020.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -999115.375000 Penalty: 4457.277344 Iteration 15Q: 3 clusters Score -999115.4 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -999207.000000 Penalty: 4457.277344 Iteration 16Q: 3 clusters Score -999207 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -999294.000000 Penalty: 4457.277344 Iteration 17Q: 3 clusters Score -999294 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -999392.625000 Penalty: 4457.277344 Iteration 18Q: 3 clusters Score -999392.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -999503.250000 Penalty: 4457.277344 Iteration 19Q: 3 clusters Score -999503.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -999592.875000 Penalty: 4457.277344 Iteration 20F: 3 clusters Score -999592.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -999670.125000 Penalty: 4457.277344 Iteration 21Q: 3 clusters Score -999670.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -999730.375000 Penalty: 4457.277344 Iteration 22Q: 3 clusters Score -999730.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -999768.875000 Penalty: 4457.277344 Iteration 23Q: 3 clusters Score -999768.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -999804.625000 Penalty: 4457.277344 Iteration 24Q: 3 clusters Score -999804.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -999827.687500 Penalty: 4457.277344 Iteration 25Q: 3 clusters Score -999827.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -999844.875000 Penalty: 4457.277344 Iteration 26Q: 3 clusters Score -999844.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -999856.625000 Penalty: 4457.277344 Iteration 27Q: 3 clusters Score -999856.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -999870.687500 Penalty: 4457.277344 Iteration 28Q: 3 clusters Score -999870.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -999880.687500 Penalty: 4457.277344 Iteration 29Q: 3 clusters Score -999880.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -999891.812500 Penalty: 4457.277344 Iteration 30Q: 3 clusters Score -999891.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5548 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -999896.125000 Penalty: 4457.277344 Iteration 31Q: 3 clusters Score -999896.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -999904.125000 Penalty: 4457.277344 Iteration 32Q: 3 clusters Score -999904.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5587 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -999912.875000 Penalty: 4457.277344 Iteration 33Q: 3 clusters Score -999912.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5603 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -999918.500000 Penalty: 4457.277344 Iteration 34Q: 3 clusters Score -999918.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5608 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -999919.500000 Penalty: 4457.277344 Iteration 35Q: 3 clusters Score -999919.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5610 members Mstep: Class 2 contains 2384 members Entering Unmasked Estep Score: -999918.250000 Penalty: 4457.277344 Iteration 36Q: 3 clusters Score -999918.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5614 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -999918.250000 Penalty: 4457.277344 Iteration 37Q: 3 clusters Score -999918.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -999920.437500 Penalty: 4457.277344 Iteration 38Q: 3 clusters Score -999920.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -999921.500000 Penalty: 4457.277344 Iteration 39Q: 3 clusters Score -999921.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -999921.187500 Penalty: 4457.277344 Iteration 40F: 3 clusters Score -999921.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5628 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -999923.000000 Penalty: 4457.277344 Iteration 41Q: 3 clusters Score -999923 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 2362 members Entering Unmasked Estep Score: -999923.437500 Penalty: 4457.277344 Iteration 42Q: 3 clusters Score -999923.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -999926.187500 Penalty: 4457.277344 Iteration 43Q: 3 clusters Score -999926.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5643 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -999926.062500 Penalty: 4457.277344 Iteration 44Q: 3 clusters Score -999926.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -999927.750000 Penalty: 4457.277344 Iteration 45Q: 3 clusters Score -999927.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -999927.312500 Penalty: 4457.277344 Iteration 46Q: 3 clusters Score -999927.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5651 members Mstep: Class 2 contains 2343 members Entering Unmasked Estep Score: -999928.437500 Penalty: 4457.277344 Iteration 47Q: 3 clusters Score -999928.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -999928.312500 Penalty: 4457.277344 Iteration 48Q: 3 clusters Score -999928.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5655 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -999927.437500 Penalty: 4457.277344 Iteration 49Q: 3 clusters Score -999927.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -999927.000000 Penalty: 4457.277344 Iteration 50Q: 3 clusters Score -999927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5656 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -999927.000000 Penalty: 4457.277344 Iteration 51F: 3 clusters Score -999927 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Entering Unmasked Estep Score: -628633.375000 Penalty: 2098.706299 Iteration 0F: 2 clusters Score -628633.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -624283.687500 Penalty: 4197.412598 Iteration 0F: 3 clusters Score -624283.7 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -625306.750000 Penalty: 4197.412598 Iteration 1F: 3 clusters Score -625306.8 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -625486.375000 Penalty: 4197.412598 Iteration 2F: 3 clusters Score -625486.4 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -625586.687500 Penalty: 4197.412598 Iteration 3Q: 3 clusters Score -625586.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -625665.187500 Penalty: 4197.412598 Iteration 4Q: 3 clusters Score -625665.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -625730.250000 Penalty: 4197.412598 Iteration 5Q: 3 clusters Score -625730.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -625779.187500 Penalty: 4197.412598 Iteration 6Q: 3 clusters Score -625779.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -625827.250000 Penalty: 4197.412598 Iteration 7Q: 3 clusters Score -625827.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -625858.000000 Penalty: 4197.412598 Iteration 8Q: 3 clusters Score -625858 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -625894.125000 Penalty: 4197.412598 Iteration 9Q: 3 clusters Score -625894.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -625923.312500 Penalty: 4197.412598 Iteration 10Q: 3 clusters Score -625923.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -625947.875000 Penalty: 4197.412598 Iteration 11Q: 3 clusters Score -625947.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -625979.625000 Penalty: 4197.412598 Iteration 12Q: 3 clusters Score -625979.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -626007.875000 Penalty: 4197.412598 Iteration 13Q: 3 clusters Score -626007.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -626040.250000 Penalty: 4197.412598 Iteration 14Q: 3 clusters Score -626040.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -626082.562500 Penalty: 4197.412598 Iteration 15Q: 3 clusters Score -626082.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -626141.062500 Penalty: 4197.412598 Iteration 16Q: 3 clusters Score -626141.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -626199.250000 Penalty: 4197.412598 Iteration 17Q: 3 clusters Score -626199.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -626256.312500 Penalty: 4197.412598 Iteration 18Q: 3 clusters Score -626256.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -626314.500000 Penalty: 4197.412598 Iteration 19Q: 3 clusters Score -626314.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -626358.375000 Penalty: 4197.412598 Iteration 20F: 3 clusters Score -626358.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -626412.375000 Penalty: 4197.412598 Iteration 21Q: 3 clusters Score -626412.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -626456.437500 Penalty: 4197.412598 Iteration 22Q: 3 clusters Score -626456.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -626507.812500 Penalty: 4197.412598 Iteration 23Q: 3 clusters Score -626507.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -626565.250000 Penalty: 4197.412598 Iteration 24Q: 3 clusters Score -626565.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -626614.000000 Penalty: 4197.412598 Iteration 25Q: 3 clusters Score -626614 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -626653.937500 Penalty: 4197.412598 Iteration 26Q: 3 clusters Score -626653.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -626692.875000 Penalty: 4197.412598 Iteration 27Q: 3 clusters Score -626692.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -626729.250000 Penalty: 4197.412598 Iteration 28Q: 3 clusters Score -626729.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -626769.625000 Penalty: 4197.412598 Iteration 29Q: 3 clusters Score -626769.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -626802.250000 Penalty: 4197.412598 Iteration 30Q: 3 clusters Score -626802.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4008 members Entering Unmasked Estep Score: -626826.562500 Penalty: 4197.412598 Iteration 31Q: 3 clusters Score -626826.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -626846.312500 Penalty: 4197.412598 Iteration 32Q: 3 clusters Score -626846.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -626864.187500 Penalty: 4197.412598 Iteration 33Q: 3 clusters Score -626864.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -626882.250000 Penalty: 4197.412598 Iteration 34Q: 3 clusters Score -626882.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -626906.000000 Penalty: 4197.412598 Iteration 35Q: 3 clusters Score -626906 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -626937.312500 Penalty: 4197.412598 Iteration 36Q: 3 clusters Score -626937.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -626961.000000 Penalty: 4197.412598 Iteration 37Q: 3 clusters Score -626961 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -626979.750000 Penalty: 4197.412598 Iteration 38Q: 3 clusters Score -626979.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -627001.937500 Penalty: 4197.412598 Iteration 39Q: 3 clusters Score -627001.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -627022.125000 Penalty: 4197.412598 Iteration 40F: 3 clusters Score -627022.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -627029.937500 Penalty: 4197.412598 Iteration 41Q: 3 clusters Score -627029.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -627039.875000 Penalty: 4197.412598 Iteration 42Q: 3 clusters Score -627039.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -627047.187500 Penalty: 4197.412598 Iteration 43Q: 3 clusters Score -627047.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -627049.875000 Penalty: 4197.412598 Iteration 44Q: 3 clusters Score -627049.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 4152 members Entering Unmasked Estep Score: -627051.750000 Penalty: 4197.412598 Iteration 45Q: 3 clusters Score -627051.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -627056.187500 Penalty: 4197.412598 Iteration 46Q: 3 clusters Score -627056.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -627063.750000 Penalty: 4197.412598 Iteration 47Q: 3 clusters Score -627063.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -627069.375000 Penalty: 4197.412598 Iteration 48Q: 3 clusters Score -627069.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -627071.500000 Penalty: 4197.412598 Iteration 49Q: 3 clusters Score -627071.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 4166 members Entering Unmasked Estep Score: -627072.000000 Penalty: 4197.412598 Iteration 50Q: 3 clusters Score -627072 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -627072.625000 Penalty: 4197.412598 Iteration 51Q: 3 clusters Score -627072.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -627073.062500 Penalty: 4197.412598 Iteration 52Q: 3 clusters Score -627073.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -627073.937500 Penalty: 4197.412598 Iteration 53Q: 3 clusters Score -627073.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -627073.937500 Penalty: 4197.412598 Iteration 54F: 3 clusters Score -627073.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (51838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51838 members Entering Unmasked Estep Score: -6940559.500000 Penalty: 2692.258057 Iteration 0F: 2 clusters Score -6940560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25968 members Mstep: Class 2 contains 25870 members Entering Unmasked Estep Score: -6905504.500000 Penalty: 5384.516113 Iteration 0F: 3 clusters Score -6905504 nChanged 24061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26345 members Mstep: Class 2 contains 25493 members Entering Unmasked Estep Score: -6918874.000000 Penalty: 5384.516113 Iteration 1F: 3 clusters Score -6918874 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26478 members Mstep: Class 2 contains 25360 members Entering Unmasked Estep Score: -6919511.500000 Penalty: 5384.516113 Iteration 2Q: 3 clusters Score -6919512 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26651 members Mstep: Class 2 contains 25187 members Entering Unmasked Estep Score: -6920068.000000 Penalty: 5384.516113 Iteration 3Q: 3 clusters Score -6920068 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26919 members Mstep: Class 2 contains 24919 members Entering Unmasked Estep Score: -6920619.500000 Penalty: 5384.516113 Iteration 4Q: 3 clusters Score -6920620 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27262 members Mstep: Class 2 contains 24576 members Entering Unmasked Estep Score: -6921159.500000 Penalty: 5384.516113 Iteration 5Q: 3 clusters Score -6921160 nChanged 1770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27722 members Mstep: Class 2 contains 24116 members Entering Unmasked Estep Score: -6921710.000000 Penalty: 5384.516113 Iteration 6Q: 3 clusters Score -6921710 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28355 members Mstep: Class 2 contains 23483 members Entering Unmasked Estep Score: -6922355.000000 Penalty: 5384.516113 Iteration 7Q: 3 clusters Score -6922355 nChanged 1962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29165 members Mstep: Class 2 contains 22673 members Entering Unmasked Estep Score: -6923126.000000 Penalty: 5384.516113 Iteration 8Q: 3 clusters Score -6923126 nChanged 2177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30350 members Mstep: Class 2 contains 21488 members Entering Unmasked Estep Score: -6924146.000000 Penalty: 5384.516113 Iteration 9Q: 3 clusters Score -6924146 nChanged 2498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31924 members Mstep: Class 2 contains 19914 members Entering Unmasked Estep Score: -6925516.500000 Penalty: 5384.516113 Iteration 10Q: 3 clusters Score -6925516 nChanged 2657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33741 members Mstep: Class 2 contains 18097 members Entering Unmasked Estep Score: -6927215.500000 Penalty: 5384.516113 Iteration 11F: 3 clusters Score -6927216 nChanged 2767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35628 members Mstep: Class 2 contains 16210 members Entering Unmasked Estep Score: -6929063.500000 Penalty: 5384.516113 Iteration 12F: 3 clusters Score -6929064 nChanged 2532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37266 members Mstep: Class 2 contains 14572 members Entering Unmasked Estep Score: -6930656.000000 Penalty: 5384.516113 Iteration 13Q: 3 clusters Score -6930656 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38529 members Mstep: Class 2 contains 13309 members Entering Unmasked Estep Score: -6931856.500000 Penalty: 5384.516113 Iteration 14Q: 3 clusters Score -6931856 nChanged 1687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39482 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -6932687.000000 Penalty: 5384.516113 Iteration 15Q: 3 clusters Score -6932687 nChanged 1341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40153 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -6933325.500000 Penalty: 5384.516113 Iteration 16Q: 3 clusters Score -6933326 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40687 members Mstep: Class 2 contains 11151 members Entering Unmasked Estep Score: -6933755.500000 Penalty: 5384.516113 Iteration 17Q: 3 clusters Score -6933756 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41141 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -6934143.000000 Penalty: 5384.516113 Iteration 18Q: 3 clusters Score -6934143 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41585 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -6934412.000000 Penalty: 5384.516113 Iteration 19Q: 3 clusters Score -6934412 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42030 members Mstep: Class 2 contains 9808 members Entering Unmasked Estep Score: -6934716.000000 Penalty: 5384.516113 Iteration 20F: 3 clusters Score -6934716 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42468 members Mstep: Class 2 contains 9370 members Entering Unmasked Estep Score: -6935031.500000 Penalty: 5384.516113 Iteration 21Q: 3 clusters Score -6935032 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42911 members Mstep: Class 2 contains 8927 members Entering Unmasked Estep Score: -6935310.000000 Penalty: 5384.516113 Iteration 22Q: 3 clusters Score -6935310 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43343 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -6935597.500000 Penalty: 5384.516113 Iteration 23Q: 3 clusters Score -6935598 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43727 members Mstep: Class 2 contains 8111 members Entering Unmasked Estep Score: -6935866.000000 Penalty: 5384.516113 Iteration 24Q: 3 clusters Score -6935866 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44136 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -6936231.500000 Penalty: 5384.516113 Iteration 25Q: 3 clusters Score -6936232 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44563 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -6936689.000000 Penalty: 5384.516113 Iteration 26Q: 3 clusters Score -6936689 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44970 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -6937224.500000 Penalty: 5384.516113 Iteration 27Q: 3 clusters Score -6937224 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45332 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -6937759.500000 Penalty: 5384.516113 Iteration 28Q: 3 clusters Score -6937760 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45631 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -6938129.000000 Penalty: 5384.516113 Iteration 29Q: 3 clusters Score -6938129 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45889 members Mstep: Class 2 contains 5949 members Entering Unmasked Estep Score: -6938331.500000 Penalty: 5384.516113 Iteration 30Q: 3 clusters Score -6938332 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46099 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -6938506.500000 Penalty: 5384.516113 Iteration 31Q: 3 clusters Score -6938506 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46290 members Mstep: Class 2 contains 5548 members Entering Unmasked Estep Score: -6938612.500000 Penalty: 5384.516113 Iteration 32Q: 3 clusters Score -6938612 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46430 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -6938684.000000 Penalty: 5384.516113 Iteration 33Q: 3 clusters Score -6938684 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46550 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -6938743.000000 Penalty: 5384.516113 Iteration 34Q: 3 clusters Score -6938743 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46670 members Mstep: Class 2 contains 5168 members Entering Unmasked Estep Score: -6938770.000000 Penalty: 5384.516113 Iteration 35Q: 3 clusters Score -6938770 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46780 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -6938819.000000 Penalty: 5384.516113 Iteration 36Q: 3 clusters Score -6938819 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46887 members Mstep: Class 2 contains 4951 members Entering Unmasked Estep Score: -6938806.000000 Penalty: 5384.516113 Iteration 37Q: 3 clusters Score -6938806 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46955 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -6938806.000000 Penalty: 5384.516113 Iteration 38Q: 3 clusters Score -6938806 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47009 members Mstep: Class 2 contains 4829 members Entering Unmasked Estep Score: -6938819.000000 Penalty: 5384.516113 Iteration 39Q: 3 clusters Score -6938819 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47068 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -6938832.000000 Penalty: 5384.516113 Iteration 40F: 3 clusters Score -6938832 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47115 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -6938845.500000 Penalty: 5384.516113 Iteration 41Q: 3 clusters Score -6938846 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47155 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -6938843.000000 Penalty: 5384.516113 Iteration 42Q: 3 clusters Score -6938843 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47176 members Mstep: Class 2 contains 4662 members Entering Unmasked Estep Score: -6938847.500000 Penalty: 5384.516113 Iteration 43Q: 3 clusters Score -6938848 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47197 members Mstep: Class 2 contains 4641 members Entering Unmasked Estep Score: -6938850.000000 Penalty: 5384.516113 Iteration 44Q: 3 clusters Score -6938850 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47214 members Mstep: Class 2 contains 4624 members Entering Unmasked Estep Score: -6938850.500000 Penalty: 5384.516113 Iteration 45Q: 3 clusters Score -6938850 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47227 members Mstep: Class 2 contains 4611 members Entering Unmasked Estep Score: -6938855.000000 Penalty: 5384.516113 Iteration 46Q: 3 clusters Score -6938855 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47237 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -6938856.500000 Penalty: 5384.516113 Iteration 47Q: 3 clusters Score -6938856 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47241 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -6938855.000000 Penalty: 5384.516113 Iteration 48Q: 3 clusters Score -6938855 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47241 members Mstep: Class 2 contains 4597 members Entering Unmasked Estep Score: -6938855.000000 Penalty: 5384.516113 Iteration 49F: 3 clusters Score -6938855 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Entering Unmasked Estep Score: -674983.437500 Penalty: 2128.950684 Iteration 0F: 2 clusters Score -674983.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -670285.500000 Penalty: 4257.901367 Iteration 0F: 3 clusters Score -670285.5 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -671359.625000 Penalty: 4257.901367 Iteration 1F: 3 clusters Score -671359.6 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -671610.625000 Penalty: 4257.901367 Iteration 2F: 3 clusters Score -671610.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -671833.812500 Penalty: 4257.901367 Iteration 3F: 3 clusters Score -671833.8 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -672132.187500 Penalty: 4257.901367 Iteration 4F: 3 clusters Score -672132.2 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -672489.562500 Penalty: 4257.901367 Iteration 5F: 3 clusters Score -672489.6 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -672850.687500 Penalty: 4257.901367 Iteration 6F: 3 clusters Score -672850.7 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -673143.875000 Penalty: 4257.901367 Iteration 7F: 3 clusters Score -673143.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -673325.062500 Penalty: 4257.901367 Iteration 8Q: 3 clusters Score -673325.1 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -673430.812500 Penalty: 4257.901367 Iteration 9Q: 3 clusters Score -673430.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -673499.312500 Penalty: 4257.901367 Iteration 10Q: 3 clusters Score -673499.3 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -673545.000000 Penalty: 4257.901367 Iteration 11Q: 3 clusters Score -673545 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -673573.562500 Penalty: 4257.901367 Iteration 12Q: 3 clusters Score -673573.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -673594.937500 Penalty: 4257.901367 Iteration 13Q: 3 clusters Score -673594.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -673609.562500 Penalty: 4257.901367 Iteration 14Q: 3 clusters Score -673609.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 4169 members Entering Unmasked Estep Score: -673626.062500 Penalty: 4257.901367 Iteration 15Q: 3 clusters Score -673626.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -673636.250000 Penalty: 4257.901367 Iteration 16Q: 3 clusters Score -673636.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -673643.500000 Penalty: 4257.901367 Iteration 17Q: 3 clusters Score -673643.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -673646.125000 Penalty: 4257.901367 Iteration 18Q: 3 clusters Score -673646.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -673648.062500 Penalty: 4257.901367 Iteration 19Q: 3 clusters Score -673648.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -673648.812500 Penalty: 4257.901367 Iteration 20F: 3 clusters Score -673648.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (106168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106168 members Entering Unmasked Estep Score: -14029290.000000 Penalty: 2870.048828 Iteration 0F: 2 clusters Score -1.402929e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53092 members Mstep: Class 2 contains 53076 members Entering Unmasked Estep Score: -13958248.000000 Penalty: 5740.097656 Iteration 0F: 3 clusters Score -1.395825e+07 nChanged 50471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53549 members Mstep: Class 2 contains 52619 members Entering Unmasked Estep Score: -13987229.000000 Penalty: 5740.097656 Iteration 1F: 3 clusters Score -1.398723e+07 nChanged 3535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53826 members Mstep: Class 2 contains 52342 members Entering Unmasked Estep Score: -13988093.000000 Penalty: 5740.097656 Iteration 2Q: 3 clusters Score -1.398809e+07 nChanged 3530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54226 members Mstep: Class 2 contains 51942 members Entering Unmasked Estep Score: -13988988.000000 Penalty: 5740.097656 Iteration 3Q: 3 clusters Score -1.398899e+07 nChanged 3529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54859 members Mstep: Class 2 contains 51309 members Entering Unmasked Estep Score: -13989824.000000 Penalty: 5740.097656 Iteration 4Q: 3 clusters Score -1.398982e+07 nChanged 3690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55745 members Mstep: Class 2 contains 50423 members Entering Unmasked Estep Score: -13990876.000000 Penalty: 5740.097656 Iteration 5Q: 3 clusters Score -1.399088e+07 nChanged 3768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56955 members Mstep: Class 2 contains 49213 members Entering Unmasked Estep Score: -13992047.000000 Penalty: 5740.097656 Iteration 6Q: 3 clusters Score -1.399205e+07 nChanged 4057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58624 members Mstep: Class 2 contains 47544 members Entering Unmasked Estep Score: -13993652.000000 Penalty: 5740.097656 Iteration 7Q: 3 clusters Score -1.399365e+07 nChanged 4516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60810 members Mstep: Class 2 contains 45358 members Entering Unmasked Estep Score: -13995631.000000 Penalty: 5740.097656 Iteration 8Q: 3 clusters Score -1.399563e+07 nChanged 4999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63419 members Mstep: Class 2 contains 42749 members Entering Unmasked Estep Score: -13998274.000000 Penalty: 5740.097656 Iteration 9Q: 3 clusters Score -1.399827e+07 nChanged 5434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66313 members Mstep: Class 2 contains 39855 members Entering Unmasked Estep Score: -14001917.000000 Penalty: 5740.097656 Iteration 10F: 3 clusters Score -1.400192e+07 nChanged 5398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69125 members Mstep: Class 2 contains 37043 members Entering Unmasked Estep Score: -14005672.000000 Penalty: 5740.097656 Iteration 11F: 3 clusters Score -1.400567e+07 nChanged 4974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71453 members Mstep: Class 2 contains 34715 members Entering Unmasked Estep Score: -14008507.000000 Penalty: 5740.097656 Iteration 12Q: 3 clusters Score -1.400851e+07 nChanged 3789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73534 members Mstep: Class 2 contains 32634 members Entering Unmasked Estep Score: -14010105.000000 Penalty: 5740.097656 Iteration 13Q: 3 clusters Score -1.40101e+07 nChanged 2570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75404 members Mstep: Class 2 contains 30764 members Entering Unmasked Estep Score: -14011013.000000 Penalty: 5740.097656 Iteration 14Q: 3 clusters Score -1.401101e+07 nChanged 2048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77292 members Mstep: Class 2 contains 28876 members Entering Unmasked Estep Score: -14011734.000000 Penalty: 5740.097656 Iteration 15Q: 3 clusters Score -1.401173e+07 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79231 members Mstep: Class 2 contains 26937 members Entering Unmasked Estep Score: -14012353.000000 Penalty: 5740.097656 Iteration 16Q: 3 clusters Score -1.401235e+07 nChanged 1957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81184 members Mstep: Class 2 contains 24984 members Entering Unmasked Estep Score: -14012910.000000 Penalty: 5740.097656 Iteration 17Q: 3 clusters Score -1.401291e+07 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83207 members Mstep: Class 2 contains 22961 members Entering Unmasked Estep Score: -14013629.000000 Penalty: 5740.097656 Iteration 18Q: 3 clusters Score -1.401363e+07 nChanged 2036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85243 members Mstep: Class 2 contains 20925 members Entering Unmasked Estep Score: -14014463.000000 Penalty: 5740.097656 Iteration 19Q: 3 clusters Score -1.401446e+07 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87412 members Mstep: Class 2 contains 18756 members Entering Unmasked Estep Score: -14015357.000000 Penalty: 5740.097656 Iteration 20F: 3 clusters Score -1.401536e+07 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89610 members Mstep: Class 2 contains 16558 members Entering Unmasked Estep Score: -14016407.000000 Penalty: 5740.097656 Iteration 21Q: 3 clusters Score -1.401641e+07 nChanged 2255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91865 members Mstep: Class 2 contains 14303 members Entering Unmasked Estep Score: -14017482.000000 Penalty: 5740.097656 Iteration 22Q: 3 clusters Score -1.401748e+07 nChanged 2234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94099 members Mstep: Class 2 contains 12069 members Entering Unmasked Estep Score: -14018669.000000 Penalty: 5740.097656 Iteration 23Q: 3 clusters Score -1.401867e+07 nChanged 2161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96260 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: -14019892.000000 Penalty: 5740.097656 Iteration 24Q: 3 clusters Score -1.401989e+07 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98342 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -14021223.000000 Penalty: 5740.097656 Iteration 25Q: 3 clusters Score -1.402122e+07 nChanged 1912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100254 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -14022613.000000 Penalty: 5740.097656 Iteration 26Q: 3 clusters Score -1.402261e+07 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101927 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -14023815.000000 Penalty: 5740.097656 Iteration 27Q: 3 clusters Score -1.402382e+07 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103235 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -14024856.000000 Penalty: 5740.097656 Iteration 28Q: 3 clusters Score -1.402486e+07 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104222 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -14025622.000000 Penalty: 5740.097656 Iteration 29Q: 3 clusters Score -1.402562e+07 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104817 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -14026059.000000 Penalty: 5740.097656 Iteration 30Q: 3 clusters Score -1.402606e+07 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105174 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -14026338.000000 Penalty: 5740.097656 Iteration 31Q: 3 clusters Score -1.402634e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105382 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -14026497.000000 Penalty: 5740.097656 Iteration 32Q: 3 clusters Score -1.40265e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105502 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -14026602.000000 Penalty: 5740.097656 Iteration 33Q: 3 clusters Score -1.40266e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105564 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -14026612.000000 Penalty: 5740.097656 Iteration 34Q: 3 clusters Score -1.402661e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105602 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -14026632.000000 Penalty: 5740.097656 Iteration 35Q: 3 clusters Score -1.402663e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105631 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -14026677.000000 Penalty: 5740.097656 Iteration 36Q: 3 clusters Score -1.402668e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105650 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -14026687.000000 Penalty: 5740.097656 Iteration 37Q: 3 clusters Score -1.402669e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105671 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -14026701.000000 Penalty: 5740.097656 Iteration 38Q: 3 clusters Score -1.40267e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105686 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -14026716.000000 Penalty: 5740.097656 Iteration 39Q: 3 clusters Score -1.402672e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105693 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -14026730.000000 Penalty: 5740.097656 Iteration 40F: 3 clusters Score -1.402673e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105706 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -14026729.000000 Penalty: 5740.097656 Iteration 41Q: 3 clusters Score -1.402673e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105718 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -14026745.000000 Penalty: 5740.097656 Iteration 42Q: 3 clusters Score -1.402674e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105726 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -14026755.000000 Penalty: 5740.097656 Iteration 43Q: 3 clusters Score -1.402676e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105737 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -14026756.000000 Penalty: 5740.097656 Iteration 44Q: 3 clusters Score -1.402676e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105744 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -14026775.000000 Penalty: 5740.097656 Iteration 45Q: 3 clusters Score -1.402678e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105751 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -14026784.000000 Penalty: 5740.097656 Iteration 46Q: 3 clusters Score -1.402678e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105757 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -14026793.000000 Penalty: 5740.097656 Iteration 47Q: 3 clusters Score -1.402679e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105764 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -14026789.000000 Penalty: 5740.097656 Iteration 48Q: 3 clusters Score -1.402679e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105770 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -14026799.000000 Penalty: 5740.097656 Iteration 49Q: 3 clusters Score -1.40268e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105781 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -14026806.000000 Penalty: 5740.097656 Iteration 50Q: 3 clusters Score -1.402681e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105787 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -14026818.000000 Penalty: 5740.097656 Iteration 51Q: 3 clusters Score -1.402682e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105789 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -14026813.000000 Penalty: 5740.097656 Iteration 52Q: 3 clusters Score -1.402681e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105796 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -14026828.000000 Penalty: 5740.097656 Iteration 53Q: 3 clusters Score -1.402683e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105801 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -14026826.000000 Penalty: 5740.097656 Iteration 54Q: 3 clusters Score -1.402683e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105807 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -14026834.000000 Penalty: 5740.097656 Iteration 55Q: 3 clusters Score -1.402683e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105813 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -14026834.000000 Penalty: 5740.097656 Iteration 56Q: 3 clusters Score -1.402683e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105814 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -14026833.000000 Penalty: 5740.097656 Iteration 57Q: 3 clusters Score -1.402683e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105816 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -14026831.000000 Penalty: 5740.097656 Iteration 58Q: 3 clusters Score -1.402683e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105818 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -14026845.000000 Penalty: 5740.097656 Iteration 59Q: 3 clusters Score -1.402684e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105821 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -14026843.000000 Penalty: 5740.097656 Iteration 60F: 3 clusters Score -1.402684e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105822 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -14026841.000000 Penalty: 5740.097656 Iteration 61Q: 3 clusters Score -1.402684e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105825 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -14026845.000000 Penalty: 5740.097656 Iteration 62Q: 3 clusters Score -1.402684e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105826 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -14026854.000000 Penalty: 5740.097656 Iteration 63Q: 3 clusters Score -1.402685e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105829 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -14026867.000000 Penalty: 5740.097656 Iteration 64Q: 3 clusters Score -1.402687e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105829 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -14026867.000000 Penalty: 5740.097656 Iteration 65F: 3 clusters Score -1.402687e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Entering Unmasked Estep Score: -670934.375000 Penalty: 2128.486328 Iteration 0F: 2 clusters Score -670934.4 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 2604 members Entering Unmasked Estep Score: -666251.437500 Penalty: 4256.972656 Iteration 0F: 3 clusters Score -666251.4 nChanged 2044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -667463.250000 Penalty: 4256.972656 Iteration 1F: 3 clusters Score -667463.2 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -667736.687500 Penalty: 4256.972656 Iteration 2F: 3 clusters Score -667736.7 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -667918.125000 Penalty: 4256.972656 Iteration 3F: 3 clusters Score -667918.1 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -668050.312500 Penalty: 4256.972656 Iteration 4Q: 3 clusters Score -668050.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -668142.062500 Penalty: 4256.972656 Iteration 5Q: 3 clusters Score -668142.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -668212.187500 Penalty: 4256.972656 Iteration 6Q: 3 clusters Score -668212.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -668279.750000 Penalty: 4256.972656 Iteration 7Q: 3 clusters Score -668279.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -668337.687500 Penalty: 4256.972656 Iteration 8Q: 3 clusters Score -668337.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -668398.500000 Penalty: 4256.972656 Iteration 9Q: 3 clusters Score -668398.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -668460.937500 Penalty: 4256.972656 Iteration 10Q: 3 clusters Score -668460.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -668524.875000 Penalty: 4256.972656 Iteration 11Q: 3 clusters Score -668524.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -668592.625000 Penalty: 4256.972656 Iteration 12Q: 3 clusters Score -668592.6 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3873 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -668661.312500 Penalty: 4256.972656 Iteration 13Q: 3 clusters Score -668661.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3917 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -668710.937500 Penalty: 4256.972656 Iteration 14Q: 3 clusters Score -668710.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -668756.500000 Penalty: 4256.972656 Iteration 15Q: 3 clusters Score -668756.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3999 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -668801.812500 Penalty: 4256.972656 Iteration 16Q: 3 clusters Score -668801.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -668849.062500 Penalty: 4256.972656 Iteration 17Q: 3 clusters Score -668849.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -668898.562500 Penalty: 4256.972656 Iteration 18Q: 3 clusters Score -668898.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -668946.125000 Penalty: 4256.972656 Iteration 19Q: 3 clusters Score -668946.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -668995.625000 Penalty: 4256.972656 Iteration 20F: 3 clusters Score -668995.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -669049.625000 Penalty: 4256.972656 Iteration 21Q: 3 clusters Score -669049.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -669103.687500 Penalty: 4256.972656 Iteration 22Q: 3 clusters Score -669103.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4200 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -669158.250000 Penalty: 4256.972656 Iteration 23Q: 3 clusters Score -669158.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -669214.562500 Penalty: 4256.972656 Iteration 24Q: 3 clusters Score -669214.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -669263.875000 Penalty: 4256.972656 Iteration 25Q: 3 clusters Score -669263.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -669320.250000 Penalty: 4256.972656 Iteration 26Q: 3 clusters Score -669320.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -669375.812500 Penalty: 4256.972656 Iteration 27Q: 3 clusters Score -669375.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4313 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -669423.375000 Penalty: 4256.972656 Iteration 28Q: 3 clusters Score -669423.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -669459.812500 Penalty: 4256.972656 Iteration 29Q: 3 clusters Score -669459.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -669486.937500 Penalty: 4256.972656 Iteration 30Q: 3 clusters Score -669486.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -669510.500000 Penalty: 4256.972656 Iteration 31Q: 3 clusters Score -669510.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4346 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -669522.375000 Penalty: 4256.972656 Iteration 32Q: 3 clusters Score -669522.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -669535.000000 Penalty: 4256.972656 Iteration 33Q: 3 clusters Score -669535 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -669548.250000 Penalty: 4256.972656 Iteration 34Q: 3 clusters Score -669548.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4375 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -669566.500000 Penalty: 4256.972656 Iteration 35Q: 3 clusters Score -669566.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -669574.750000 Penalty: 4256.972656 Iteration 36Q: 3 clusters Score -669574.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -669583.625000 Penalty: 4256.972656 Iteration 37Q: 3 clusters Score -669583.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -669591.875000 Penalty: 4256.972656 Iteration 38Q: 3 clusters Score -669591.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -669603.437500 Penalty: 4256.972656 Iteration 39Q: 3 clusters Score -669603.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -669608.062500 Penalty: 4256.972656 Iteration 40F: 3 clusters Score -669608.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -669614.937500 Penalty: 4256.972656 Iteration 41Q: 3 clusters Score -669614.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -669620.437500 Penalty: 4256.972656 Iteration 42Q: 3 clusters Score -669620.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -669622.187500 Penalty: 4256.972656 Iteration 43Q: 3 clusters Score -669622.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4411 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -669626.500000 Penalty: 4256.972656 Iteration 44Q: 3 clusters Score -669626.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -669626.437500 Penalty: 4256.972656 Iteration 45Q: 3 clusters Score -669626.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -669628.062500 Penalty: 4256.972656 Iteration 46Q: 3 clusters Score -669628.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -669630.125000 Penalty: 4256.972656 Iteration 47Q: 3 clusters Score -669630.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -669635.062500 Penalty: 4256.972656 Iteration 48Q: 3 clusters Score -669635.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -669638.437500 Penalty: 4256.972656 Iteration 49Q: 3 clusters Score -669638.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -669641.687500 Penalty: 4256.972656 Iteration 50Q: 3 clusters Score -669641.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -669646.125000 Penalty: 4256.972656 Iteration 51Q: 3 clusters Score -669646.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -669650.750000 Penalty: 4256.972656 Iteration 52Q: 3 clusters Score -669650.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -669657.500000 Penalty: 4256.972656 Iteration 53Q: 3 clusters Score -669657.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -669663.062500 Penalty: 4256.972656 Iteration 54Q: 3 clusters Score -669663.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4443 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -669669.250000 Penalty: 4256.972656 Iteration 55Q: 3 clusters Score -669669.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -669678.437500 Penalty: 4256.972656 Iteration 56Q: 3 clusters Score -669678.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -669687.125000 Penalty: 4256.972656 Iteration 57Q: 3 clusters Score -669687.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4462 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -669695.125000 Penalty: 4256.972656 Iteration 58Q: 3 clusters Score -669695.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -669697.562500 Penalty: 4256.972656 Iteration 59Q: 3 clusters Score -669697.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -669701.125000 Penalty: 4256.972656 Iteration 60F: 3 clusters Score -669701.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -669705.125000 Penalty: 4256.972656 Iteration 61Q: 3 clusters Score -669705.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -669710.875000 Penalty: 4256.972656 Iteration 62Q: 3 clusters Score -669710.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4483 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -669715.687500 Penalty: 4256.972656 Iteration 63Q: 3 clusters Score -669715.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4484 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -669720.875000 Penalty: 4256.972656 Iteration 64Q: 3 clusters Score -669720.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -669723.312500 Penalty: 4256.972656 Iteration 65Q: 3 clusters Score -669723.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -669728.687500 Penalty: 4256.972656 Iteration 66Q: 3 clusters Score -669728.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -669735.187500 Penalty: 4256.972656 Iteration 67Q: 3 clusters Score -669735.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -669741.125000 Penalty: 4256.972656 Iteration 68Q: 3 clusters Score -669741.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -669744.000000 Penalty: 4256.972656 Iteration 69Q: 3 clusters Score -669744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -669747.125000 Penalty: 4256.972656 Iteration 70Q: 3 clusters Score -669747.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -669750.000000 Penalty: 4256.972656 Iteration 71Q: 3 clusters Score -669750 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -669753.250000 Penalty: 4256.972656 Iteration 72Q: 3 clusters Score -669753.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -669762.250000 Penalty: 4256.972656 Iteration 73Q: 3 clusters Score -669762.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4531 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -669774.250000 Penalty: 4256.972656 Iteration 74Q: 3 clusters Score -669774.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -669795.437500 Penalty: 4256.972656 Iteration 75Q: 3 clusters Score -669795.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4559 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -669818.750000 Penalty: 4256.972656 Iteration 76Q: 3 clusters Score -669818.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4568 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -669844.187500 Penalty: 4256.972656 Iteration 77Q: 3 clusters Score -669844.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4586 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -669876.312500 Penalty: 4256.972656 Iteration 78Q: 3 clusters Score -669876.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -669900.562500 Penalty: 4256.972656 Iteration 79Q: 3 clusters Score -669900.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -669911.812500 Penalty: 4256.972656 Iteration 80F: 3 clusters Score -669911.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -669919.500000 Penalty: 4256.972656 Iteration 81Q: 3 clusters Score -669919.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -669924.187500 Penalty: 4256.972656 Iteration 82Q: 3 clusters Score -669924.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -669926.937500 Penalty: 4256.972656 Iteration 83Q: 3 clusters Score -669926.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -669931.125000 Penalty: 4256.972656 Iteration 84Q: 3 clusters Score -669931.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4632 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -669936.875000 Penalty: 4256.972656 Iteration 85Q: 3 clusters Score -669936.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -669940.562500 Penalty: 4256.972656 Iteration 86Q: 3 clusters Score -669940.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -669942.187500 Penalty: 4256.972656 Iteration 87Q: 3 clusters Score -669942.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4630 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -669942.187500 Penalty: 4256.972656 Iteration 88F: 3 clusters Score -669942.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Entering Unmasked Estep Score: -81217.007812 Penalty: 1608.189575 Iteration 0F: 2 clusters Score -81217.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -79527.359375 Penalty: 3216.379150 Iteration 0F: 3 clusters Score -79527.36 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -79750.273438 Penalty: 3216.379150 Iteration 1F: 3 clusters Score -79750.27 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -79812.765625 Penalty: 3216.379150 Iteration 2Q: 3 clusters Score -79812.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79835.898438 Penalty: 3216.379150 Iteration 3Q: 3 clusters Score -79835.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -79843.015625 Penalty: 3216.379150 Iteration 4Q: 3 clusters Score -79843.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -79857.281250 Penalty: 3216.379150 Iteration 5Q: 3 clusters Score -79857.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -79872.890625 Penalty: 3216.379150 Iteration 6Q: 3 clusters Score -79872.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -79881.406250 Penalty: 3216.379150 Iteration 7Q: 3 clusters Score -79881.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -79882.968750 Penalty: 3216.379150 Iteration 8Q: 3 clusters Score -79882.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -79889.484375 Penalty: 3216.379150 Iteration 9Q: 3 clusters Score -79889.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -79892.164062 Penalty: 3216.379150 Iteration 10Q: 3 clusters Score -79892.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -79897.929688 Penalty: 3216.379150 Iteration 11Q: 3 clusters Score -79897.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -79908.226562 Penalty: 3216.379150 Iteration 12Q: 3 clusters Score -79908.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -79913.726562 Penalty: 3216.379150 Iteration 13Q: 3 clusters Score -79913.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -79922.007812 Penalty: 3216.379150 Iteration 14Q: 3 clusters Score -79922.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -79931.296875 Penalty: 3216.379150 Iteration 15Q: 3 clusters Score -79931.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -79938.851562 Penalty: 3216.379150 Iteration 16Q: 3 clusters Score -79938.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -79943.773438 Penalty: 3216.379150 Iteration 17Q: 3 clusters Score -79943.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -79945.312500 Penalty: 3216.379150 Iteration 18Q: 3 clusters Score -79945.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -79945.312500 Penalty: 3216.379150 Iteration 19F: 3 clusters Score -79945.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Entering Unmasked Estep Score: -69085.992188 Penalty: 1572.846191 Iteration 0F: 2 clusters Score -69085.99 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 274 members Entering Unmasked Estep Score: -67525.718750 Penalty: 3145.692383 Iteration 0F: 3 clusters Score -67525.72 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -67702.429688 Penalty: 3145.692383 Iteration 1F: 3 clusters Score -67702.43 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -67766.179688 Penalty: 3145.692383 Iteration 2Q: 3 clusters Score -67766.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -67813.867188 Penalty: 3145.692383 Iteration 3Q: 3 clusters Score -67813.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -67827.500000 Penalty: 3145.692383 Iteration 4Q: 3 clusters Score -67827.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -67847.031250 Penalty: 3145.692383 Iteration 5Q: 3 clusters Score -67847.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -67868.226562 Penalty: 3145.692383 Iteration 6Q: 3 clusters Score -67868.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -67876.343750 Penalty: 3145.692383 Iteration 7Q: 3 clusters Score -67876.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -67880.281250 Penalty: 3145.692383 Iteration 8Q: 3 clusters Score -67880.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -67884.617188 Penalty: 3145.692383 Iteration 9Q: 3 clusters Score -67884.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -67887.406250 Penalty: 3145.692383 Iteration 10Q: 3 clusters Score -67887.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -67888.867188 Penalty: 3145.692383 Iteration 11Q: 3 clusters Score -67888.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -67889.671875 Penalty: 3145.692383 Iteration 12Q: 3 clusters Score -67889.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -67892.328125 Penalty: 3145.692383 Iteration 13Q: 3 clusters Score -67892.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -67894.523438 Penalty: 3145.692383 Iteration 14Q: 3 clusters Score -67894.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -67896.671875 Penalty: 3145.692383 Iteration 15Q: 3 clusters Score -67896.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -67903.281250 Penalty: 3145.692383 Iteration 16Q: 3 clusters Score -67903.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -67903.281250 Penalty: 3145.692383 Iteration 17F: 3 clusters Score -67903.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (10201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Entering Unmasked Estep Score: -1335102.000000 Penalty: 2289.099609 Iteration 0F: 2 clusters Score -1335102 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 5082 members Entering Unmasked Estep Score: -1327351.875000 Penalty: 4578.199219 Iteration 0F: 3 clusters Score -1327352 nChanged 4150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -1329485.125000 Penalty: 4578.199219 Iteration 1F: 3 clusters Score -1329485 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 5038 members Entering Unmasked Estep Score: -1329765.875000 Penalty: 4578.199219 Iteration 2F: 3 clusters Score -1329766 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 4996 members Entering Unmasked Estep Score: -1329960.750000 Penalty: 4578.199219 Iteration 3Q: 3 clusters Score -1329961 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -1330094.500000 Penalty: 4578.199219 Iteration 4Q: 3 clusters Score -1330094 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -1330186.625000 Penalty: 4578.199219 Iteration 5Q: 3 clusters Score -1330187 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -1330262.625000 Penalty: 4578.199219 Iteration 6Q: 3 clusters Score -1330263 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5480 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -1330347.250000 Penalty: 4578.199219 Iteration 7Q: 3 clusters Score -1330347 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -1330431.250000 Penalty: 4578.199219 Iteration 8Q: 3 clusters Score -1330431 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -1330513.500000 Penalty: 4578.199219 Iteration 9Q: 3 clusters Score -1330514 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1330599.750000 Penalty: 4578.199219 Iteration 10Q: 3 clusters Score -1330600 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -1330706.500000 Penalty: 4578.199219 Iteration 11Q: 3 clusters Score -1330706 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1330839.375000 Penalty: 4578.199219 Iteration 12Q: 3 clusters Score -1330839 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6405 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -1330994.500000 Penalty: 4578.199219 Iteration 13Q: 3 clusters Score -1330994 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1331169.500000 Penalty: 4578.199219 Iteration 14Q: 3 clusters Score -1331170 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1331369.375000 Penalty: 4578.199219 Iteration 15Q: 3 clusters Score -1331369 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7312 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -1331617.875000 Penalty: 4578.199219 Iteration 16Q: 3 clusters Score -1331618 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1331868.500000 Penalty: 4578.199219 Iteration 17Q: 3 clusters Score -1331868 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8026 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -1332093.500000 Penalty: 4578.199219 Iteration 18Q: 3 clusters Score -1332094 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -1332302.625000 Penalty: 4578.199219 Iteration 19Q: 3 clusters Score -1332303 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8592 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -1332512.875000 Penalty: 4578.199219 Iteration 20F: 3 clusters Score -1332513 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8824 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -1332732.250000 Penalty: 4578.199219 Iteration 21Q: 3 clusters Score -1332732 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1332931.500000 Penalty: 4578.199219 Iteration 22Q: 3 clusters Score -1332932 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9098 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -1333087.625000 Penalty: 4578.199219 Iteration 23Q: 3 clusters Score -1333088 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -1333197.625000 Penalty: 4578.199219 Iteration 24Q: 3 clusters Score -1333198 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9226 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -1333265.750000 Penalty: 4578.199219 Iteration 25Q: 3 clusters Score -1333266 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -1333307.500000 Penalty: 4578.199219 Iteration 26Q: 3 clusters Score -1333308 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9281 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -1333331.625000 Penalty: 4578.199219 Iteration 27Q: 3 clusters Score -1333332 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1333352.875000 Penalty: 4578.199219 Iteration 28Q: 3 clusters Score -1333353 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9334 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1333367.625000 Penalty: 4578.199219 Iteration 29Q: 3 clusters Score -1333368 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9350 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1333376.500000 Penalty: 4578.199219 Iteration 30Q: 3 clusters Score -1333376 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9360 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -1333386.125000 Penalty: 4578.199219 Iteration 31Q: 3 clusters Score -1333386 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1333386.125000 Penalty: 4578.199219 Iteration 32Q: 3 clusters Score -1333386 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9375 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -1333391.000000 Penalty: 4578.199219 Iteration 33Q: 3 clusters Score -1333391 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9380 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -1333394.000000 Penalty: 4578.199219 Iteration 34Q: 3 clusters Score -1333394 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9384 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -1333392.625000 Penalty: 4578.199219 Iteration 35Q: 3 clusters Score -1333393 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -1333400.000000 Penalty: 4578.199219 Iteration 36Q: 3 clusters Score -1333400 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9390 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1333400.750000 Penalty: 4578.199219 Iteration 37Q: 3 clusters Score -1333401 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1333402.875000 Penalty: 4578.199219 Iteration 38Q: 3 clusters Score -1333403 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -1333402.125000 Penalty: 4578.199219 Iteration 39Q: 3 clusters Score -1333402 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -1333401.500000 Penalty: 4578.199219 Iteration 40F: 3 clusters Score -1333402 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9395 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -1333402.500000 Penalty: 4578.199219 Iteration 41Q: 3 clusters Score -1333402 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9398 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -1333403.000000 Penalty: 4578.199219 Iteration 42Q: 3 clusters Score -1333403 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9400 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -1333405.250000 Penalty: 4578.199219 Iteration 43Q: 3 clusters Score -1333405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9401 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -1333406.625000 Penalty: 4578.199219 Iteration 44Q: 3 clusters Score -1333407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9403 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -1333408.625000 Penalty: 4578.199219 Iteration 45Q: 3 clusters Score -1333409 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9404 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1333409.000000 Penalty: 4578.199219 Iteration 46Q: 3 clusters Score -1333409 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -1333410.750000 Penalty: 4578.199219 Iteration 47Q: 3 clusters Score -1333411 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -1333412.375000 Penalty: 4578.199219 Iteration 48Q: 3 clusters Score -1333412 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -1333417.375000 Penalty: 4578.199219 Iteration 49Q: 3 clusters Score -1333417 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1333418.875000 Penalty: 4578.199219 Iteration 50Q: 3 clusters Score -1333419 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1333419.125000 Penalty: 4578.199219 Iteration 51Q: 3 clusters Score -1333419 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9421 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -1333416.625000 Penalty: 4578.199219 Iteration 52Q: 3 clusters Score -1333417 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9424 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -1333419.875000 Penalty: 4578.199219 Iteration 53Q: 3 clusters Score -1333420 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1333421.500000 Penalty: 4578.199219 Iteration 54Q: 3 clusters Score -1333422 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1333421.500000 Penalty: 4578.199219 Iteration 55F: 3 clusters Score -1333422 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (39991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39991 members Entering Unmasked Estep Score: -5372365.000000 Penalty: 2627.909668 Iteration 0F: 2 clusters Score -5372365 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20192 members Mstep: Class 2 contains 19799 members Entering Unmasked Estep Score: -5345283.000000 Penalty: 5255.819336 Iteration 0F: 3 clusters Score -5345283 nChanged 18249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21367 members Mstep: Class 2 contains 18624 members Entering Unmasked Estep Score: -5355271.000000 Penalty: 5255.819336 Iteration 1F: 3 clusters Score -5355271 nChanged 1797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 17793 members Entering Unmasked Estep Score: -5355929.000000 Penalty: 5255.819336 Iteration 2Q: 3 clusters Score -5355929 nChanged 1848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23364 members Mstep: Class 2 contains 16627 members Entering Unmasked Estep Score: -5356655.000000 Penalty: 5255.819336 Iteration 3Q: 3 clusters Score -5356655 nChanged 2028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24970 members Mstep: Class 2 contains 15021 members Entering Unmasked Estep Score: -5357531.000000 Penalty: 5255.819336 Iteration 4F: 3 clusters Score -5357531 nChanged 2274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27080 members Mstep: Class 2 contains 12911 members Entering Unmasked Estep Score: -5358905.500000 Penalty: 5255.819336 Iteration 5F: 3 clusters Score -5358906 nChanged 2780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29794 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -5360911.000000 Penalty: 5255.819336 Iteration 6F: 3 clusters Score -5360911 nChanged 3164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32926 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -5363601.000000 Penalty: 5255.819336 Iteration 7F: 3 clusters Score -5363601 nChanged 2934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35856 members Mstep: Class 2 contains 4135 members Entering Unmasked Estep Score: -5366419.000000 Penalty: 5255.819336 Iteration 8F: 3 clusters Score -5366419 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37910 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -5368387.000000 Penalty: 5255.819336 Iteration 9F: 3 clusters Score -5368387 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38912 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -5369300.500000 Penalty: 5255.819336 Iteration 10Q: 3 clusters Score -5369300 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39355 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -5369714.000000 Penalty: 5255.819336 Iteration 11Q: 3 clusters Score -5369714 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39537 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -5369874.000000 Penalty: 5255.819336 Iteration 12Q: 3 clusters Score -5369874 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39629 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -5369990.000000 Penalty: 5255.819336 Iteration 13Q: 3 clusters Score -5369990 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39665 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -5370042.500000 Penalty: 5255.819336 Iteration 14Q: 3 clusters Score -5370042 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39687 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -5370085.500000 Penalty: 5255.819336 Iteration 15Q: 3 clusters Score -5370086 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39694 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -5370107.000000 Penalty: 5255.819336 Iteration 16Q: 3 clusters Score -5370107 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39700 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -5370119.500000 Penalty: 5255.819336 Iteration 17Q: 3 clusters Score -5370120 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39702 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -5370117.000000 Penalty: 5255.819336 Iteration 18Q: 3 clusters Score -5370117 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39703 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -5370124.000000 Penalty: 5255.819336 Iteration 19Q: 3 clusters Score -5370124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39707 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -5370131.500000 Penalty: 5255.819336 Iteration 20F: 3 clusters Score -5370132 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39712 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -5370137.000000 Penalty: 5255.819336 Iteration 21Q: 3 clusters Score -5370137 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39712 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -5370137.500000 Penalty: 5255.819336 Iteration 22Q: 3 clusters Score -5370138 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39712 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -5370144.000000 Penalty: 5255.819336 Iteration 23Q: 3 clusters Score -5370144 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39713 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -5370140.500000 Penalty: 5255.819336 Iteration 24Q: 3 clusters Score -5370140 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39714 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -5370147.000000 Penalty: 5255.819336 Iteration 25Q: 3 clusters Score -5370147 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39715 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -5370144.000000 Penalty: 5255.819336 Iteration 26Q: 3 clusters Score -5370144 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39715 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -5370144.000000 Penalty: 5255.819336 Iteration 27F: 3 clusters Score -5370144 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2859 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Entering Unmasked Estep Score: -355368.000000 Penalty: 1973.640381 Iteration 0F: 2 clusters Score -355368 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -352221.218750 Penalty: 3947.280762 Iteration 0F: 3 clusters Score -352221.2 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -352997.406250 Penalty: 3947.280762 Iteration 1F: 3 clusters Score -352997.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -353289.281250 Penalty: 3947.280762 Iteration 2F: 3 clusters Score -353289.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -353489.000000 Penalty: 3947.280762 Iteration 3F: 3 clusters Score -353489 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -353653.500000 Penalty: 3947.280762 Iteration 4F: 3 clusters Score -353653.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -353840.718750 Penalty: 3947.280762 Iteration 5F: 3 clusters Score -353840.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -353942.656250 Penalty: 3947.280762 Iteration 6Q: 3 clusters Score -353942.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -354038.687500 Penalty: 3947.280762 Iteration 7Q: 3 clusters Score -354038.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -354151.437500 Penalty: 3947.280762 Iteration 8Q: 3 clusters Score -354151.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -354235.906250 Penalty: 3947.280762 Iteration 9Q: 3 clusters Score -354235.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -354291.250000 Penalty: 3947.280762 Iteration 10Q: 3 clusters Score -354291.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -354338.312500 Penalty: 3947.280762 Iteration 11Q: 3 clusters Score -354338.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2216 members Entering Unmasked Estep Score: -354368.437500 Penalty: 3947.280762 Iteration 12Q: 3 clusters Score -354368.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -354397.125000 Penalty: 3947.280762 Iteration 13Q: 3 clusters Score -354397.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -354417.468750 Penalty: 3947.280762 Iteration 14Q: 3 clusters Score -354417.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -354443.375000 Penalty: 3947.280762 Iteration 15Q: 3 clusters Score -354443.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -354469.343750 Penalty: 3947.280762 Iteration 16Q: 3 clusters Score -354469.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -354506.093750 Penalty: 3947.280762 Iteration 17Q: 3 clusters Score -354506.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -354538.218750 Penalty: 3947.280762 Iteration 18Q: 3 clusters Score -354538.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -354565.156250 Penalty: 3947.280762 Iteration 19Q: 3 clusters Score -354565.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -354596.437500 Penalty: 3947.280762 Iteration 20F: 3 clusters Score -354596.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -354625.218750 Penalty: 3947.280762 Iteration 21Q: 3 clusters Score -354625.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -354652.343750 Penalty: 3947.280762 Iteration 22Q: 3 clusters Score -354652.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -354679.625000 Penalty: 3947.280762 Iteration 23Q: 3 clusters Score -354679.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -354701.906250 Penalty: 3947.280762 Iteration 24Q: 3 clusters Score -354701.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -354716.562500 Penalty: 3947.280762 Iteration 25Q: 3 clusters Score -354716.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -354725.500000 Penalty: 3947.280762 Iteration 26Q: 3 clusters Score -354725.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -354729.156250 Penalty: 3947.280762 Iteration 27Q: 3 clusters Score -354729.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -354729.156250 Penalty: 3947.280762 Iteration 28F: 3 clusters Score -354729.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Entering Unmasked Estep Score: -619147.750000 Penalty: 2094.852295 Iteration 0F: 2 clusters Score -619147.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -614855.312500 Penalty: 4189.704590 Iteration 0F: 3 clusters Score -614855.3 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -615883.312500 Penalty: 4189.704590 Iteration 1F: 3 clusters Score -615883.3 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -616104.625000 Penalty: 4189.704590 Iteration 2F: 3 clusters Score -616104.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -616228.625000 Penalty: 4189.704590 Iteration 3Q: 3 clusters Score -616228.6 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -616321.000000 Penalty: 4189.704590 Iteration 4Q: 3 clusters Score -616321 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -616410.875000 Penalty: 4189.704590 Iteration 5Q: 3 clusters Score -616410.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -616498.250000 Penalty: 4189.704590 Iteration 6Q: 3 clusters Score -616498.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -616591.750000 Penalty: 4189.704590 Iteration 7Q: 3 clusters Score -616591.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -616679.625000 Penalty: 4189.704590 Iteration 8Q: 3 clusters Score -616679.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -616788.562500 Penalty: 4189.704590 Iteration 9Q: 3 clusters Score -616788.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -616968.625000 Penalty: 4189.704590 Iteration 10Q: 3 clusters Score -616968.6 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -617212.687500 Penalty: 4189.704590 Iteration 11Q: 3 clusters Score -617212.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -617468.375000 Penalty: 4189.704590 Iteration 12Q: 3 clusters Score -617468.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -617641.375000 Penalty: 4189.704590 Iteration 13Q: 3 clusters Score -617641.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -617767.437500 Penalty: 4189.704590 Iteration 14Q: 3 clusters Score -617767.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -617855.687500 Penalty: 4189.704590 Iteration 15Q: 3 clusters Score -617855.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -617927.500000 Penalty: 4189.704590 Iteration 16Q: 3 clusters Score -617927.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -617974.312500 Penalty: 4189.704590 Iteration 17Q: 3 clusters Score -617974.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -618005.312500 Penalty: 4189.704590 Iteration 18Q: 3 clusters Score -618005.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -618020.062500 Penalty: 4189.704590 Iteration 19Q: 3 clusters Score -618020.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -618036.375000 Penalty: 4189.704590 Iteration 20F: 3 clusters Score -618036.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -618049.187500 Penalty: 4189.704590 Iteration 21Q: 3 clusters Score -618049.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -618062.625000 Penalty: 4189.704590 Iteration 22Q: 3 clusters Score -618062.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -618070.812500 Penalty: 4189.704590 Iteration 23Q: 3 clusters Score -618070.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4244 members Entering Unmasked Estep Score: -618075.875000 Penalty: 4189.704590 Iteration 24Q: 3 clusters Score -618075.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -618078.875000 Penalty: 4189.704590 Iteration 25Q: 3 clusters Score -618078.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -618078.875000 Penalty: 4189.704590 Iteration 26F: 3 clusters Score -618078.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Entering Unmasked Estep Score: -31971.546875 Penalty: 1412.045654 Iteration 0F: 2 clusters Score -31971.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -30882.050781 Penalty: 2824.091309 Iteration 0F: 3 clusters Score -30882.05 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -31293.775391 Penalty: 2824.091309 Iteration 1F: 3 clusters Score -31293.78 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -31583.746094 Penalty: 2824.091309 Iteration 2F: 3 clusters Score -31583.75 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -31686.623047 Penalty: 2824.091309 Iteration 3Q: 3 clusters Score -31686.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -31726.888672 Penalty: 2824.091309 Iteration 4Q: 3 clusters Score -31726.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -31746.253906 Penalty: 2824.091309 Iteration 5Q: 3 clusters Score -31746.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -31750.791016 Penalty: 2824.091309 Iteration 6Q: 3 clusters Score -31750.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -31756.353516 Penalty: 2824.091309 Iteration 7Q: 3 clusters Score -31756.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -31766.945312 Penalty: 2824.091309 Iteration 8Q: 3 clusters Score -31766.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -31766.945312 Penalty: 2824.091309 Iteration 9F: 3 clusters Score -31766.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (48604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48604 members Entering Unmasked Estep Score: -6517557.500000 Penalty: 2676.282227 Iteration 0F: 2 clusters Score -6517558 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24141 members Mstep: Class 2 contains 24463 members Entering Unmasked Estep Score: -6484940.500000 Penalty: 5352.564453 Iteration 0F: 3 clusters Score -6484940 nChanged 22407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22810 members Mstep: Class 2 contains 25794 members Entering Unmasked Estep Score: -6497278.500000 Penalty: 5352.564453 Iteration 1F: 3 clusters Score -6497278 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21603 members Mstep: Class 2 contains 27001 members Entering Unmasked Estep Score: -6498208.500000 Penalty: 5352.564453 Iteration 2F: 3 clusters Score -6498208 nChanged 2748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19823 members Mstep: Class 2 contains 28781 members Entering Unmasked Estep Score: -6499517.000000 Penalty: 5352.564453 Iteration 3F: 3 clusters Score -6499517 nChanged 3163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17350 members Mstep: Class 2 contains 31254 members Entering Unmasked Estep Score: -6501448.000000 Penalty: 5352.564453 Iteration 4F: 3 clusters Score -6501448 nChanged 3696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14194 members Mstep: Class 2 contains 34410 members Entering Unmasked Estep Score: -6504007.500000 Penalty: 5352.564453 Iteration 5F: 3 clusters Score -6504008 nChanged 3715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10885 members Mstep: Class 2 contains 37719 members Entering Unmasked Estep Score: -6506980.500000 Penalty: 5352.564453 Iteration 6F: 3 clusters Score -6506980 nChanged 3366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7803 members Mstep: Class 2 contains 40801 members Entering Unmasked Estep Score: -6509725.500000 Penalty: 5352.564453 Iteration 7F: 3 clusters Score -6509726 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 43215 members Entering Unmasked Estep Score: -6511839.500000 Penalty: 5352.564453 Iteration 8F: 3 clusters Score -6511840 nChanged 1870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 44979 members Entering Unmasked Estep Score: -6513273.500000 Penalty: 5352.564453 Iteration 9Q: 3 clusters Score -6513274 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 46108 members Entering Unmasked Estep Score: -6514120.500000 Penalty: 5352.564453 Iteration 10Q: 3 clusters Score -6514120 nChanged 703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 46781 members Entering Unmasked Estep Score: -6514586.000000 Penalty: 5352.564453 Iteration 11Q: 3 clusters Score -6514586 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 47213 members Entering Unmasked Estep Score: -6514905.000000 Penalty: 5352.564453 Iteration 12Q: 3 clusters Score -6514905 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 47486 members Entering Unmasked Estep Score: -6515096.000000 Penalty: 5352.564453 Iteration 13Q: 3 clusters Score -6515096 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 47650 members Entering Unmasked Estep Score: -6515214.500000 Penalty: 5352.564453 Iteration 14Q: 3 clusters Score -6515214 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 47750 members Entering Unmasked Estep Score: -6515280.000000 Penalty: 5352.564453 Iteration 15Q: 3 clusters Score -6515280 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 47824 members Entering Unmasked Estep Score: -6515340.500000 Penalty: 5352.564453 Iteration 16Q: 3 clusters Score -6515340 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 47874 members Entering Unmasked Estep Score: -6515375.500000 Penalty: 5352.564453 Iteration 17Q: 3 clusters Score -6515376 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 47910 members Entering Unmasked Estep Score: -6515403.000000 Penalty: 5352.564453 Iteration 18Q: 3 clusters Score -6515403 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 47934 members Entering Unmasked Estep Score: -6515419.000000 Penalty: 5352.564453 Iteration 19Q: 3 clusters Score -6515419 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 47954 members Entering Unmasked Estep Score: -6515439.000000 Penalty: 5352.564453 Iteration 20F: 3 clusters Score -6515439 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 47969 members Entering Unmasked Estep Score: -6515448.500000 Penalty: 5352.564453 Iteration 21Q: 3 clusters Score -6515448 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 47976 members Entering Unmasked Estep Score: -6515452.000000 Penalty: 5352.564453 Iteration 22Q: 3 clusters Score -6515452 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 47981 members Entering Unmasked Estep Score: -6515463.500000 Penalty: 5352.564453 Iteration 23Q: 3 clusters Score -6515464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 47986 members Entering Unmasked Estep Score: -6515461.000000 Penalty: 5352.564453 Iteration 24Q: 3 clusters Score -6515461 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 47988 members Entering Unmasked Estep Score: -6515468.000000 Penalty: 5352.564453 Iteration 25Q: 3 clusters Score -6515468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 47992 members Entering Unmasked Estep Score: -6515468.500000 Penalty: 5352.564453 Iteration 26Q: 3 clusters Score -6515468 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 47995 members Entering Unmasked Estep Score: -6515475.000000 Penalty: 5352.564453 Iteration 27Q: 3 clusters Score -6515475 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 47995 members Entering Unmasked Estep Score: -6515477.000000 Penalty: 5352.564453 Iteration 28Q: 3 clusters Score -6515477 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 47999 members Entering Unmasked Estep Score: -6515487.500000 Penalty: 5352.564453 Iteration 29Q: 3 clusters Score -6515488 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 48002 members Entering Unmasked Estep Score: -6515493.500000 Penalty: 5352.564453 Iteration 30Q: 3 clusters Score -6515494 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 48005 members Entering Unmasked Estep Score: -6515496.000000 Penalty: 5352.564453 Iteration 31Q: 3 clusters Score -6515496 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 48011 members Entering Unmasked Estep Score: -6515499.000000 Penalty: 5352.564453 Iteration 32Q: 3 clusters Score -6515499 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 48016 members Entering Unmasked Estep Score: -6515502.000000 Penalty: 5352.564453 Iteration 33Q: 3 clusters Score -6515502 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 48019 members Entering Unmasked Estep Score: -6515508.000000 Penalty: 5352.564453 Iteration 34Q: 3 clusters Score -6515508 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 48025 members Entering Unmasked Estep Score: -6515510.000000 Penalty: 5352.564453 Iteration 35Q: 3 clusters Score -6515510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 48026 members Entering Unmasked Estep Score: -6515507.000000 Penalty: 5352.564453 Iteration 36Q: 3 clusters Score -6515507 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 48029 members Entering Unmasked Estep Score: -6515507.500000 Penalty: 5352.564453 Iteration 37Q: 3 clusters Score -6515508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 48032 members Entering Unmasked Estep Score: -6515505.500000 Penalty: 5352.564453 Iteration 38Q: 3 clusters Score -6515506 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 48035 members Entering Unmasked Estep Score: -6515510.500000 Penalty: 5352.564453 Iteration 39Q: 3 clusters Score -6515510 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 48035 members Entering Unmasked Estep Score: -6515510.500000 Penalty: 5352.564453 Iteration 40F: 3 clusters Score -6515510 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Entering Unmasked Estep Score: -48732.601562 Penalty: 1481.504761 Iteration 0F: 2 clusters Score -48732.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -47286.535156 Penalty: 2963.009521 Iteration 0F: 3 clusters Score -47286.54 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -47451.550781 Penalty: 2963.009521 Iteration 1F: 3 clusters Score -47451.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -47498.765625 Penalty: 2963.009521 Iteration 2Q: 3 clusters Score -47498.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -47515.941406 Penalty: 2963.009521 Iteration 3Q: 3 clusters Score -47515.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -47526.953125 Penalty: 2963.009521 Iteration 4Q: 3 clusters Score -47526.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -47530.398438 Penalty: 2963.009521 Iteration 5Q: 3 clusters Score -47530.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -47541.312500 Penalty: 2963.009521 Iteration 6Q: 3 clusters Score -47541.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -47548.253906 Penalty: 2963.009521 Iteration 7Q: 3 clusters Score -47548.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -47548.253906 Penalty: 2963.009521 Iteration 8F: 3 clusters Score -47548.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Entering Unmasked Estep Score: -67535.804688 Penalty: 1562.594971 Iteration 0F: 2 clusters Score -67535.8 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 278 members Entering Unmasked Estep Score: -65959.335938 Penalty: 3125.189941 Iteration 0F: 3 clusters Score -65959.34 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -66193.320312 Penalty: 3125.189941 Iteration 1F: 3 clusters Score -66193.32 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -66268.585938 Penalty: 3125.189941 Iteration 2F: 3 clusters Score -66268.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -66315.835938 Penalty: 3125.189941 Iteration 3Q: 3 clusters Score -66315.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -66356.156250 Penalty: 3125.189941 Iteration 4Q: 3 clusters Score -66356.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -66373.773438 Penalty: 3125.189941 Iteration 5Q: 3 clusters Score -66373.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -66384.718750 Penalty: 3125.189941 Iteration 6Q: 3 clusters Score -66384.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -66395.195312 Penalty: 3125.189941 Iteration 7Q: 3 clusters Score -66395.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -66404.531250 Penalty: 3125.189941 Iteration 8Q: 3 clusters Score -66404.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -66409.351562 Penalty: 3125.189941 Iteration 9Q: 3 clusters Score -66409.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -66411.875000 Penalty: 3125.189941 Iteration 10Q: 3 clusters Score -66411.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -66414.078125 Penalty: 3125.189941 Iteration 11Q: 3 clusters Score -66414.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -66414.078125 Penalty: 3125.189941 Iteration 12F: 3 clusters Score -66414.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144322 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68344 members Mstep: Class 7 contains 9480 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74556 members Mstep: Class 10 contains 44683 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4069 members Mstep: Class 13 contains 7994 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106168 members Mstep: Class 18 contains 5338 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10201 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891232.000000 Penalty: 89680.093750 Iteration 159Q: 28 clusters Score -8.589123e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144322 members Mstep: Class 3 contains 1631 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68344 members Mstep: Class 7 contains 9480 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74556 members Mstep: Class 10 contains 44683 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4069 members Mstep: Class 13 contains 7994 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106168 members Mstep: Class 18 contains 5338 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10201 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep ConsiderDeletion Score: -85891232.000000 Penalty: 89680.093750 Iteration 160F: 28 clusters Score -8.589123e+07 nChanged 0 Entering ConstructFrom: Score: -85891232.000000 Penalty: 89680.093750 Entering ConstructFrom: Trying to split cluster 1 (15961 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15961 members Entering Unmasked Estep Score: -2119161.000000 Penalty: 2400.119873 Iteration 0F: 2 clusters Score -2119161 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -2107681.750000 Penalty: 4800.239746 Iteration 0F: 3 clusters Score -2107682 nChanged 6948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8648 members Mstep: Class 2 contains 7313 members Entering Unmasked Estep Score: -2111456.000000 Penalty: 4800.239746 Iteration 1F: 3 clusters Score -2111456 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9032 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -2111936.000000 Penalty: 4800.239746 Iteration 2F: 3 clusters Score -2111936 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9551 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -2112432.750000 Penalty: 4800.239746 Iteration 3F: 3 clusters Score -2112433 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10213 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -2112993.250000 Penalty: 4800.239746 Iteration 4F: 3 clusters Score -2112993 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 4965 members Entering Unmasked Estep Score: -2113656.500000 Penalty: 4800.239746 Iteration 5F: 3 clusters Score -2113656 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11873 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -2114395.750000 Penalty: 4800.239746 Iteration 6F: 3 clusters Score -2114396 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12694 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -2115109.500000 Penalty: 4800.239746 Iteration 7F: 3 clusters Score -2115110 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13419 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -2115737.250000 Penalty: 4800.239746 Iteration 8Q: 3 clusters Score -2115737 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13979 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -2116226.750000 Penalty: 4800.239746 Iteration 9Q: 3 clusters Score -2116227 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14408 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -2116612.000000 Penalty: 4800.239746 Iteration 10Q: 3 clusters Score -2116612 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14673 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -2116847.000000 Penalty: 4800.239746 Iteration 11Q: 3 clusters Score -2116847 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14850 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -2116994.250000 Penalty: 4800.239746 Iteration 12Q: 3 clusters Score -2116994 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14940 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -2117087.250000 Penalty: 4800.239746 Iteration 13Q: 3 clusters Score -2117087 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15013 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -2117161.750000 Penalty: 4800.239746 Iteration 14Q: 3 clusters Score -2117162 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15069 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -2117203.250000 Penalty: 4800.239746 Iteration 15Q: 3 clusters Score -2117203 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15106 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -2117239.750000 Penalty: 4800.239746 Iteration 16Q: 3 clusters Score -2117240 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15136 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -2117261.750000 Penalty: 4800.239746 Iteration 17Q: 3 clusters Score -2117262 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15161 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -2117275.750000 Penalty: 4800.239746 Iteration 18Q: 3 clusters Score -2117276 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15175 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -2117287.000000 Penalty: 4800.239746 Iteration 19Q: 3 clusters Score -2117287 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15182 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -2117297.500000 Penalty: 4800.239746 Iteration 20F: 3 clusters Score -2117298 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15192 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -2117304.250000 Penalty: 4800.239746 Iteration 21Q: 3 clusters Score -2117304 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15206 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -2117315.500000 Penalty: 4800.239746 Iteration 22Q: 3 clusters Score -2117316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15212 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -2117315.750000 Penalty: 4800.239746 Iteration 23Q: 3 clusters Score -2117316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15214 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -2117317.000000 Penalty: 4800.239746 Iteration 24Q: 3 clusters Score -2117317 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15215 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -2117319.500000 Penalty: 4800.239746 Iteration 25Q: 3 clusters Score -2117320 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15218 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -2117321.750000 Penalty: 4800.239746 Iteration 26Q: 3 clusters Score -2117322 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15218 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -2117323.000000 Penalty: 4800.239746 Iteration 27Q: 3 clusters Score -2117323 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15220 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -2117324.000000 Penalty: 4800.239746 Iteration 28Q: 3 clusters Score -2117324 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15221 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -2117325.250000 Penalty: 4800.239746 Iteration 29Q: 3 clusters Score -2117325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15222 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -2117325.500000 Penalty: 4800.239746 Iteration 30Q: 3 clusters Score -2117326 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15224 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -2117325.250000 Penalty: 4800.239746 Iteration 31Q: 3 clusters Score -2117325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15225 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -2117326.000000 Penalty: 4800.239746 Iteration 32Q: 3 clusters Score -2117326 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15227 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -2117326.500000 Penalty: 4800.239746 Iteration 33Q: 3 clusters Score -2117326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15228 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -2117328.000000 Penalty: 4800.239746 Iteration 34Q: 3 clusters Score -2117328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15230 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -2117329.750000 Penalty: 4800.239746 Iteration 35Q: 3 clusters Score -2117330 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15232 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -2117332.750000 Penalty: 4800.239746 Iteration 36Q: 3 clusters Score -2117333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -2117330.500000 Penalty: 4800.239746 Iteration 37Q: 3 clusters Score -2117330 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15234 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -2117330.500000 Penalty: 4800.239746 Iteration 38F: 3 clusters Score -2117330 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (144322 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144322 members Entering Unmasked Estep Score: -19413838.000000 Penalty: 2946.190918 Iteration 0F: 2 clusters Score -1.941384e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72476 members Mstep: Class 2 contains 71846 members Entering Unmasked Estep Score: -19321944.000000 Penalty: 5892.381836 Iteration 0F: 3 clusters Score -1.932194e+07 nChanged 68902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74874 members Mstep: Class 2 contains 69448 members Entering Unmasked Estep Score: -19362690.000000 Penalty: 5892.381836 Iteration 1F: 3 clusters Score -1.936269e+07 nChanged 5634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75770 members Mstep: Class 2 contains 68552 members Entering Unmasked Estep Score: -19365206.000000 Penalty: 5892.381836 Iteration 2Q: 3 clusters Score -1.936521e+07 nChanged 6672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76512 members Mstep: Class 2 contains 67810 members Entering Unmasked Estep Score: -19368666.000000 Penalty: 5892.381836 Iteration 3Q: 3 clusters Score -1.936867e+07 nChanged 7921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76835 members Mstep: Class 2 contains 67487 members Entering Unmasked Estep Score: -19373088.000000 Penalty: 5892.381836 Iteration 4F: 3 clusters Score -1.937309e+07 nChanged 8784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76981 members Mstep: Class 2 contains 67341 members Entering Unmasked Estep Score: -19377884.000000 Penalty: 5892.381836 Iteration 5F: 3 clusters Score -1.937788e+07 nChanged 8817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77316 members Mstep: Class 2 contains 67006 members Entering Unmasked Estep Score: -19382706.000000 Penalty: 5892.381836 Iteration 6F: 3 clusters Score -1.938271e+07 nChanged 7935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78205 members Mstep: Class 2 contains 66117 members Entering Unmasked Estep Score: -19386330.000000 Penalty: 5892.381836 Iteration 7F: 3 clusters Score -1.938633e+07 nChanged 6683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79876 members Mstep: Class 2 contains 64446 members Entering Unmasked Estep Score: -19388996.000000 Penalty: 5892.381836 Iteration 8Q: 3 clusters Score -1.9389e+07 nChanged 5493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82301 members Mstep: Class 2 contains 62021 members Entering Unmasked Estep Score: -19390902.000000 Penalty: 5892.381836 Iteration 9Q: 3 clusters Score -1.93909e+07 nChanged 4696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85393 members Mstep: Class 2 contains 58929 members Entering Unmasked Estep Score: -19392336.000000 Penalty: 5892.381836 Iteration 10Q: 3 clusters Score -1.939234e+07 nChanged 4397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89068 members Mstep: Class 2 contains 55254 members Entering Unmasked Estep Score: -19393942.000000 Penalty: 5892.381836 Iteration 11Q: 3 clusters Score -1.939394e+07 nChanged 4431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93259 members Mstep: Class 2 contains 51063 members Entering Unmasked Estep Score: -19395446.000000 Penalty: 5892.381836 Iteration 12Q: 3 clusters Score -1.939545e+07 nChanged 4705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97912 members Mstep: Class 2 contains 46410 members Entering Unmasked Estep Score: -19397186.000000 Penalty: 5892.381836 Iteration 13Q: 3 clusters Score -1.939719e+07 nChanged 4912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102804 members Mstep: Class 2 contains 41518 members Entering Unmasked Estep Score: -19398862.000000 Penalty: 5892.381836 Iteration 14Q: 3 clusters Score -1.939886e+07 nChanged 5019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107813 members Mstep: Class 2 contains 36509 members Entering Unmasked Estep Score: -19400738.000000 Penalty: 5892.381836 Iteration 15Q: 3 clusters Score -1.940074e+07 nChanged 5085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112894 members Mstep: Class 2 contains 31428 members Entering Unmasked Estep Score: -19402460.000000 Penalty: 5892.381836 Iteration 16Q: 3 clusters Score -1.940246e+07 nChanged 4811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117705 members Mstep: Class 2 contains 26617 members Entering Unmasked Estep Score: -19404110.000000 Penalty: 5892.381836 Iteration 17Q: 3 clusters Score -1.940411e+07 nChanged 4530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122235 members Mstep: Class 2 contains 22087 members Entering Unmasked Estep Score: -19405862.000000 Penalty: 5892.381836 Iteration 18Q: 3 clusters Score -1.940586e+07 nChanged 3984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126219 members Mstep: Class 2 contains 18103 members Entering Unmasked Estep Score: -19407392.000000 Penalty: 5892.381836 Iteration 19Q: 3 clusters Score -1.940739e+07 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129620 members Mstep: Class 2 contains 14702 members Entering Unmasked Estep Score: -19408764.000000 Penalty: 5892.381836 Iteration 20F: 3 clusters Score -1.940876e+07 nChanged 2768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132388 members Mstep: Class 2 contains 11934 members Entering Unmasked Estep Score: -19409770.000000 Penalty: 5892.381836 Iteration 21Q: 3 clusters Score -1.940977e+07 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134578 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -19410522.000000 Penalty: 5892.381836 Iteration 22Q: 3 clusters Score -1.941052e+07 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136305 members Mstep: Class 2 contains 8017 members Entering Unmasked Estep Score: -19411130.000000 Penalty: 5892.381836 Iteration 23Q: 3 clusters Score -1.941113e+07 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137587 members Mstep: Class 2 contains 6735 members Entering Unmasked Estep Score: -19411452.000000 Penalty: 5892.381836 Iteration 24Q: 3 clusters Score -1.941145e+07 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138614 members Mstep: Class 2 contains 5708 members Entering Unmasked Estep Score: -19411816.000000 Penalty: 5892.381836 Iteration 25Q: 3 clusters Score -1.941182e+07 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139347 members Mstep: Class 2 contains 4975 members Entering Unmasked Estep Score: -19411892.000000 Penalty: 5892.381836 Iteration 26Q: 3 clusters Score -1.941189e+07 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139911 members Mstep: Class 2 contains 4411 members Entering Unmasked Estep Score: -19412076.000000 Penalty: 5892.381836 Iteration 27Q: 3 clusters Score -1.941208e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140344 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -19412080.000000 Penalty: 5892.381836 Iteration 28Q: 3 clusters Score -1.941208e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140644 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -19412172.000000 Penalty: 5892.381836 Iteration 29Q: 3 clusters Score -1.941217e+07 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140901 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -19412172.000000 Penalty: 5892.381836 Iteration 30Q: 3 clusters Score -1.941217e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141080 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -19412172.000000 Penalty: 5892.381836 Iteration 31Q: 3 clusters Score -1.941217e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141218 members Mstep: Class 2 contains 3104 members Entering Unmasked Estep Score: -19412194.000000 Penalty: 5892.381836 Iteration 32Q: 3 clusters Score -1.941219e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141354 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -19412218.000000 Penalty: 5892.381836 Iteration 33Q: 3 clusters Score -1.941222e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141463 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -19412216.000000 Penalty: 5892.381836 Iteration 34Q: 3 clusters Score -1.941222e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141564 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -19412236.000000 Penalty: 5892.381836 Iteration 35Q: 3 clusters Score -1.941224e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141654 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -19412244.000000 Penalty: 5892.381836 Iteration 36Q: 3 clusters Score -1.941224e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141732 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -19412244.000000 Penalty: 5892.381836 Iteration 37Q: 3 clusters Score -1.941224e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141812 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -19412256.000000 Penalty: 5892.381836 Iteration 38Q: 3 clusters Score -1.941226e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141885 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -19412268.000000 Penalty: 5892.381836 Iteration 39Q: 3 clusters Score -1.941227e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141931 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -19412266.000000 Penalty: 5892.381836 Iteration 40F: 3 clusters Score -1.941227e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141981 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -19412290.000000 Penalty: 5892.381836 Iteration 41Q: 3 clusters Score -1.941229e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142016 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -19412286.000000 Penalty: 5892.381836 Iteration 42Q: 3 clusters Score -1.941229e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142035 members Mstep: Class 2 contains 2287 members Entering Unmasked Estep Score: -19412290.000000 Penalty: 5892.381836 Iteration 43Q: 3 clusters Score -1.941229e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142050 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -19412288.000000 Penalty: 5892.381836 Iteration 44Q: 3 clusters Score -1.941229e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142066 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -19412288.000000 Penalty: 5892.381836 Iteration 45Q: 3 clusters Score -1.941229e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142081 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -19412270.000000 Penalty: 5892.381836 Iteration 46Q: 3 clusters Score -1.941227e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142094 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -19412300.000000 Penalty: 5892.381836 Iteration 47Q: 3 clusters Score -1.94123e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142103 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -19412310.000000 Penalty: 5892.381836 Iteration 48Q: 3 clusters Score -1.941231e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142115 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -19412312.000000 Penalty: 5892.381836 Iteration 49Q: 3 clusters Score -1.941231e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142122 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -19412304.000000 Penalty: 5892.381836 Iteration 50Q: 3 clusters Score -1.94123e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142128 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -19412306.000000 Penalty: 5892.381836 Iteration 51Q: 3 clusters Score -1.941231e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142140 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -19412288.000000 Penalty: 5892.381836 Iteration 52Q: 3 clusters Score -1.941229e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142155 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -19412290.000000 Penalty: 5892.381836 Iteration 53Q: 3 clusters Score -1.941229e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142161 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -19412296.000000 Penalty: 5892.381836 Iteration 54Q: 3 clusters Score -1.94123e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142174 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -19412310.000000 Penalty: 5892.381836 Iteration 55Q: 3 clusters Score -1.941231e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142186 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -19412308.000000 Penalty: 5892.381836 Iteration 56Q: 3 clusters Score -1.941231e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142204 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -19412304.000000 Penalty: 5892.381836 Iteration 57Q: 3 clusters Score -1.94123e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142222 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -19412304.000000 Penalty: 5892.381836 Iteration 58Q: 3 clusters Score -1.94123e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142232 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -19412298.000000 Penalty: 5892.381836 Iteration 59Q: 3 clusters Score -1.94123e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142241 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -19412290.000000 Penalty: 5892.381836 Iteration 60F: 3 clusters Score -1.941229e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142251 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -19412310.000000 Penalty: 5892.381836 Iteration 61Q: 3 clusters Score -1.941231e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142261 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -19412306.000000 Penalty: 5892.381836 Iteration 62Q: 3 clusters Score -1.941231e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142269 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -19412298.000000 Penalty: 5892.381836 Iteration 63Q: 3 clusters Score -1.94123e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142270 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -19412302.000000 Penalty: 5892.381836 Iteration 64Q: 3 clusters Score -1.94123e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142271 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -19412302.000000 Penalty: 5892.381836 Iteration 65Q: 3 clusters Score -1.94123e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142275 members Mstep: Class 2 contains 2047 members Entering Unmasked Estep Score: -19412304.000000 Penalty: 5892.381836 Iteration 66Q: 3 clusters Score -1.94123e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142278 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -19412294.000000 Penalty: 5892.381836 Iteration 67Q: 3 clusters Score -1.941229e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142279 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -19412294.000000 Penalty: 5892.381836 Iteration 68Q: 3 clusters Score -1.941229e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142279 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -19412300.000000 Penalty: 5892.381836 Iteration 69Q: 3 clusters Score -1.94123e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142280 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -19412300.000000 Penalty: 5892.381836 Iteration 70Q: 3 clusters Score -1.94123e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142280 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -19412302.000000 Penalty: 5892.381836 Iteration 71Q: 3 clusters Score -1.94123e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142282 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -19412298.000000 Penalty: 5892.381836 Iteration 72Q: 3 clusters Score -1.94123e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142282 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -19412296.000000 Penalty: 5892.381836 Iteration 73Q: 3 clusters Score -1.94123e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142283 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -19412302.000000 Penalty: 5892.381836 Iteration 74Q: 3 clusters Score -1.94123e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142283 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -19412302.000000 Penalty: 5892.381836 Iteration 75F: 3 clusters Score -1.94123e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1631 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Entering Unmasked Estep Score: -206099.765625 Penalty: 1834.443359 Iteration 0F: 2 clusters Score -206099.8 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 827 members Entering Unmasked Estep Score: -203798.453125 Penalty: 3668.886719 Iteration 0F: 3 clusters Score -203798.5 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -204255.484375 Penalty: 3668.886719 Iteration 1F: 3 clusters Score -204255.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -204758.765625 Penalty: 3668.886719 Iteration 2F: 3 clusters Score -204758.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -205577.609375 Penalty: 3668.886719 Iteration 3F: 3 clusters Score -205577.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -206400.640625 Penalty: 3668.886719 Iteration 4F: 3 clusters Score -206400.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -206864.000000 Penalty: 3668.886719 Iteration 5F: 3 clusters Score -206864 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -207088.656250 Penalty: 3668.886719 Iteration 6Q: 3 clusters Score -207088.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -207146.593750 Penalty: 3668.886719 Iteration 7Q: 3 clusters Score -207146.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -207155.750000 Penalty: 3668.886719 Iteration 8Q: 3 clusters Score -207155.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -207156.875000 Penalty: 3668.886719 Iteration 9Q: 3 clusters Score -207156.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -207157.703125 Penalty: 3668.886719 Iteration 10Q: 3 clusters Score -207157.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -207157.703125 Penalty: 3668.886719 Iteration 11F: 3 clusters Score -207157.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144322 members Mstep: Class 3 contains 1098 members Mstep: Class 4 contains 533 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 68344 members Mstep: Class 7 contains 9480 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74556 members Mstep: Class 10 contains 44683 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4069 members Mstep: Class 13 contains 7994 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106168 members Mstep: Class 18 contains 5338 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10201 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep Score: -85890576.000000 Penalty: 93001.578125 Splitting cluster 3 changes total score from -85891232.000000 to -85890576.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 5 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -90743.125000 Penalty: 1662.694824 Iteration 0F: 2 clusters Score -90743.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -89116.226562 Penalty: 3325.389648 Iteration 0F: 3 clusters Score -89116.23 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -89634.570312 Penalty: 3325.389648 Iteration 1F: 3 clusters Score -89634.57 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -90074.671875 Penalty: 3325.389648 Iteration 2F: 3 clusters Score -90074.67 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -90356.281250 Penalty: 3325.389648 Iteration 3F: 3 clusters Score -90356.28 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -90502.531250 Penalty: 3325.389648 Iteration 4F: 3 clusters Score -90502.53 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -90716.007812 Penalty: 3325.389648 Iteration 5Q: 3 clusters Score -90716.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -90851.640625 Penalty: 3325.389648 Iteration 6Q: 3 clusters Score -90851.64 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -90955.632812 Penalty: 3325.389648 Iteration 7Q: 3 clusters Score -90955.63 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -90978.437500 Penalty: 3325.389648 Iteration 8Q: 3 clusters Score -90978.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -90987.757812 Penalty: 3325.389648 Iteration 9Q: 3 clusters Score -90987.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -90989.593750 Penalty: 3325.389648 Iteration 10Q: 3 clusters Score -90989.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -90991.250000 Penalty: 3325.389648 Iteration 11Q: 3 clusters Score -90991.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -90994.507812 Penalty: 3325.389648 Iteration 12F: 3 clusters Score -90994.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -91040.070312 Penalty: 3325.389648 Iteration 13Q: 3 clusters Score -91040.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -91047.132812 Penalty: 3325.389648 Iteration 14Q: 3 clusters Score -91047.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -91049.765625 Penalty: 3325.389648 Iteration 15Q: 3 clusters Score -91049.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -91051.234375 Penalty: 3325.389648 Iteration 16Q: 3 clusters Score -91051.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -91051.234375 Penalty: 3325.389648 Iteration 17F: 3 clusters Score -91051.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144322 members Mstep: Class 3 contains 1631 members Mstep: Class 4 contains 341 members Mstep: Class 5 contains 475 members Mstep: Class 6 contains 68344 members Mstep: Class 7 contains 9480 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74556 members Mstep: Class 10 contains 44683 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4069 members Mstep: Class 13 contains 7994 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106168 members Mstep: Class 18 contains 5338 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10201 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep Score: -85889904.000000 Penalty: 93001.578125 Splitting cluster 5 changes total score from -85891232.000000 to -85889904.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (68344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68344 members Entering Unmasked Estep Score: -9241860.000000 Penalty: 2760.812500 Iteration 0F: 2 clusters Score -9241860 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34313 members Mstep: Class 2 contains 34031 members Entering Unmasked Estep Score: -9196321.000000 Penalty: 5521.625000 Iteration 0F: 3 clusters Score -9196321 nChanged 31754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36719 members Mstep: Class 2 contains 31625 members Entering Unmasked Estep Score: -9214759.000000 Penalty: 5521.625000 Iteration 1F: 3 clusters Score -9214759 nChanged 3644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38623 members Mstep: Class 2 contains 29721 members Entering Unmasked Estep Score: -9216504.000000 Penalty: 5521.625000 Iteration 2F: 3 clusters Score -9216504 nChanged 4487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41222 members Mstep: Class 2 contains 27122 members Entering Unmasked Estep Score: -9219457.000000 Penalty: 5521.625000 Iteration 3F: 3 clusters Score -9219457 nChanged 5380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44416 members Mstep: Class 2 contains 23928 members Entering Unmasked Estep Score: -9223630.000000 Penalty: 5521.625000 Iteration 4F: 3 clusters Score -9223630 nChanged 5420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47634 members Mstep: Class 2 contains 20710 members Entering Unmasked Estep Score: -9227574.000000 Penalty: 5521.625000 Iteration 5F: 3 clusters Score -9227574 nChanged 4512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50370 members Mstep: Class 2 contains 17974 members Entering Unmasked Estep Score: -9230233.000000 Penalty: 5521.625000 Iteration 6F: 3 clusters Score -9230233 nChanged 3340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52690 members Mstep: Class 2 contains 15654 members Entering Unmasked Estep Score: -9231919.000000 Penalty: 5521.625000 Iteration 7Q: 3 clusters Score -9231919 nChanged 2383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54661 members Mstep: Class 2 contains 13683 members Entering Unmasked Estep Score: -9233077.000000 Penalty: 5521.625000 Iteration 8Q: 3 clusters Score -9233077 nChanged 1965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56508 members Mstep: Class 2 contains 11836 members Entering Unmasked Estep Score: -9234117.000000 Penalty: 5521.625000 Iteration 9Q: 3 clusters Score -9234117 nChanged 1803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58285 members Mstep: Class 2 contains 10059 members Entering Unmasked Estep Score: -9235157.000000 Penalty: 5521.625000 Iteration 10Q: 3 clusters Score -9235157 nChanged 1675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59950 members Mstep: Class 2 contains 8394 members Entering Unmasked Estep Score: -9236193.000000 Penalty: 5521.625000 Iteration 11Q: 3 clusters Score -9236193 nChanged 1581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61517 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -9237397.000000 Penalty: 5521.625000 Iteration 12Q: 3 clusters Score -9237397 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62830 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -9238617.000000 Penalty: 5521.625000 Iteration 13Q: 3 clusters Score -9238617 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63724 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -9239677.000000 Penalty: 5521.625000 Iteration 14Q: 3 clusters Score -9239677 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64297 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -9240384.000000 Penalty: 5521.625000 Iteration 15Q: 3 clusters Score -9240384 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64690 members Mstep: Class 2 contains 3654 members Entering Unmasked Estep Score: -9240910.000000 Penalty: 5521.625000 Iteration 16Q: 3 clusters Score -9240910 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64998 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -9241236.000000 Penalty: 5521.625000 Iteration 17Q: 3 clusters Score -9241236 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65217 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -9241538.000000 Penalty: 5521.625000 Iteration 18Q: 3 clusters Score -9241538 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65380 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -9241771.000000 Penalty: 5521.625000 Iteration 19Q: 3 clusters Score -9241771 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65501 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -9241822.000000 Penalty: 5521.625000 Iteration 20F: 3 clusters Score -9241822 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65575 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -9241882.000000 Penalty: 5521.625000 Iteration 21Q: 3 clusters Score -9241882 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65629 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -9241885.000000 Penalty: 5521.625000 Iteration 22Q: 3 clusters Score -9241885 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65662 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -9241902.000000 Penalty: 5521.625000 Iteration 23Q: 3 clusters Score -9241902 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65695 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -9241902.000000 Penalty: 5521.625000 Iteration 24Q: 3 clusters Score -9241902 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65721 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -9241901.000000 Penalty: 5521.625000 Iteration 25Q: 3 clusters Score -9241901 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65744 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -9241904.000000 Penalty: 5521.625000 Iteration 26Q: 3 clusters Score -9241904 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65756 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -9241908.000000 Penalty: 5521.625000 Iteration 27Q: 3 clusters Score -9241908 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65770 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -9241915.000000 Penalty: 5521.625000 Iteration 28Q: 3 clusters Score -9241915 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65781 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -9241915.000000 Penalty: 5521.625000 Iteration 29Q: 3 clusters Score -9241915 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65791 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -9241926.000000 Penalty: 5521.625000 Iteration 30Q: 3 clusters Score -9241926 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65800 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -9241927.000000 Penalty: 5521.625000 Iteration 31Q: 3 clusters Score -9241927 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65807 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -9241927.000000 Penalty: 5521.625000 Iteration 32Q: 3 clusters Score -9241927 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65813 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -9241926.000000 Penalty: 5521.625000 Iteration 33Q: 3 clusters Score -9241926 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65817 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -9241930.000000 Penalty: 5521.625000 Iteration 34Q: 3 clusters Score -9241930 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65819 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -9241937.000000 Penalty: 5521.625000 Iteration 35Q: 3 clusters Score -9241937 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65823 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -9241939.000000 Penalty: 5521.625000 Iteration 36Q: 3 clusters Score -9241939 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65826 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -9241933.000000 Penalty: 5521.625000 Iteration 37Q: 3 clusters Score -9241933 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65832 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -9241941.000000 Penalty: 5521.625000 Iteration 38Q: 3 clusters Score -9241941 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65836 members Mstep: Class 2 contains 2508 members Entering Unmasked Estep Score: -9241953.000000 Penalty: 5521.625000 Iteration 39Q: 3 clusters Score -9241953 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65838 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -9241954.000000 Penalty: 5521.625000 Iteration 40F: 3 clusters Score -9241954 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65841 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -9241954.000000 Penalty: 5521.625000 Iteration 41Q: 3 clusters Score -9241954 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65844 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -9241948.000000 Penalty: 5521.625000 Iteration 42Q: 3 clusters Score -9241948 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65846 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -9241949.000000 Penalty: 5521.625000 Iteration 43Q: 3 clusters Score -9241949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65846 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -9241949.000000 Penalty: 5521.625000 Iteration 44F: 3 clusters Score -9241949 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 76 members Mstep: Class 1 contains 15961 members Mstep: Class 2 contains 144322 members Mstep: Class 3 contains 1631 members Mstep: Class 4 contains 2498 members Mstep: Class 5 contains 816 members Mstep: Class 6 contains 65846 members Mstep: Class 7 contains 9480 members Mstep: Class 8 contains 273 members Mstep: Class 9 contains 74556 members Mstep: Class 10 contains 44683 members Mstep: Class 11 contains 1050 members Mstep: Class 12 contains 4069 members Mstep: Class 13 contains 7994 members Mstep: Class 14 contains 4734 members Mstep: Class 15 contains 51838 members Mstep: Class 16 contains 5348 members Mstep: Class 17 contains 106168 members Mstep: Class 18 contains 5338 members Mstep: Class 19 contains 655 members Mstep: Class 20 contains 568 members Mstep: Class 21 contains 10201 members Mstep: Class 22 contains 39991 members Mstep: Class 23 contains 2859 members Mstep: Class 24 contains 4661 members Mstep: Class 25 contains 297 members Mstep: Class 26 contains 48604 members Mstep: Class 27 contains 393 members Mstep: Class 28 contains 545 members Entering Unmasked Estep Score: -85890856.000000 Penalty: 93001.578125 Splitting cluster 6 changes total score from -85891232.000000 to -85890856.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (9480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Entering Unmasked Estep Score: -1264720.750000 Penalty: 2270.920898 Iteration 0F: 2 clusters Score -1264721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1257298.250000 Penalty: 4541.841797 Iteration 0F: 3 clusters Score -1257298 nChanged 3974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -1259339.375000 Penalty: 4541.841797 Iteration 1F: 3 clusters Score -1259339 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -1259629.500000 Penalty: 4541.841797 Iteration 2F: 3 clusters Score -1259630 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 4923 members Entering Unmasked Estep Score: -1259823.375000 Penalty: 4541.841797 Iteration 3Q: 3 clusters Score -1259823 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 4970 members Entering Unmasked Estep Score: -1259970.000000 Penalty: 4541.841797 Iteration 4Q: 3 clusters Score -1259970 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -1260065.375000 Penalty: 4541.841797 Iteration 5Q: 3 clusters Score -1260065 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -1260151.625000 Penalty: 4541.841797 Iteration 6Q: 3 clusters Score -1260152 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 5152 members Entering Unmasked Estep Score: -1260233.625000 Penalty: 4541.841797 Iteration 7Q: 3 clusters Score -1260234 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 5201 members Entering Unmasked Estep Score: -1260305.375000 Penalty: 4541.841797 Iteration 8Q: 3 clusters Score -1260305 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 5259 members Entering Unmasked Estep Score: -1260369.500000 Penalty: 4541.841797 Iteration 9Q: 3 clusters Score -1260370 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -1260436.125000 Penalty: 4541.841797 Iteration 10Q: 3 clusters Score -1260436 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4049 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -1260506.875000 Penalty: 4541.841797 Iteration 11Q: 3 clusters Score -1260507 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3940 members Mstep: Class 2 contains 5540 members Entering Unmasked Estep Score: -1260572.250000 Penalty: 4541.841797 Iteration 12Q: 3 clusters Score -1260572 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -1260630.500000 Penalty: 4541.841797 Iteration 13Q: 3 clusters Score -1260630 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -1260703.500000 Penalty: 4541.841797 Iteration 14Q: 3 clusters Score -1260704 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3526 members Mstep: Class 2 contains 5954 members Entering Unmasked Estep Score: -1260767.625000 Penalty: 4541.841797 Iteration 15Q: 3 clusters Score -1260768 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 6129 members Entering Unmasked Estep Score: -1260840.625000 Penalty: 4541.841797 Iteration 16Q: 3 clusters Score -1260841 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -1260933.500000 Penalty: 4541.841797 Iteration 17Q: 3 clusters Score -1260934 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 6547 members Entering Unmasked Estep Score: -1261032.500000 Penalty: 4541.841797 Iteration 18Q: 3 clusters Score -1261032 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -1261159.500000 Penalty: 4541.841797 Iteration 19Q: 3 clusters Score -1261160 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 7065 members Entering Unmasked Estep Score: -1261311.625000 Penalty: 4541.841797 Iteration 20F: 3 clusters Score -1261312 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -1261495.000000 Penalty: 4541.841797 Iteration 21Q: 3 clusters Score -1261495 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 7665 members Entering Unmasked Estep Score: -1261698.375000 Penalty: 4541.841797 Iteration 22Q: 3 clusters Score -1261698 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -1261924.000000 Penalty: 4541.841797 Iteration 23Q: 3 clusters Score -1261924 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 8265 members Entering Unmasked Estep Score: -1262125.625000 Penalty: 4541.841797 Iteration 24Q: 3 clusters Score -1262126 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -1262283.250000 Penalty: 4541.841797 Iteration 25Q: 3 clusters Score -1262283 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -1262405.000000 Penalty: 4541.841797 Iteration 26Q: 3 clusters Score -1262405 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 8762 members Entering Unmasked Estep Score: -1262486.875000 Penalty: 4541.841797 Iteration 27Q: 3 clusters Score -1262487 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 8843 members Entering Unmasked Estep Score: -1262555.375000 Penalty: 4541.841797 Iteration 28Q: 3 clusters Score -1262555 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 8906 members Entering Unmasked Estep Score: -1262608.625000 Penalty: 4541.841797 Iteration 29Q: 3 clusters Score -1262609 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 8948 members Entering Unmasked Estep Score: -1262647.125000 Penalty: 4541.841797 Iteration 30Q: 3 clusters Score -1262647 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -1262684.375000 Penalty: 4541.841797 Iteration 31Q: 3 clusters Score -1262684 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -1262715.250000 Penalty: 4541.841797 Iteration 32Q: 3 clusters Score -1262715 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 9040 members Entering Unmasked Estep Score: -1262741.875000 Penalty: 4541.841797 Iteration 33Q: 3 clusters Score -1262742 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -1262771.000000 Penalty: 4541.841797 Iteration 34Q: 3 clusters Score -1262771 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 9071 members Entering Unmasked Estep Score: -1262777.750000 Penalty: 4541.841797 Iteration 35Q: 3 clusters Score -1262778 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 9084 members Entering Unmasked Estep Score: -1262791.250000 Penalty: 4541.841797 Iteration 36Q: 3 clusters Score -1262791 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 9094 members Entering Unmasked Estep Score: -1262802.625000 Penalty: 4541.841797 Iteration 37Q: 3 clusters Score -1262803 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 9099 members Entering Unmasked Estep Score: -1262810.625000 Penalty: 4541.841797 Iteration 38Q: 3 clusters Score -1262811 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 9100 members Entering Unmasked Estep Score: -1262812.625000 Penalty: 4541.841797 Iteration 39Q: 3 clusters Score -1262813 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 9101 members Entering Unmasked Estep Score: -1262816.625000 Penalty: 4541.841797 Iteration 40F: 3 clusters Score -1262817 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 9102 members Entering Unmasked Estep Score: -1262817.625000 Penalty: 4541.841797 Iteration 41Q: 3 clusters Score -1262818 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1262818.875000 Penalty: 4541.841797 Iteration 42Q: 3 clusters Score -1262819 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 9105 members Entering Unmasked Estep Score: -1262822.250000 Penalty: 4541.841797 Iteration 43Q: 3 clusters Score -1262822 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -1262821.625000 Penalty: 4541.841797 Iteration 44Q: 3 clusters Score -1262822 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 9106 members Entering Unmasked Estep Score: -1262821.625000 Penalty: 4541.841797 Iteration 45F: 3 clusters Score -1262822 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Entering Unmasked Estep Score: -29075.933594 Penalty: 1391.149048 Iteration 0F: 2 clusters Score -29075.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -27862.208984 Penalty: 2782.298096 Iteration 0F: 3 clusters Score -27862.21 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -28033.250000 Penalty: 2782.298096 Iteration 1F: 3 clusters Score -28033.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -28073.527344 Penalty: 2782.298096 Iteration 2Q: 3 clusters Score -28073.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -28108.230469 Penalty: 2782.298096 Iteration 3Q: 3 clusters Score -28108.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -28130.755859 Penalty: 2782.298096 Iteration 4Q: 3 clusters Score -28130.76 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -28130.755859 Penalty: 2782.298096 Iteration 5F: 3 clusters Score -28130.76 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (74556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74556 members Entering Unmasked Estep Score: -10010864.000000 Penalty: 2782.387939 Iteration 0F: 2 clusters Score -1.001086e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37530 members Mstep: Class 2 contains 37026 members Entering Unmasked Estep Score: -9960579.000000 Penalty: 5564.775879 Iteration 0F: 3 clusters Score -9960579 nChanged 34928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40078 members Mstep: Class 2 contains 34478 members Entering Unmasked Estep Score: -9980652.000000 Penalty: 5564.775879 Iteration 1F: 3 clusters Score -9980652 nChanged 2853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41627 members Mstep: Class 2 contains 32929 members Entering Unmasked Estep Score: -9981476.000000 Penalty: 5564.775879 Iteration 2Q: 3 clusters Score -9981476 nChanged 3327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44068 members Mstep: Class 2 contains 30488 members Entering Unmasked Estep Score: -9982755.000000 Penalty: 5564.775879 Iteration 3Q: 3 clusters Score -9982755 nChanged 4141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47651 members Mstep: Class 2 contains 26905 members Entering Unmasked Estep Score: -9984755.000000 Penalty: 5564.775879 Iteration 4F: 3 clusters Score -9984755 nChanged 5281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52608 members Mstep: Class 2 contains 21948 members Entering Unmasked Estep Score: -9988261.000000 Penalty: 5564.775879 Iteration 5F: 3 clusters Score -9988261 nChanged 6252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58726 members Mstep: Class 2 contains 15830 members Entering Unmasked Estep Score: -9993396.000000 Penalty: 5564.775879 Iteration 6F: 3 clusters Score -9993396 nChanged 6203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64855 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -9999360.000000 Penalty: 5564.775879 Iteration 7F: 3 clusters Score -9999360 nChanged 4734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69545 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -10003852.000000 Penalty: 5564.775879 Iteration 8F: 3 clusters Score -1.000385e+07 nChanged 2659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72186 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -10006398.000000 Penalty: 5564.775879 Iteration 9Q: 3 clusters Score -1.00064e+07 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73349 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -10007534.000000 Penalty: 5564.775879 Iteration 10Q: 3 clusters Score -1.000753e+07 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73799 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -10007972.000000 Penalty: 5564.775879 Iteration 11Q: 3 clusters Score -1.000797e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73967 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -10008176.000000 Penalty: 5564.775879 Iteration 12Q: 3 clusters Score -1.000818e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74024 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -10008271.000000 Penalty: 5564.775879 Iteration 13Q: 3 clusters Score -1.000827e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74074 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -10008335.000000 Penalty: 5564.775879 Iteration 14Q: 3 clusters Score -1.000834e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74109 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -10008385.000000 Penalty: 5564.775879 Iteration 15Q: 3 clusters Score -1.000838e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74121 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -10008406.000000 Penalty: 5564.775879 Iteration 16Q: 3 clusters Score -1.000841e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74122 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -10008419.000000 Penalty: 5564.775879 Iteration 17Q: 3 clusters Score -1.000842e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74123 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -10008421.000000 Penalty: 5564.775879 Iteration 18Q: 3 clusters Score -1.000842e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74128 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -10008426.000000 Penalty: 5564.775879 Iteration 19Q: 3 clusters Score -1.000843e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74131 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -10008433.000000 Penalty: 5564.775879 Iteration 20F: 3 clusters Score -1.000843e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74135 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -10008438.000000 Penalty: 5564.775879 Iteration 21Q: 3 clusters Score -1.000844e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74137 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -10008450.000000 Penalty: 5564.775879 Iteration 22Q: 3 clusters Score -1.000845e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74138 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -10008449.000000 Penalty: 5564.775879 Iteration 23Q: 3 clusters Score -1.000845e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74138 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -10008450.000000 Penalty: 5564.775879 Iteration 24Q: 3 clusters Score -1.000845e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74139 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -10008450.000000 Penalty: 5564.775879 Iteration 25Q: 3 clusters Score -1.000845e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74139 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -10008450.000000 Penalty: 5564.775879 Iteration 26F: 3 clusters Score -1.000845e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (44683 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44683 members Entering Unmasked Estep Score: -6029993.000000 Penalty: 2655.422607 Iteration 0F: 2 clusters Score -6029993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22317 members Mstep: Class 2 contains 22366 members Entering Unmasked Estep Score: -5999633.000000 Penalty: 5310.845215 Iteration 0F: 3 clusters Score -5999633 nChanged 20636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21859 members Mstep: Class 2 contains 22824 members Entering Unmasked Estep Score: -6011016.500000 Penalty: 5310.845215 Iteration 1F: 3 clusters Score -6011016 nChanged 1752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21689 members Mstep: Class 2 contains 22994 members Entering Unmasked Estep Score: -6011528.000000 Penalty: 5310.845215 Iteration 2Q: 3 clusters Score -6011528 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21469 members Mstep: Class 2 contains 23214 members Entering Unmasked Estep Score: -6012001.500000 Penalty: 5310.845215 Iteration 3Q: 3 clusters Score -6012002 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21188 members Mstep: Class 2 contains 23495 members Entering Unmasked Estep Score: -6012372.000000 Penalty: 5310.845215 Iteration 4Q: 3 clusters Score -6012372 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20821 members Mstep: Class 2 contains 23862 members Entering Unmasked Estep Score: -6012729.500000 Penalty: 5310.845215 Iteration 5Q: 3 clusters Score -6012730 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20240 members Mstep: Class 2 contains 24443 members Entering Unmasked Estep Score: -6013082.500000 Penalty: 5310.845215 Iteration 6Q: 3 clusters Score -6013082 nChanged 1380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19358 members Mstep: Class 2 contains 25325 members Entering Unmasked Estep Score: -6013469.000000 Penalty: 5310.845215 Iteration 7Q: 3 clusters Score -6013469 nChanged 1553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18157 members Mstep: Class 2 contains 26526 members Entering Unmasked Estep Score: -6013986.000000 Penalty: 5310.845215 Iteration 8Q: 3 clusters Score -6013986 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16560 members Mstep: Class 2 contains 28123 members Entering Unmasked Estep Score: -6014766.500000 Penalty: 5310.845215 Iteration 9Q: 3 clusters Score -6014766 nChanged 2302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14362 members Mstep: Class 2 contains 30321 members Entering Unmasked Estep Score: -6016004.500000 Penalty: 5310.845215 Iteration 10F: 3 clusters Score -6016004 nChanged 2865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11547 members Mstep: Class 2 contains 33136 members Entering Unmasked Estep Score: -6017999.500000 Penalty: 5310.845215 Iteration 11F: 3 clusters Score -6018000 nChanged 3154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8439 members Mstep: Class 2 contains 36244 members Entering Unmasked Estep Score: -6020431.000000 Penalty: 5310.845215 Iteration 12F: 3 clusters Score -6020431 nChanged 2912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 39140 members Entering Unmasked Estep Score: -6023004.000000 Penalty: 5310.845215 Iteration 13F: 3 clusters Score -6023004 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 41413 members Entering Unmasked Estep Score: -6025029.000000 Penalty: 5310.845215 Iteration 14F: 3 clusters Score -6025029 nChanged 1458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 42867 members Entering Unmasked Estep Score: -6026314.500000 Penalty: 5310.845215 Iteration 15Q: 3 clusters Score -6026314 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 43651 members Entering Unmasked Estep Score: -6026959.500000 Penalty: 5310.845215 Iteration 16Q: 3 clusters Score -6026960 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 44025 members Entering Unmasked Estep Score: -6027321.000000 Penalty: 5310.845215 Iteration 17Q: 3 clusters Score -6027321 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 44189 members Entering Unmasked Estep Score: -6027459.500000 Penalty: 5310.845215 Iteration 18Q: 3 clusters Score -6027460 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 44260 members Entering Unmasked Estep Score: -6027536.500000 Penalty: 5310.845215 Iteration 19Q: 3 clusters Score -6027536 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 44306 members Entering Unmasked Estep Score: -6027583.500000 Penalty: 5310.845215 Iteration 20F: 3 clusters Score -6027584 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 44331 members Entering Unmasked Estep Score: -6027616.500000 Penalty: 5310.845215 Iteration 21Q: 3 clusters Score -6027616 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 44347 members Entering Unmasked Estep Score: -6027633.000000 Penalty: 5310.845215 Iteration 22Q: 3 clusters Score -6027633 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 44360 members Entering Unmasked Estep Score: -6027654.500000 Penalty: 5310.845215 Iteration 23Q: 3 clusters Score -6027654 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 44364 members Entering Unmasked Estep Score: -6027662.000000 Penalty: 5310.845215 Iteration 24Q: 3 clusters Score -6027662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 44364 members Entering Unmasked Estep Score: -6027664.000000 Penalty: 5310.845215 Iteration 25Q: 3 clusters Score -6027664 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 44364 members Entering Unmasked Estep Score: -6027669.500000 Penalty: 5310.845215 Iteration 26Q: 3 clusters Score -6027670 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 44366 members Entering Unmasked Estep Score: -6027675.500000 Penalty: 5310.845215 Iteration 27Q: 3 clusters Score -6027676 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 44372 members Entering Unmasked Estep Score: -6027684.000000 Penalty: 5310.845215 Iteration 28Q: 3 clusters Score -6027684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 44376 members Entering Unmasked Estep Score: -6027692.000000 Penalty: 5310.845215 Iteration 29Q: 3 clusters Score -6027692 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 44380 members Entering Unmasked Estep Score: -6027697.500000 Penalty: 5310.845215 Iteration 30Q: 3 clusters Score -6027698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 44384 members Entering Unmasked Estep Score: -6027704.500000 Penalty: 5310.845215 Iteration 31Q: 3 clusters Score -6027704 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 44387 members Entering Unmasked Estep Score: -6027706.500000 Penalty: 5310.845215 Iteration 32Q: 3 clusters Score -6027706 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 44388 members Entering Unmasked Estep Score: -6027722.000000 Penalty: 5310.845215 Iteration 33Q: 3 clusters Score -6027722 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 44390 members Entering Unmasked Estep Score: -6027728.000000 Penalty: 5310.845215 Iteration 34Q: 3 clusters Score -6027728 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 44391 members Entering Unmasked Estep Score: -6027724.000000 Penalty: 5310.845215 Iteration 35Q: 3 clusters Score -6027724 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 44391 members Entering Unmasked Estep Score: -6027727.000000 Penalty: 5310.845215 Iteration 36Q: 3 clusters Score -6027727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 44390 members Entering Unmasked Estep Score: -6027723.000000 Penalty: 5310.845215 Iteration 37Q: 3 clusters Score -6027723 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 44390 members Entering Unmasked Estep Score: -6027723.000000 Penalty: 5310.845215 Iteration 38F: 3 clusters Score -6027723 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Entering Unmasked Estep Score: -135424.937500 Penalty: 1725.223267 Iteration 0F: 2 clusters Score -135424.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -133420.140625 Penalty: 3450.446533 Iteration 0F: 3 clusters Score -133420.1 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -133699.578125 Penalty: 3450.446533 Iteration 1F: 3 clusters Score -133699.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -133772.734375 Penalty: 3450.446533 Iteration 2F: 3 clusters Score -133772.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -133818.078125 Penalty: 3450.446533 Iteration 3Q: 3 clusters Score -133818.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -133850.843750 Penalty: 3450.446533 Iteration 4Q: 3 clusters Score -133850.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -133876.000000 Penalty: 3450.446533 Iteration 5Q: 3 clusters Score -133876 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -133888.109375 Penalty: 3450.446533 Iteration 6Q: 3 clusters Score -133888.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -133903.343750 Penalty: 3450.446533 Iteration 7Q: 3 clusters Score -133903.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -133921.265625 Penalty: 3450.446533 Iteration 8Q: 3 clusters Score -133921.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -133932.468750 Penalty: 3450.446533 Iteration 9Q: 3 clusters Score -133932.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -133935.328125 Penalty: 3450.446533 Iteration 10Q: 3 clusters Score -133935.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -133938.453125 Penalty: 3450.446533 Iteration 11Q: 3 clusters Score -133938.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -133940.484375 Penalty: 3450.446533 Iteration 12Q: 3 clusters Score -133940.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -133941.437500 Penalty: 3450.446533 Iteration 13Q: 3 clusters Score -133941.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -133942.359375 Penalty: 3450.446533 Iteration 14Q: 3 clusters Score -133942.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -133943.484375 Penalty: 3450.446533 Iteration 15Q: 3 clusters Score -133943.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -133943.484375 Penalty: 3450.446533 Iteration 16F: 3 clusters Score -133943.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (4069 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Entering Unmasked Estep Score: -505309.562500 Penalty: 2061.165771 Iteration 0F: 2 clusters Score -505309.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -501388.687500 Penalty: 4122.331543 Iteration 0F: 3 clusters Score -501388.7 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -502280.281250 Penalty: 4122.331543 Iteration 1F: 3 clusters Score -502280.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -502490.968750 Penalty: 4122.331543 Iteration 2F: 3 clusters Score -502491 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -502621.437500 Penalty: 4122.331543 Iteration 3F: 3 clusters Score -502621.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -502731.375000 Penalty: 4122.331543 Iteration 4Q: 3 clusters Score -502731.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -502828.343750 Penalty: 4122.331543 Iteration 5Q: 3 clusters Score -502828.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -502936.218750 Penalty: 4122.331543 Iteration 6Q: 3 clusters Score -502936.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -503043.250000 Penalty: 4122.331543 Iteration 7Q: 3 clusters Score -503043.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -503141.875000 Penalty: 4122.331543 Iteration 8Q: 3 clusters Score -503141.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -503243.500000 Penalty: 4122.331543 Iteration 9Q: 3 clusters Score -503243.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -503327.250000 Penalty: 4122.331543 Iteration 10Q: 3 clusters Score -503327.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -503405.468750 Penalty: 4122.331543 Iteration 11Q: 3 clusters Score -503405.5 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 2130 members Entering Unmasked Estep Score: -503488.562500 Penalty: 4122.331543 Iteration 12Q: 3 clusters Score -503488.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -503549.312500 Penalty: 4122.331543 Iteration 13Q: 3 clusters Score -503549.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -503611.437500 Penalty: 4122.331543 Iteration 14Q: 3 clusters Score -503611.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -503650.718750 Penalty: 4122.331543 Iteration 15Q: 3 clusters Score -503650.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -503671.468750 Penalty: 4122.331543 Iteration 16Q: 3 clusters Score -503671.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -503690.875000 Penalty: 4122.331543 Iteration 17Q: 3 clusters Score -503690.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -503706.187500 Penalty: 4122.331543 Iteration 18Q: 3 clusters Score -503706.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -503713.500000 Penalty: 4122.331543 Iteration 19Q: 3 clusters Score -503713.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -503723.031250 Penalty: 4122.331543 Iteration 20F: 3 clusters Score -503723 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -503728.125000 Penalty: 4122.331543 Iteration 21Q: 3 clusters Score -503728.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -503730.875000 Penalty: 4122.331543 Iteration 22Q: 3 clusters Score -503730.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -503733.562500 Penalty: 4122.331543 Iteration 23Q: 3 clusters Score -503733.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -503736.906250 Penalty: 4122.331543 Iteration 24Q: 3 clusters Score -503736.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -503737.093750 Penalty: 4122.331543 Iteration 25Q: 3 clusters Score -503737.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -503738.812500 Penalty: 4122.331543 Iteration 26Q: 3 clusters Score -503738.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -503739.156250 Penalty: 4122.331543 Iteration 27Q: 3 clusters Score -503739.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -503739.000000 Penalty: 4122.331543 Iteration 28Q: 3 clusters Score -503739 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -503739.000000 Penalty: 4122.331543 Iteration 29F: 3 clusters Score -503739 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7994 members Entering Unmasked Estep Score: -1001720.437500 Penalty: 2228.638672 Iteration 0F: 2 clusters Score -1001720 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4039 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -995324.062500 Penalty: 4457.277344 Iteration 0F: 3 clusters Score -995324.1 nChanged 3233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4162 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -997059.812500 Penalty: 4457.277344 Iteration 1F: 3 clusters Score -997059.8 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4247 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -997345.250000 Penalty: 4457.277344 Iteration 2F: 3 clusters Score -997345.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 3646 members Entering Unmasked Estep Score: -997558.187500 Penalty: 4457.277344 Iteration 3F: 3 clusters Score -997558.2 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -997738.875000 Penalty: 4457.277344 Iteration 4Q: 3 clusters Score -997738.9 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -997890.625000 Penalty: 4457.277344 Iteration 5Q: 3 clusters Score -997890.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4755 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -998057.312500 Penalty: 4457.277344 Iteration 6Q: 3 clusters Score -998057.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 3095 members Entering Unmasked Estep Score: -998209.500000 Penalty: 4457.277344 Iteration 7Q: 3 clusters Score -998209.5 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -998345.312500 Penalty: 4457.277344 Iteration 8Q: 3 clusters Score -998345.3 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -998487.375000 Penalty: 4457.277344 Iteration 9Q: 3 clusters Score -998487.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -998630.375000 Penalty: 4457.277344 Iteration 10Q: 3 clusters Score -998630.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -998769.125000 Penalty: 4457.277344 Iteration 11Q: 3 clusters Score -998769.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5626 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -998898.000000 Penalty: 4457.277344 Iteration 12Q: 3 clusters Score -998898 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -999010.062500 Penalty: 4457.277344 Iteration 13Q: 3 clusters Score -999010.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5904 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -999120.312500 Penalty: 4457.277344 Iteration 14Q: 3 clusters Score -999120.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6013 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -999223.750000 Penalty: 4457.277344 Iteration 15Q: 3 clusters Score -999223.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6113 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -999333.750000 Penalty: 4457.277344 Iteration 16Q: 3 clusters Score -999333.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6209 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -999436.000000 Penalty: 4457.277344 Iteration 17Q: 3 clusters Score -999436 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -999523.812500 Penalty: 4457.277344 Iteration 18Q: 3 clusters Score -999523.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6353 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -999594.687500 Penalty: 4457.277344 Iteration 19Q: 3 clusters Score -999594.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -999662.125000 Penalty: 4457.277344 Iteration 20F: 3 clusters Score -999662.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -999735.125000 Penalty: 4457.277344 Iteration 21Q: 3 clusters Score -999735.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6505 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -999789.750000 Penalty: 4457.277344 Iteration 22Q: 3 clusters Score -999789.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -999828.812500 Penalty: 4457.277344 Iteration 23Q: 3 clusters Score -999828.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6587 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -999852.625000 Penalty: 4457.277344 Iteration 24Q: 3 clusters Score -999852.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -999865.750000 Penalty: 4457.277344 Iteration 25Q: 3 clusters Score -999865.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -999876.500000 Penalty: 4457.277344 Iteration 26Q: 3 clusters Score -999876.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -999883.812500 Penalty: 4457.277344 Iteration 27Q: 3 clusters Score -999883.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -999889.687500 Penalty: 4457.277344 Iteration 28Q: 3 clusters Score -999889.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -999894.062500 Penalty: 4457.277344 Iteration 29Q: 3 clusters Score -999894.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -999894.312500 Penalty: 4457.277344 Iteration 30Q: 3 clusters Score -999894.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -999898.687500 Penalty: 4457.277344 Iteration 31Q: 3 clusters Score -999898.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -999904.375000 Penalty: 4457.277344 Iteration 32Q: 3 clusters Score -999904.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -999912.875000 Penalty: 4457.277344 Iteration 33Q: 3 clusters Score -999912.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -999917.000000 Penalty: 4457.277344 Iteration 34Q: 3 clusters Score -999917 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6714 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -999929.750000 Penalty: 4457.277344 Iteration 35Q: 3 clusters Score -999929.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -999936.500000 Penalty: 4457.277344 Iteration 36Q: 3 clusters Score -999936.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -999942.375000 Penalty: 4457.277344 Iteration 37Q: 3 clusters Score -999942.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -999944.875000 Penalty: 4457.277344 Iteration 38Q: 3 clusters Score -999944.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -999953.250000 Penalty: 4457.277344 Iteration 39Q: 3 clusters Score -999953.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -999954.812500 Penalty: 4457.277344 Iteration 40F: 3 clusters Score -999954.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -999957.625000 Penalty: 4457.277344 Iteration 41Q: 3 clusters Score -999957.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -999958.000000 Penalty: 4457.277344 Iteration 42Q: 3 clusters Score -999958 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -999957.312500 Penalty: 4457.277344 Iteration 43Q: 3 clusters Score -999957.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -999957.312500 Penalty: 4457.277344 Iteration 44F: 3 clusters Score -999957.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (4734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4734 members Entering Unmasked Estep Score: -628633.375000 Penalty: 2098.706299 Iteration 0F: 2 clusters Score -628633.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -624266.187500 Penalty: 4197.412598 Iteration 0F: 3 clusters Score -624266.2 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2650 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -625327.562500 Penalty: 4197.412598 Iteration 1F: 3 clusters Score -625327.6 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -625543.562500 Penalty: 4197.412598 Iteration 2F: 3 clusters Score -625543.6 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -625682.062500 Penalty: 4197.412598 Iteration 3Q: 3 clusters Score -625682.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -625797.062500 Penalty: 4197.412598 Iteration 4Q: 3 clusters Score -625797.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -625886.687500 Penalty: 4197.412598 Iteration 5Q: 3 clusters Score -625886.7 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3114 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -625964.312500 Penalty: 4197.412598 Iteration 6Q: 3 clusters Score -625964.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -626025.562500 Penalty: 4197.412598 Iteration 7Q: 3 clusters Score -626025.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -626074.000000 Penalty: 4197.412598 Iteration 8Q: 3 clusters Score -626074 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -626118.000000 Penalty: 4197.412598 Iteration 9Q: 3 clusters Score -626118 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -626165.937500 Penalty: 4197.412598 Iteration 10Q: 3 clusters Score -626165.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -626221.312500 Penalty: 4197.412598 Iteration 11Q: 3 clusters Score -626221.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -626266.000000 Penalty: 4197.412598 Iteration 12Q: 3 clusters Score -626266 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -626322.375000 Penalty: 4197.412598 Iteration 13Q: 3 clusters Score -626322.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -626376.062500 Penalty: 4197.412598 Iteration 14Q: 3 clusters Score -626376.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3771 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -626427.000000 Penalty: 4197.412598 Iteration 15Q: 3 clusters Score -626427 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -626469.437500 Penalty: 4197.412598 Iteration 16Q: 3 clusters Score -626469.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -626502.375000 Penalty: 4197.412598 Iteration 17Q: 3 clusters Score -626502.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -626540.562500 Penalty: 4197.412598 Iteration 18Q: 3 clusters Score -626540.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3975 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -626572.312500 Penalty: 4197.412598 Iteration 19Q: 3 clusters Score -626572.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -626600.437500 Penalty: 4197.412598 Iteration 20F: 3 clusters Score -626600.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -626628.750000 Penalty: 4197.412598 Iteration 21Q: 3 clusters Score -626628.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -626649.375000 Penalty: 4197.412598 Iteration 22Q: 3 clusters Score -626649.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -626665.125000 Penalty: 4197.412598 Iteration 23Q: 3 clusters Score -626665.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -626676.250000 Penalty: 4197.412598 Iteration 24Q: 3 clusters Score -626676.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -626684.500000 Penalty: 4197.412598 Iteration 25Q: 3 clusters Score -626684.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -626697.437500 Penalty: 4197.412598 Iteration 26Q: 3 clusters Score -626697.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -626706.875000 Penalty: 4197.412598 Iteration 27Q: 3 clusters Score -626706.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -626715.500000 Penalty: 4197.412598 Iteration 28Q: 3 clusters Score -626715.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -626721.687500 Penalty: 4197.412598 Iteration 29Q: 3 clusters Score -626721.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4172 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -626725.187500 Penalty: 4197.412598 Iteration 30Q: 3 clusters Score -626725.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4175 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -626726.437500 Penalty: 4197.412598 Iteration 31Q: 3 clusters Score -626726.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4179 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -626730.437500 Penalty: 4197.412598 Iteration 32Q: 3 clusters Score -626730.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -626735.937500 Penalty: 4197.412598 Iteration 33Q: 3 clusters Score -626735.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -626738.062500 Penalty: 4197.412598 Iteration 34Q: 3 clusters Score -626738.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -626741.375000 Penalty: 4197.412598 Iteration 35Q: 3 clusters Score -626741.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -626743.750000 Penalty: 4197.412598 Iteration 36Q: 3 clusters Score -626743.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -626743.500000 Penalty: 4197.412598 Iteration 37Q: 3 clusters Score -626743.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -626745.562500 Penalty: 4197.412598 Iteration 38Q: 3 clusters Score -626745.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -626745.562500 Penalty: 4197.412598 Iteration 39F: 3 clusters Score -626745.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (51838 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51838 members Entering Unmasked Estep Score: -6940559.500000 Penalty: 2692.258057 Iteration 0F: 2 clusters Score -6940560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25740 members Mstep: Class 2 contains 26098 members Entering Unmasked Estep Score: -6905577.500000 Penalty: 5384.516113 Iteration 0F: 3 clusters Score -6905578 nChanged 24046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24778 members Mstep: Class 2 contains 27060 members Entering Unmasked Estep Score: -6919150.500000 Penalty: 5384.516113 Iteration 1F: 3 clusters Score -6919150 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24154 members Mstep: Class 2 contains 27684 members Entering Unmasked Estep Score: -6919853.500000 Penalty: 5384.516113 Iteration 2Q: 3 clusters Score -6919854 nChanged 2140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23370 members Mstep: Class 2 contains 28468 members Entering Unmasked Estep Score: -6920585.000000 Penalty: 5384.516113 Iteration 3Q: 3 clusters Score -6920585 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22381 members Mstep: Class 2 contains 29457 members Entering Unmasked Estep Score: -6921437.000000 Penalty: 5384.516113 Iteration 4Q: 3 clusters Score -6921437 nChanged 2261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21050 members Mstep: Class 2 contains 30788 members Entering Unmasked Estep Score: -6922463.000000 Penalty: 5384.516113 Iteration 5Q: 3 clusters Score -6922463 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19311 members Mstep: Class 2 contains 32527 members Entering Unmasked Estep Score: -6923796.500000 Penalty: 5384.516113 Iteration 6Q: 3 clusters Score -6923796 nChanged 2742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17089 members Mstep: Class 2 contains 34749 members Entering Unmasked Estep Score: -6925575.500000 Penalty: 5384.516113 Iteration 7F: 3 clusters Score -6925576 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14401 members Mstep: Class 2 contains 37437 members Entering Unmasked Estep Score: -6927850.000000 Penalty: 5384.516113 Iteration 8F: 3 clusters Score -6927850 nChanged 3067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11526 members Mstep: Class 2 contains 40312 members Entering Unmasked Estep Score: -6930238.500000 Penalty: 5384.516113 Iteration 9F: 3 clusters Score -6930238 nChanged 2813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8787 members Mstep: Class 2 contains 43051 members Entering Unmasked Estep Score: -6932310.500000 Penalty: 5384.516113 Iteration 10F: 3 clusters Score -6932310 nChanged 2342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 45361 members Entering Unmasked Estep Score: -6934012.000000 Penalty: 5384.516113 Iteration 11Q: 3 clusters Score -6934012 nChanged 1879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4614 members Mstep: Class 2 contains 47224 members Entering Unmasked Estep Score: -6935288.500000 Penalty: 5384.516113 Iteration 12Q: 3 clusters Score -6935288 nChanged 1487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 48701 members Entering Unmasked Estep Score: -6936256.500000 Penalty: 5384.516113 Iteration 13Q: 3 clusters Score -6936256 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 49691 members Entering Unmasked Estep Score: -6936950.500000 Penalty: 5384.516113 Iteration 14Q: 3 clusters Score -6936950 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 50320 members Entering Unmasked Estep Score: -6937407.000000 Penalty: 5384.516113 Iteration 15Q: 3 clusters Score -6937407 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 50710 members Entering Unmasked Estep Score: -6937701.500000 Penalty: 5384.516113 Iteration 16Q: 3 clusters Score -6937702 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 50940 members Entering Unmasked Estep Score: -6937862.000000 Penalty: 5384.516113 Iteration 17Q: 3 clusters Score -6937862 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 51066 members Entering Unmasked Estep Score: -6937971.000000 Penalty: 5384.516113 Iteration 18Q: 3 clusters Score -6937971 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 51157 members Entering Unmasked Estep Score: -6938063.500000 Penalty: 5384.516113 Iteration 19Q: 3 clusters Score -6938064 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 51215 members Entering Unmasked Estep Score: -6938111.000000 Penalty: 5384.516113 Iteration 20F: 3 clusters Score -6938111 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 51257 members Entering Unmasked Estep Score: -6938148.500000 Penalty: 5384.516113 Iteration 21Q: 3 clusters Score -6938148 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 51295 members Entering Unmasked Estep Score: -6938191.500000 Penalty: 5384.516113 Iteration 22Q: 3 clusters Score -6938192 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 51323 members Entering Unmasked Estep Score: -6938230.500000 Penalty: 5384.516113 Iteration 23Q: 3 clusters Score -6938230 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 51343 members Entering Unmasked Estep Score: -6938257.500000 Penalty: 5384.516113 Iteration 24Q: 3 clusters Score -6938258 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 51354 members Entering Unmasked Estep Score: -6938273.000000 Penalty: 5384.516113 Iteration 25Q: 3 clusters Score -6938273 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 51364 members Entering Unmasked Estep Score: -6938278.000000 Penalty: 5384.516113 Iteration 26Q: 3 clusters Score -6938278 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 51371 members Entering Unmasked Estep Score: -6938284.500000 Penalty: 5384.516113 Iteration 27Q: 3 clusters Score -6938284 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 51378 members Entering Unmasked Estep Score: -6938290.000000 Penalty: 5384.516113 Iteration 28Q: 3 clusters Score -6938290 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 51383 members Entering Unmasked Estep Score: -6938297.500000 Penalty: 5384.516113 Iteration 29Q: 3 clusters Score -6938298 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 51388 members Entering Unmasked Estep Score: -6938300.500000 Penalty: 5384.516113 Iteration 30Q: 3 clusters Score -6938300 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 51390 members Entering Unmasked Estep Score: -6938304.000000 Penalty: 5384.516113 Iteration 31Q: 3 clusters Score -6938304 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 51395 members Entering Unmasked Estep Score: -6938306.000000 Penalty: 5384.516113 Iteration 32Q: 3 clusters Score -6938306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 51398 members Entering Unmasked Estep Score: -6938313.500000 Penalty: 5384.516113 Iteration 33Q: 3 clusters Score -6938314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 51402 members Entering Unmasked Estep Score: -6938315.500000 Penalty: 5384.516113 Iteration 34Q: 3 clusters Score -6938316 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 51407 members Entering Unmasked Estep Score: -6938315.000000 Penalty: 5384.516113 Iteration 35Q: 3 clusters Score -6938315 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 51407 members Entering Unmasked Estep Score: -6938315.500000 Penalty: 5384.516113 Iteration 36Q: 3 clusters Score -6938316 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 51407 members Entering Unmasked Estep Score: -6938317.500000 Penalty: 5384.516113 Iteration 37Q: 3 clusters Score -6938318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 51407 members Entering Unmasked Estep Score: -6938318.500000 Penalty: 5384.516113 Iteration 38Q: 3 clusters Score -6938318 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 51407 members Entering Unmasked Estep Score: -6938318.500000 Penalty: 5384.516113 Iteration 39F: 3 clusters Score -6938318 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (5348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Entering Unmasked Estep Score: -674983.437500 Penalty: 2128.950684 Iteration 0F: 2 clusters Score -674983.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -670276.125000 Penalty: 4257.901367 Iteration 0F: 3 clusters Score -670276.1 nChanged 2062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -671593.125000 Penalty: 4257.901367 Iteration 1F: 3 clusters Score -671593.1 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -672017.312500 Penalty: 4257.901367 Iteration 2F: 3 clusters Score -672017.3 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -672341.812500 Penalty: 4257.901367 Iteration 3F: 3 clusters Score -672341.8 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -672621.250000 Penalty: 4257.901367 Iteration 4F: 3 clusters Score -672621.2 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -672845.875000 Penalty: 4257.901367 Iteration 5F: 3 clusters Score -672845.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -673020.937500 Penalty: 4257.901367 Iteration 6Q: 3 clusters Score -673020.9 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -673147.812500 Penalty: 4257.901367 Iteration 7Q: 3 clusters Score -673147.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -673244.437500 Penalty: 4257.901367 Iteration 8Q: 3 clusters Score -673244.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -673303.187500 Penalty: 4257.901367 Iteration 9Q: 3 clusters Score -673303.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -673347.000000 Penalty: 4257.901367 Iteration 10Q: 3 clusters Score -673347 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -673380.187500 Penalty: 4257.901367 Iteration 11Q: 3 clusters Score -673380.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -673406.875000 Penalty: 4257.901367 Iteration 12Q: 3 clusters Score -673406.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -673423.375000 Penalty: 4257.901367 Iteration 13Q: 3 clusters Score -673423.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -673434.687500 Penalty: 4257.901367 Iteration 14Q: 3 clusters Score -673434.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -673443.812500 Penalty: 4257.901367 Iteration 15Q: 3 clusters Score -673443.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -673450.687500 Penalty: 4257.901367 Iteration 16Q: 3 clusters Score -673450.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -673460.937500 Penalty: 4257.901367 Iteration 17Q: 3 clusters Score -673460.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3676 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -673466.812500 Penalty: 4257.901367 Iteration 18Q: 3 clusters Score -673466.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -673474.187500 Penalty: 4257.901367 Iteration 19Q: 3 clusters Score -673474.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -673482.562500 Penalty: 4257.901367 Iteration 20F: 3 clusters Score -673482.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -673490.437500 Penalty: 4257.901367 Iteration 21Q: 3 clusters Score -673490.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3712 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -673495.125000 Penalty: 4257.901367 Iteration 22Q: 3 clusters Score -673495.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -673496.312500 Penalty: 4257.901367 Iteration 23Q: 3 clusters Score -673496.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -673499.437500 Penalty: 4257.901367 Iteration 24Q: 3 clusters Score -673499.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -673501.312500 Penalty: 4257.901367 Iteration 25Q: 3 clusters Score -673501.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -673502.500000 Penalty: 4257.901367 Iteration 26Q: 3 clusters Score -673502.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -673504.125000 Penalty: 4257.901367 Iteration 27Q: 3 clusters Score -673504.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3738 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -673506.562500 Penalty: 4257.901367 Iteration 28Q: 3 clusters Score -673506.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -673506.500000 Penalty: 4257.901367 Iteration 29Q: 3 clusters Score -673506.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -673510.875000 Penalty: 4257.901367 Iteration 30Q: 3 clusters Score -673510.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -673511.625000 Penalty: 4257.901367 Iteration 31Q: 3 clusters Score -673511.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -673513.187500 Penalty: 4257.901367 Iteration 32Q: 3 clusters Score -673513.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -673513.937500 Penalty: 4257.901367 Iteration 33Q: 3 clusters Score -673513.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3757 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -673514.625000 Penalty: 4257.901367 Iteration 34Q: 3 clusters Score -673514.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -673515.687500 Penalty: 4257.901367 Iteration 35Q: 3 clusters Score -673515.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -673515.687500 Penalty: 4257.901367 Iteration 36F: 3 clusters Score -673515.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (106168 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106168 members Entering Unmasked Estep Score: -14029290.000000 Penalty: 2870.048828 Iteration 0F: 2 clusters Score -1.402929e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53046 members Mstep: Class 2 contains 53122 members Entering Unmasked Estep Score: -13958591.000000 Penalty: 5740.097656 Iteration 0F: 3 clusters Score -1.395859e+07 nChanged 49979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51649 members Mstep: Class 2 contains 54519 members Entering Unmasked Estep Score: -13987076.000000 Penalty: 5740.097656 Iteration 1F: 3 clusters Score -1.398708e+07 nChanged 3487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50654 members Mstep: Class 2 contains 55514 members Entering Unmasked Estep Score: -13987800.000000 Penalty: 5740.097656 Iteration 2Q: 3 clusters Score -1.39878e+07 nChanged 3487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49281 members Mstep: Class 2 contains 56887 members Entering Unmasked Estep Score: -13988681.000000 Penalty: 5740.097656 Iteration 3Q: 3 clusters Score -1.398868e+07 nChanged 3671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47296 members Mstep: Class 2 contains 58872 members Entering Unmasked Estep Score: -13989546.000000 Penalty: 5740.097656 Iteration 4Q: 3 clusters Score -1.398955e+07 nChanged 4016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44482 members Mstep: Class 2 contains 61686 members Entering Unmasked Estep Score: -13991003.000000 Penalty: 5740.097656 Iteration 5Q: 3 clusters Score -1.3991e+07 nChanged 4828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40574 members Mstep: Class 2 contains 65594 members Entering Unmasked Estep Score: -13993132.000000 Penalty: 5740.097656 Iteration 6Q: 3 clusters Score -1.399313e+07 nChanged 5702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35420 members Mstep: Class 2 contains 70748 members Entering Unmasked Estep Score: -13996441.000000 Penalty: 5740.097656 Iteration 7F: 3 clusters Score -1.399644e+07 nChanged 6934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28778 members Mstep: Class 2 contains 77390 members Entering Unmasked Estep Score: -14001095.000000 Penalty: 5740.097656 Iteration 8F: 3 clusters Score -1.40011e+07 nChanged 7817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21061 members Mstep: Class 2 contains 85107 members Entering Unmasked Estep Score: -14007471.000000 Penalty: 5740.097656 Iteration 9F: 3 clusters Score -1.400747e+07 nChanged 7747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13352 members Mstep: Class 2 contains 92816 members Entering Unmasked Estep Score: -14014546.000000 Penalty: 5740.097656 Iteration 10F: 3 clusters Score -1.401455e+07 nChanged 6233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 99043 members Entering Unmasked Estep Score: -14020461.000000 Penalty: 5740.097656 Iteration 11F: 3 clusters Score -1.402046e+07 nChanged 3851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 102892 members Entering Unmasked Estep Score: -14024020.000000 Penalty: 5740.097656 Iteration 12Q: 3 clusters Score -1.402402e+07 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 104719 members Entering Unmasked Estep Score: -14025595.000000 Penalty: 5740.097656 Iteration 13Q: 3 clusters Score -1.40256e+07 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 105436 members Entering Unmasked Estep Score: -14026307.000000 Penalty: 5740.097656 Iteration 14Q: 3 clusters Score -1.402631e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 105683 members Entering Unmasked Estep Score: -14026523.000000 Penalty: 5740.097656 Iteration 15Q: 3 clusters Score -1.402652e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 105775 members Entering Unmasked Estep Score: -14026620.000000 Penalty: 5740.097656 Iteration 16Q: 3 clusters Score -1.402662e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 105815 members Entering Unmasked Estep Score: -14026666.000000 Penalty: 5740.097656 Iteration 17Q: 3 clusters Score -1.402667e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 105846 members Entering Unmasked Estep Score: -14026736.000000 Penalty: 5740.097656 Iteration 18Q: 3 clusters Score -1.402674e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 105865 members Entering Unmasked Estep Score: -14026764.000000 Penalty: 5740.097656 Iteration 19Q: 3 clusters Score -1.402676e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 105877 members Entering Unmasked Estep Score: -14026802.000000 Penalty: 5740.097656 Iteration 20F: 3 clusters Score -1.40268e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 105884 members Entering Unmasked Estep Score: -14026824.000000 Penalty: 5740.097656 Iteration 21Q: 3 clusters Score -1.402682e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 105888 members Entering Unmasked Estep Score: -14026822.000000 Penalty: 5740.097656 Iteration 22Q: 3 clusters Score -1.402682e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 105890 members Entering Unmasked Estep Score: -14026840.000000 Penalty: 5740.097656 Iteration 23Q: 3 clusters Score -1.402684e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 105892 members Entering Unmasked Estep Score: -14026844.000000 Penalty: 5740.097656 Iteration 24Q: 3 clusters Score -1.402684e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 105894 members Entering Unmasked Estep Score: -14026835.000000 Penalty: 5740.097656 Iteration 25Q: 3 clusters Score -1.402684e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 105894 members Entering Unmasked Estep Score: -14026835.000000 Penalty: 5740.097656 Iteration 26F: 3 clusters Score -1.402684e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (5338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Entering Unmasked Estep Score: -670934.375000 Penalty: 2128.486328 Iteration 0F: 2 clusters Score -670934.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2617 members Entering Unmasked Estep Score: -666290.250000 Penalty: 4256.972656 Iteration 0F: 3 clusters Score -666290.2 nChanged 2024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -667416.500000 Penalty: 4256.972656 Iteration 1F: 3 clusters Score -667416.5 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2860 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -667610.625000 Penalty: 4256.972656 Iteration 2F: 3 clusters Score -667610.6 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -667741.250000 Penalty: 4256.972656 Iteration 3Q: 3 clusters Score -667741.2 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -667837.000000 Penalty: 4256.972656 Iteration 4Q: 3 clusters Score -667837 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -667916.062500 Penalty: 4256.972656 Iteration 5Q: 3 clusters Score -667916.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -667991.062500 Penalty: 4256.972656 Iteration 6Q: 3 clusters Score -667991.1 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -668059.687500 Penalty: 4256.972656 Iteration 7Q: 3 clusters Score -668059.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -668123.750000 Penalty: 4256.972656 Iteration 8Q: 3 clusters Score -668123.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -668191.187500 Penalty: 4256.972656 Iteration 9Q: 3 clusters Score -668191.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -668250.187500 Penalty: 4256.972656 Iteration 10Q: 3 clusters Score -668250.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -668297.250000 Penalty: 4256.972656 Iteration 11Q: 3 clusters Score -668297.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -668334.687500 Penalty: 4256.972656 Iteration 12Q: 3 clusters Score -668334.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -668378.562500 Penalty: 4256.972656 Iteration 13Q: 3 clusters Score -668378.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -668421.937500 Penalty: 4256.972656 Iteration 14Q: 3 clusters Score -668421.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -668464.187500 Penalty: 4256.972656 Iteration 15Q: 3 clusters Score -668464.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -668513.000000 Penalty: 4256.972656 Iteration 16Q: 3 clusters Score -668513 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -668569.062500 Penalty: 4256.972656 Iteration 17Q: 3 clusters Score -668569.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -668624.875000 Penalty: 4256.972656 Iteration 18Q: 3 clusters Score -668624.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -668688.062500 Penalty: 4256.972656 Iteration 19Q: 3 clusters Score -668688.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -668752.312500 Penalty: 4256.972656 Iteration 20F: 3 clusters Score -668752.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3837 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -668826.937500 Penalty: 4256.972656 Iteration 21Q: 3 clusters Score -668826.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -668901.500000 Penalty: 4256.972656 Iteration 22Q: 3 clusters Score -668901.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -668964.500000 Penalty: 4256.972656 Iteration 23Q: 3 clusters Score -668964.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4023 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -669019.000000 Penalty: 4256.972656 Iteration 24Q: 3 clusters Score -669019 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -669071.000000 Penalty: 4256.972656 Iteration 25Q: 3 clusters Score -669071 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -669132.062500 Penalty: 4256.972656 Iteration 26Q: 3 clusters Score -669132.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4195 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -669197.625000 Penalty: 4256.972656 Iteration 27Q: 3 clusters Score -669197.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -669284.750000 Penalty: 4256.972656 Iteration 28Q: 3 clusters Score -669284.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -669373.250000 Penalty: 4256.972656 Iteration 29Q: 3 clusters Score -669373.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4319 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -669471.937500 Penalty: 4256.972656 Iteration 30Q: 3 clusters Score -669471.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -669550.062500 Penalty: 4256.972656 Iteration 31Q: 3 clusters Score -669550.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4377 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -669627.000000 Penalty: 4256.972656 Iteration 32Q: 3 clusters Score -669627 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -669702.562500 Penalty: 4256.972656 Iteration 33Q: 3 clusters Score -669702.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -669768.625000 Penalty: 4256.972656 Iteration 34Q: 3 clusters Score -669768.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -669822.312500 Penalty: 4256.972656 Iteration 35Q: 3 clusters Score -669822.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -669859.750000 Penalty: 4256.972656 Iteration 36Q: 3 clusters Score -669859.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -669877.312500 Penalty: 4256.972656 Iteration 37Q: 3 clusters Score -669877.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -669887.500000 Penalty: 4256.972656 Iteration 38Q: 3 clusters Score -669887.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -669896.250000 Penalty: 4256.972656 Iteration 39Q: 3 clusters Score -669896.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -669905.937500 Penalty: 4256.972656 Iteration 40F: 3 clusters Score -669905.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -669911.750000 Penalty: 4256.972656 Iteration 41Q: 3 clusters Score -669911.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4540 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -669914.937500 Penalty: 4256.972656 Iteration 42Q: 3 clusters Score -669914.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -669917.375000 Penalty: 4256.972656 Iteration 43Q: 3 clusters Score -669917.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -669922.312500 Penalty: 4256.972656 Iteration 44Q: 3 clusters Score -669922.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -669923.312500 Penalty: 4256.972656 Iteration 45Q: 3 clusters Score -669923.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -669923.312500 Penalty: 4256.972656 Iteration 46F: 3 clusters Score -669923.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Entering Unmasked Estep Score: -81217.007812 Penalty: 1608.189575 Iteration 0F: 2 clusters Score -81217.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -79547.257812 Penalty: 3216.379150 Iteration 0F: 3 clusters Score -79547.26 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -79782.281250 Penalty: 3216.379150 Iteration 1F: 3 clusters Score -79782.28 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -79874.078125 Penalty: 3216.379150 Iteration 2F: 3 clusters Score -79874.08 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -79926.445312 Penalty: 3216.379150 Iteration 3Q: 3 clusters Score -79926.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -79972.578125 Penalty: 3216.379150 Iteration 4Q: 3 clusters Score -79972.58 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -79997.164062 Penalty: 3216.379150 Iteration 5Q: 3 clusters Score -79997.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -80011.007812 Penalty: 3216.379150 Iteration 6Q: 3 clusters Score -80011.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -80020.656250 Penalty: 3216.379150 Iteration 7Q: 3 clusters Score -80020.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -80023.625000 Penalty: 3216.379150 Iteration 8Q: 3 clusters Score -80023.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -80028.320312 Penalty: 3216.379150 Iteration 9Q: 3 clusters Score -80028.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -80035.703125 Penalty: 3216.379150 Iteration 10Q: 3 clusters Score -80035.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -80041.140625 Penalty: 3216.379150 Iteration 11Q: 3 clusters Score -80041.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -80044.867188 Penalty: 3216.379150 Iteration 12Q: 3 clusters Score -80044.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -80053.515625 Penalty: 3216.379150 Iteration 13Q: 3 clusters Score -80053.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -80061.906250 Penalty: 3216.379150 Iteration 14Q: 3 clusters Score -80061.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -80068.734375 Penalty: 3216.379150 Iteration 15Q: 3 clusters Score -80068.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -80072.468750 Penalty: 3216.379150 Iteration 16Q: 3 clusters Score -80072.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -80074.226562 Penalty: 3216.379150 Iteration 17Q: 3 clusters Score -80074.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -80076.804688 Penalty: 3216.379150 Iteration 18Q: 3 clusters Score -80076.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -80076.804688 Penalty: 3216.379150 Iteration 19F: 3 clusters Score -80076.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Entering Unmasked Estep Score: -69085.992188 Penalty: 1572.846191 Iteration 0F: 2 clusters Score -69085.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -67494.125000 Penalty: 3145.692383 Iteration 0F: 3 clusters Score -67494.12 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -67672.117188 Penalty: 3145.692383 Iteration 1F: 3 clusters Score -67672.12 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -67743.945312 Penalty: 3145.692383 Iteration 2F: 3 clusters Score -67743.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -67794.281250 Penalty: 3145.692383 Iteration 3Q: 3 clusters Score -67794.28 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -67842.335938 Penalty: 3145.692383 Iteration 4Q: 3 clusters Score -67842.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -67871.437500 Penalty: 3145.692383 Iteration 5Q: 3 clusters Score -67871.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -67885.906250 Penalty: 3145.692383 Iteration 6Q: 3 clusters Score -67885.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -67892.304688 Penalty: 3145.692383 Iteration 7Q: 3 clusters Score -67892.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -67902.250000 Penalty: 3145.692383 Iteration 8Q: 3 clusters Score -67902.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -67909.312500 Penalty: 3145.692383 Iteration 9Q: 3 clusters Score -67909.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -67913.226562 Penalty: 3145.692383 Iteration 10Q: 3 clusters Score -67913.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -67922.343750 Penalty: 3145.692383 Iteration 11Q: 3 clusters Score -67922.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -67926.984375 Penalty: 3145.692383 Iteration 12Q: 3 clusters Score -67926.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -67929.335938 Penalty: 3145.692383 Iteration 13Q: 3 clusters Score -67929.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -67933.078125 Penalty: 3145.692383 Iteration 14Q: 3 clusters Score -67933.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -67940.156250 Penalty: 3145.692383 Iteration 15Q: 3 clusters Score -67940.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -67940.156250 Penalty: 3145.692383 Iteration 16F: 3 clusters Score -67940.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (10201 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10201 members Entering Unmasked Estep Score: -1335102.000000 Penalty: 2289.099609 Iteration 0F: 2 clusters Score -1335102 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1327247.250000 Penalty: 4578.199219 Iteration 0F: 3 clusters Score -1327247 nChanged 4282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 4976 members Entering Unmasked Estep Score: -1329571.250000 Penalty: 4578.199219 Iteration 1F: 3 clusters Score -1329571 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1329934.000000 Penalty: 4578.199219 Iteration 2F: 3 clusters Score -1329934 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -1330240.375000 Penalty: 4578.199219 Iteration 3F: 3 clusters Score -1330240 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5391 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -1330444.875000 Penalty: 4578.199219 Iteration 4Q: 3 clusters Score -1330445 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5422 members Mstep: Class 2 contains 4779 members Entering Unmasked Estep Score: -1330617.625000 Penalty: 4578.199219 Iteration 5Q: 3 clusters Score -1330618 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5456 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -1330763.375000 Penalty: 4578.199219 Iteration 6Q: 3 clusters Score -1330763 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 4728 members Entering Unmasked Estep Score: -1330922.875000 Penalty: 4578.199219 Iteration 7Q: 3 clusters Score -1330923 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1331065.250000 Penalty: 4578.199219 Iteration 8Q: 3 clusters Score -1331065 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5453 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -1331222.625000 Penalty: 4578.199219 Iteration 9Q: 3 clusters Score -1331223 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -1331378.625000 Penalty: 4578.199219 Iteration 10Q: 3 clusters Score -1331379 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -1331522.750000 Penalty: 4578.199219 Iteration 11Q: 3 clusters Score -1331523 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 4910 members Entering Unmasked Estep Score: -1331648.375000 Penalty: 4578.199219 Iteration 12Q: 3 clusters Score -1331648 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5237 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -1331734.875000 Penalty: 4578.199219 Iteration 13Q: 3 clusters Score -1331735 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1331804.375000 Penalty: 4578.199219 Iteration 14Q: 3 clusters Score -1331804 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 5015 members Entering Unmasked Estep Score: -1331857.375000 Penalty: 4578.199219 Iteration 15Q: 3 clusters Score -1331857 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -1331894.500000 Penalty: 4578.199219 Iteration 16Q: 3 clusters Score -1331894 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1331919.500000 Penalty: 4578.199219 Iteration 17Q: 3 clusters Score -1331920 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 5007 members Entering Unmasked Estep Score: -1331947.750000 Penalty: 4578.199219 Iteration 18Q: 3 clusters Score -1331948 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -1331970.625000 Penalty: 4578.199219 Iteration 19Q: 3 clusters Score -1331971 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 4958 members Entering Unmasked Estep Score: -1331993.500000 Penalty: 4578.199219 Iteration 20F: 3 clusters Score -1331994 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5270 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -1332008.125000 Penalty: 4578.199219 Iteration 21Q: 3 clusters Score -1332008 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 4905 members Entering Unmasked Estep Score: -1332017.125000 Penalty: 4578.199219 Iteration 22Q: 3 clusters Score -1332017 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 4876 members Entering Unmasked Estep Score: -1332022.625000 Penalty: 4578.199219 Iteration 23Q: 3 clusters Score -1332023 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 4850 members Entering Unmasked Estep Score: -1332031.125000 Penalty: 4578.199219 Iteration 24Q: 3 clusters Score -1332031 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5374 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -1332033.125000 Penalty: 4578.199219 Iteration 25Q: 3 clusters Score -1332033 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 4807 members Entering Unmasked Estep Score: -1332043.750000 Penalty: 4578.199219 Iteration 26Q: 3 clusters Score -1332044 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 4775 members Entering Unmasked Estep Score: -1332048.750000 Penalty: 4578.199219 Iteration 27Q: 3 clusters Score -1332049 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5458 members Mstep: Class 2 contains 4743 members Entering Unmasked Estep Score: -1332056.750000 Penalty: 4578.199219 Iteration 28Q: 3 clusters Score -1332057 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -1332064.750000 Penalty: 4578.199219 Iteration 29Q: 3 clusters Score -1332065 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5512 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -1332072.875000 Penalty: 4578.199219 Iteration 30Q: 3 clusters Score -1332073 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 4659 members Entering Unmasked Estep Score: -1332080.625000 Penalty: 4578.199219 Iteration 31Q: 3 clusters Score -1332081 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -1332086.375000 Penalty: 4578.199219 Iteration 32Q: 3 clusters Score -1332086 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 4619 members Entering Unmasked Estep Score: -1332089.250000 Penalty: 4578.199219 Iteration 33Q: 3 clusters Score -1332089 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 4600 members Entering Unmasked Estep Score: -1332089.125000 Penalty: 4578.199219 Iteration 34Q: 3 clusters Score -1332089 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5619 members Mstep: Class 2 contains 4582 members Entering Unmasked Estep Score: -1332099.125000 Penalty: 4578.199219 Iteration 35Q: 3 clusters Score -1332099 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1332102.125000 Penalty: 4578.199219 Iteration 36Q: 3 clusters Score -1332102 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -1332108.750000 Penalty: 4578.199219 Iteration 37Q: 3 clusters Score -1332109 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -1332116.875000 Penalty: 4578.199219 Iteration 38Q: 3 clusters Score -1332117 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 4478 members Entering Unmasked Estep Score: -1332119.000000 Penalty: 4578.199219 Iteration 39Q: 3 clusters Score -1332119 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5752 members Mstep: Class 2 contains 4449 members Entering Unmasked Estep Score: -1332128.000000 Penalty: 4578.199219 Iteration 40F: 3 clusters Score -1332128 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5780 members Mstep: Class 2 contains 4421 members Entering Unmasked Estep Score: -1332138.375000 Penalty: 4578.199219 Iteration 41Q: 3 clusters Score -1332138 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 4396 members Entering Unmasked Estep Score: -1332140.625000 Penalty: 4578.199219 Iteration 42Q: 3 clusters Score -1332141 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5833 members Mstep: Class 2 contains 4368 members Entering Unmasked Estep Score: -1332143.500000 Penalty: 4578.199219 Iteration 43Q: 3 clusters Score -1332144 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5860 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -1332149.750000 Penalty: 4578.199219 Iteration 44Q: 3 clusters Score -1332150 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -1332153.250000 Penalty: 4578.199219 Iteration 45Q: 3 clusters Score -1332153 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5902 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -1332157.250000 Penalty: 4578.199219 Iteration 46Q: 3 clusters Score -1332157 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -1332159.250000 Penalty: 4578.199219 Iteration 47Q: 3 clusters Score -1332159 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5920 members Mstep: Class 2 contains 4281 members Entering Unmasked Estep Score: -1332160.625000 Penalty: 4578.199219 Iteration 48Q: 3 clusters Score -1332161 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 4268 members Entering Unmasked Estep Score: -1332160.875000 Penalty: 4578.199219 Iteration 49Q: 3 clusters Score -1332161 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5943 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -1332162.625000 Penalty: 4578.199219 Iteration 50Q: 3 clusters Score -1332163 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 4247 members Entering Unmasked Estep Score: -1332162.625000 Penalty: 4578.199219 Iteration 51Q: 3 clusters Score -1332163 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -1332164.625000 Penalty: 4578.199219 Iteration 52Q: 3 clusters Score -1332165 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 4212 members Entering Unmasked Estep Score: -1332167.875000 Penalty: 4578.199219 Iteration 53Q: 3 clusters Score -1332168 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -1332172.125000 Penalty: 4578.199219 Iteration 54Q: 3 clusters Score -1332172 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -1332174.500000 Penalty: 4578.199219 Iteration 55Q: 3 clusters Score -1332174 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6047 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -1332178.000000 Penalty: 4578.199219 Iteration 56Q: 3 clusters Score -1332178 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -1332179.000000 Penalty: 4578.199219 Iteration 57Q: 3 clusters Score -1332179 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 4111 members Entering Unmasked Estep Score: -1332186.125000 Penalty: 4578.199219 Iteration 58Q: 3 clusters Score -1332186 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -1332189.500000 Penalty: 4578.199219 Iteration 59Q: 3 clusters Score -1332190 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1332195.625000 Penalty: 4578.199219 Iteration 60F: 3 clusters Score -1332196 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -1332199.625000 Penalty: 4578.199219 Iteration 61Q: 3 clusters Score -1332200 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6207 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -1332202.500000 Penalty: 4578.199219 Iteration 62Q: 3 clusters Score -1332202 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -1332216.875000 Penalty: 4578.199219 Iteration 63Q: 3 clusters Score -1332217 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -1332219.875000 Penalty: 4578.199219 Iteration 64Q: 3 clusters Score -1332220 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6330 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -1332236.625000 Penalty: 4578.199219 Iteration 65Q: 3 clusters Score -1332237 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6385 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -1332247.250000 Penalty: 4578.199219 Iteration 66Q: 3 clusters Score -1332247 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -1332257.250000 Penalty: 4578.199219 Iteration 67Q: 3 clusters Score -1332257 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -1332264.250000 Penalty: 4578.199219 Iteration 68Q: 3 clusters Score -1332264 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6532 members Mstep: Class 2 contains 3669 members Entering Unmasked Estep Score: -1332283.000000 Penalty: 4578.199219 Iteration 69Q: 3 clusters Score -1332283 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -1332291.625000 Penalty: 4578.199219 Iteration 70Q: 3 clusters Score -1332292 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -1332308.250000 Penalty: 4578.199219 Iteration 71Q: 3 clusters Score -1332308 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6713 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1332330.625000 Penalty: 4578.199219 Iteration 72Q: 3 clusters Score -1332331 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -1332349.875000 Penalty: 4578.199219 Iteration 73Q: 3 clusters Score -1332350 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -1332372.875000 Penalty: 4578.199219 Iteration 74Q: 3 clusters Score -1332373 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1332396.000000 Penalty: 4578.199219 Iteration 75Q: 3 clusters Score -1332396 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -1332417.750000 Penalty: 4578.199219 Iteration 76Q: 3 clusters Score -1332418 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -1332451.250000 Penalty: 4578.199219 Iteration 77Q: 3 clusters Score -1332451 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7197 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -1332475.625000 Penalty: 4578.199219 Iteration 78Q: 3 clusters Score -1332476 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7292 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -1332505.625000 Penalty: 4578.199219 Iteration 79Q: 3 clusters Score -1332506 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -1332535.125000 Penalty: 4578.199219 Iteration 80F: 3 clusters Score -1332535 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7461 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -1332568.125000 Penalty: 4578.199219 Iteration 81Q: 3 clusters Score -1332568 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7532 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -1332592.000000 Penalty: 4578.199219 Iteration 82Q: 3 clusters Score -1332592 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7620 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -1332623.375000 Penalty: 4578.199219 Iteration 83Q: 3 clusters Score -1332623 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -1332638.500000 Penalty: 4578.199219 Iteration 84Q: 3 clusters Score -1332638 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7740 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -1332657.000000 Penalty: 4578.199219 Iteration 85Q: 3 clusters Score -1332657 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -1332673.625000 Penalty: 4578.199219 Iteration 86Q: 3 clusters Score -1332674 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7860 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -1332689.750000 Penalty: 4578.199219 Iteration 87Q: 3 clusters Score -1332690 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1332713.125000 Penalty: 4578.199219 Iteration 88Q: 3 clusters Score -1332713 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7991 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -1332738.375000 Penalty: 4578.199219 Iteration 89Q: 3 clusters Score -1332738 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -1332763.125000 Penalty: 4578.199219 Iteration 90Q: 3 clusters Score -1332763 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8140 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -1332800.000000 Penalty: 4578.199219 Iteration 91Q: 3 clusters Score -1332800 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -1332841.750000 Penalty: 4578.199219 Iteration 92Q: 3 clusters Score -1332842 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8292 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1332869.375000 Penalty: 4578.199219 Iteration 93Q: 3 clusters Score -1332869 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8351 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -1332892.750000 Penalty: 4578.199219 Iteration 94Q: 3 clusters Score -1332893 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8403 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -1332908.875000 Penalty: 4578.199219 Iteration 95Q: 3 clusters Score -1332909 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -1332926.250000 Penalty: 4578.199219 Iteration 96Q: 3 clusters Score -1332926 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8489 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -1332944.875000 Penalty: 4578.199219 Iteration 97Q: 3 clusters Score -1332945 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8537 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -1332972.750000 Penalty: 4578.199219 Iteration 98Q: 3 clusters Score -1332973 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -1332994.750000 Penalty: 4578.199219 Iteration 99Q: 3 clusters Score -1332995 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8633 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -1333012.250000 Penalty: 4578.199219 Iteration 100F: 3 clusters Score -1333012 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8677 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -1333031.750000 Penalty: 4578.199219 Iteration 101Q: 3 clusters Score -1333032 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -1333043.000000 Penalty: 4578.199219 Iteration 102Q: 3 clusters Score -1333043 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8745 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -1333061.375000 Penalty: 4578.199219 Iteration 103Q: 3 clusters Score -1333061 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8775 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -1333071.750000 Penalty: 4578.199219 Iteration 104Q: 3 clusters Score -1333072 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8798 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -1333076.625000 Penalty: 4578.199219 Iteration 105Q: 3 clusters Score -1333077 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8816 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -1333084.500000 Penalty: 4578.199219 Iteration 106Q: 3 clusters Score -1333084 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -1333086.500000 Penalty: 4578.199219 Iteration 107Q: 3 clusters Score -1333086 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -1333092.875000 Penalty: 4578.199219 Iteration 108Q: 3 clusters Score -1333093 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8851 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -1333093.500000 Penalty: 4578.199219 Iteration 109Q: 3 clusters Score -1333094 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8859 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -1333096.000000 Penalty: 4578.199219 Iteration 110Q: 3 clusters Score -1333096 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8869 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -1333100.000000 Penalty: 4578.199219 Iteration 111Q: 3 clusters Score -1333100 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -1333102.375000 Penalty: 4578.199219 Iteration 112Q: 3 clusters Score -1333102 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8881 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -1333104.250000 Penalty: 4578.199219 Iteration 113Q: 3 clusters Score -1333104 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8886 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -1333105.875000 Penalty: 4578.199219 Iteration 114Q: 3 clusters Score -1333106 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8888 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1333107.375000 Penalty: 4578.199219 Iteration 115Q: 3 clusters Score -1333107 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -1333107.375000 Penalty: 4578.199219 Iteration 116Q: 3 clusters Score -1333107 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -1333108.750000 Penalty: 4578.199219 Iteration 117Q: 3 clusters Score -1333109 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8899 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1333109.375000 Penalty: 4578.199219 Iteration 118Q: 3 clusters Score -1333109 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8900 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -1333111.500000 Penalty: 4578.199219 Iteration 119Q: 3 clusters Score -1333112 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8901 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1333110.250000 Penalty: 4578.199219 Iteration 120F: 3 clusters Score -1333110 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1333111.000000 Penalty: 4578.199219 Iteration 121Q: 3 clusters Score -1333111 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8902 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -1333111.000000 Penalty: 4578.199219 Iteration 122F: 3 clusters Score -1333111 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (39991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39991 members Entering Unmasked Estep Score: -5372365.000000 Penalty: 2627.909668 Iteration 0F: 2 clusters Score -5372365 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20020 members Mstep: Class 2 contains 19971 members Entering Unmasked Estep Score: -5345220.000000 Penalty: 5255.819336 Iteration 0F: 3 clusters Score -5345220 nChanged 18384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20020 members Mstep: Class 2 contains 19971 members Entering Unmasked Estep Score: -5355375.500000 Penalty: 5255.819336 Iteration 1F: 3 clusters Score -5355376 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20065 members Mstep: Class 2 contains 19926 members Entering Unmasked Estep Score: -5355831.500000 Penalty: 5255.819336 Iteration 2Q: 3 clusters Score -5355832 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20114 members Mstep: Class 2 contains 19877 members Entering Unmasked Estep Score: -5356200.000000 Penalty: 5255.819336 Iteration 3Q: 3 clusters Score -5356200 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20161 members Mstep: Class 2 contains 19830 members Entering Unmasked Estep Score: -5356539.000000 Penalty: 5255.819336 Iteration 4Q: 3 clusters Score -5356539 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20194 members Mstep: Class 2 contains 19797 members Entering Unmasked Estep Score: -5356835.500000 Penalty: 5255.819336 Iteration 5Q: 3 clusters Score -5356836 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20215 members Mstep: Class 2 contains 19776 members Entering Unmasked Estep Score: -5357161.000000 Penalty: 5255.819336 Iteration 6Q: 3 clusters Score -5357161 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20128 members Mstep: Class 2 contains 19863 members Entering Unmasked Estep Score: -5357516.500000 Penalty: 5255.819336 Iteration 7Q: 3 clusters Score -5357516 nChanged 1350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19968 members Mstep: Class 2 contains 20023 members Entering Unmasked Estep Score: -5358039.500000 Penalty: 5255.819336 Iteration 8Q: 3 clusters Score -5358040 nChanged 1580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19752 members Mstep: Class 2 contains 20239 members Entering Unmasked Estep Score: -5358684.500000 Penalty: 5255.819336 Iteration 9Q: 3 clusters Score -5358684 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19502 members Mstep: Class 2 contains 20489 members Entering Unmasked Estep Score: -5359444.500000 Penalty: 5255.819336 Iteration 10Q: 3 clusters Score -5359444 nChanged 1727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19303 members Mstep: Class 2 contains 20688 members Entering Unmasked Estep Score: -5360206.000000 Penalty: 5255.819336 Iteration 11Q: 3 clusters Score -5360206 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19122 members Mstep: Class 2 contains 20869 members Entering Unmasked Estep Score: -5360921.000000 Penalty: 5255.819336 Iteration 12Q: 3 clusters Score -5360921 nChanged 1628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18966 members Mstep: Class 2 contains 21025 members Entering Unmasked Estep Score: -5361526.500000 Penalty: 5255.819336 Iteration 13Q: 3 clusters Score -5361526 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18915 members Mstep: Class 2 contains 21076 members Entering Unmasked Estep Score: -5361929.000000 Penalty: 5255.819336 Iteration 14Q: 3 clusters Score -5361929 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18948 members Mstep: Class 2 contains 21043 members Entering Unmasked Estep Score: -5362257.500000 Penalty: 5255.819336 Iteration 15Q: 3 clusters Score -5362258 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18984 members Mstep: Class 2 contains 21007 members Entering Unmasked Estep Score: -5362505.000000 Penalty: 5255.819336 Iteration 16Q: 3 clusters Score -5362505 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19052 members Mstep: Class 2 contains 20939 members Entering Unmasked Estep Score: -5362686.000000 Penalty: 5255.819336 Iteration 17Q: 3 clusters Score -5362686 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19142 members Mstep: Class 2 contains 20849 members Entering Unmasked Estep Score: -5362849.000000 Penalty: 5255.819336 Iteration 18Q: 3 clusters Score -5362849 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19234 members Mstep: Class 2 contains 20757 members Entering Unmasked Estep Score: -5362909.500000 Penalty: 5255.819336 Iteration 19Q: 3 clusters Score -5362910 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19351 members Mstep: Class 2 contains 20640 members Entering Unmasked Estep Score: -5363040.000000 Penalty: 5255.819336 Iteration 20F: 3 clusters Score -5363040 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19496 members Mstep: Class 2 contains 20495 members Entering Unmasked Estep Score: -5363121.500000 Penalty: 5255.819336 Iteration 21Q: 3 clusters Score -5363122 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19639 members Mstep: Class 2 contains 20352 members Entering Unmasked Estep Score: -5363202.000000 Penalty: 5255.819336 Iteration 22Q: 3 clusters Score -5363202 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19830 members Mstep: Class 2 contains 20161 members Entering Unmasked Estep Score: -5363267.000000 Penalty: 5255.819336 Iteration 23Q: 3 clusters Score -5363267 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20055 members Mstep: Class 2 contains 19936 members Entering Unmasked Estep Score: -5363320.500000 Penalty: 5255.819336 Iteration 24Q: 3 clusters Score -5363320 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20308 members Mstep: Class 2 contains 19683 members Entering Unmasked Estep Score: -5363374.500000 Penalty: 5255.819336 Iteration 25Q: 3 clusters Score -5363374 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -5363413.000000 Penalty: 5255.819336 Iteration 26Q: 3 clusters Score -5363413 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20885 members Mstep: Class 2 contains 19106 members Entering Unmasked Estep Score: -5363465.500000 Penalty: 5255.819336 Iteration 27Q: 3 clusters Score -5363466 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21185 members Mstep: Class 2 contains 18806 members Entering Unmasked Estep Score: -5363487.500000 Penalty: 5255.819336 Iteration 28Q: 3 clusters Score -5363488 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21559 members Mstep: Class 2 contains 18432 members Entering Unmasked Estep Score: -5363540.500000 Penalty: 5255.819336 Iteration 29Q: 3 clusters Score -5363540 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21987 members Mstep: Class 2 contains 18004 members Entering Unmasked Estep Score: -5363618.000000 Penalty: 5255.819336 Iteration 30Q: 3 clusters Score -5363618 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22448 members Mstep: Class 2 contains 17543 members Entering Unmasked Estep Score: -5363725.500000 Penalty: 5255.819336 Iteration 31Q: 3 clusters Score -5363726 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22993 members Mstep: Class 2 contains 16998 members Entering Unmasked Estep Score: -5363815.000000 Penalty: 5255.819336 Iteration 32Q: 3 clusters Score -5363815 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 16380 members Entering Unmasked Estep Score: -5363945.000000 Penalty: 5255.819336 Iteration 33Q: 3 clusters Score -5363945 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24337 members Mstep: Class 2 contains 15654 members Entering Unmasked Estep Score: -5364123.000000 Penalty: 5255.819336 Iteration 34Q: 3 clusters Score -5364123 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25222 members Mstep: Class 2 contains 14769 members Entering Unmasked Estep Score: -5364374.500000 Penalty: 5255.819336 Iteration 35Q: 3 clusters Score -5364374 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26262 members Mstep: Class 2 contains 13729 members Entering Unmasked Estep Score: -5364650.500000 Penalty: 5255.819336 Iteration 36Q: 3 clusters Score -5364650 nChanged 1156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27418 members Mstep: Class 2 contains 12573 members Entering Unmasked Estep Score: -5365052.500000 Penalty: 5255.819336 Iteration 37Q: 3 clusters Score -5365052 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28695 members Mstep: Class 2 contains 11296 members Entering Unmasked Estep Score: -5365551.000000 Penalty: 5255.819336 Iteration 38Q: 3 clusters Score -5365551 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30011 members Mstep: Class 2 contains 9980 members Entering Unmasked Estep Score: -5366064.500000 Penalty: 5255.819336 Iteration 39Q: 3 clusters Score -5366064 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31361 members Mstep: Class 2 contains 8630 members Entering Unmasked Estep Score: -5366656.000000 Penalty: 5255.819336 Iteration 40F: 3 clusters Score -5366656 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32647 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -5367252.000000 Penalty: 5255.819336 Iteration 41Q: 3 clusters Score -5367252 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33887 members Mstep: Class 2 contains 6104 members Entering Unmasked Estep Score: -5367850.000000 Penalty: 5255.819336 Iteration 42Q: 3 clusters Score -5367850 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34920 members Mstep: Class 2 contains 5071 members Entering Unmasked Estep Score: -5368345.500000 Penalty: 5255.819336 Iteration 43Q: 3 clusters Score -5368346 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35790 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -5368744.500000 Penalty: 5255.819336 Iteration 44Q: 3 clusters Score -5368744 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36490 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -5369084.000000 Penalty: 5255.819336 Iteration 45Q: 3 clusters Score -5369084 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37061 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -5369344.000000 Penalty: 5255.819336 Iteration 46Q: 3 clusters Score -5369344 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37480 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -5369572.500000 Penalty: 5255.819336 Iteration 47Q: 3 clusters Score -5369572 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37794 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -5369713.000000 Penalty: 5255.819336 Iteration 48Q: 3 clusters Score -5369713 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38047 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -5369840.000000 Penalty: 5255.819336 Iteration 49Q: 3 clusters Score -5369840 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38253 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -5369929.500000 Penalty: 5255.819336 Iteration 50Q: 3 clusters Score -5369930 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38392 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -5369998.500000 Penalty: 5255.819336 Iteration 51Q: 3 clusters Score -5369998 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38507 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -5370059.000000 Penalty: 5255.819336 Iteration 52Q: 3 clusters Score -5370059 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38592 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -5370111.000000 Penalty: 5255.819336 Iteration 53Q: 3 clusters Score -5370111 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38668 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -5370143.500000 Penalty: 5255.819336 Iteration 54Q: 3 clusters Score -5370144 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38723 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -5370178.500000 Penalty: 5255.819336 Iteration 55Q: 3 clusters Score -5370178 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38771 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -5370206.500000 Penalty: 5255.819336 Iteration 56Q: 3 clusters Score -5370206 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38808 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -5370214.000000 Penalty: 5255.819336 Iteration 57Q: 3 clusters Score -5370214 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38839 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -5370225.000000 Penalty: 5255.819336 Iteration 58Q: 3 clusters Score -5370225 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38866 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -5370239.000000 Penalty: 5255.819336 Iteration 59Q: 3 clusters Score -5370239 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38882 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -5370251.500000 Penalty: 5255.819336 Iteration 60F: 3 clusters Score -5370252 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38899 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -5370262.500000 Penalty: 5255.819336 Iteration 61Q: 3 clusters Score -5370262 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38914 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -5370277.500000 Penalty: 5255.819336 Iteration 62Q: 3 clusters Score -5370278 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38919 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -5370272.500000 Penalty: 5255.819336 Iteration 63Q: 3 clusters Score -5370272 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38924 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -5370273.500000 Penalty: 5255.819336 Iteration 64Q: 3 clusters Score -5370274 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38926 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -5370273.000000 Penalty: 5255.819336 Iteration 65Q: 3 clusters Score -5370273 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38927 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -5370274.500000 Penalty: 5255.819336 Iteration 66Q: 3 clusters Score -5370274 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38928 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -5370275.000000 Penalty: 5255.819336 Iteration 67Q: 3 clusters Score -5370275 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38928 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -5370278.000000 Penalty: 5255.819336 Iteration 68Q: 3 clusters Score -5370278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38930 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -5370276.500000 Penalty: 5255.819336 Iteration 69Q: 3 clusters Score -5370276 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38933 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -5370278.500000 Penalty: 5255.819336 Iteration 70Q: 3 clusters Score -5370278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38936 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -5370279.500000 Penalty: 5255.819336 Iteration 71Q: 3 clusters Score -5370280 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38939 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -5370281.500000 Penalty: 5255.819336 Iteration 72Q: 3 clusters Score -5370282 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38940 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -5370282.000000 Penalty: 5255.819336 Iteration 73Q: 3 clusters Score -5370282 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38940 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -5370282.000000 Penalty: 5255.819336 Iteration 74F: 3 clusters Score -5370282 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2859 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Entering Unmasked Estep Score: -355368.000000 Penalty: 1973.640381 Iteration 0F: 2 clusters Score -355368 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -352375.656250 Penalty: 3947.280762 Iteration 0F: 3 clusters Score -352375.7 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -353154.937500 Penalty: 3947.280762 Iteration 1F: 3 clusters Score -353154.9 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -353462.437500 Penalty: 3947.280762 Iteration 2F: 3 clusters Score -353462.4 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -353673.656250 Penalty: 3947.280762 Iteration 3F: 3 clusters Score -353673.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -353818.781250 Penalty: 3947.280762 Iteration 4F: 3 clusters Score -353818.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -353951.000000 Penalty: 3947.280762 Iteration 5Q: 3 clusters Score -353951 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -354059.218750 Penalty: 3947.280762 Iteration 6Q: 3 clusters Score -354059.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -354150.375000 Penalty: 3947.280762 Iteration 7Q: 3 clusters Score -354150.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -354224.187500 Penalty: 3947.280762 Iteration 8Q: 3 clusters Score -354224.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -354280.500000 Penalty: 3947.280762 Iteration 9Q: 3 clusters Score -354280.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -354336.906250 Penalty: 3947.280762 Iteration 10Q: 3 clusters Score -354336.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -354388.812500 Penalty: 3947.280762 Iteration 11Q: 3 clusters Score -354388.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -354442.093750 Penalty: 3947.280762 Iteration 12Q: 3 clusters Score -354442.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -354486.500000 Penalty: 3947.280762 Iteration 13Q: 3 clusters Score -354486.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -354518.687500 Penalty: 3947.280762 Iteration 14Q: 3 clusters Score -354518.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -354541.718750 Penalty: 3947.280762 Iteration 15Q: 3 clusters Score -354541.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -354565.406250 Penalty: 3947.280762 Iteration 16Q: 3 clusters Score -354565.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -354592.437500 Penalty: 3947.280762 Iteration 17Q: 3 clusters Score -354592.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -354611.062500 Penalty: 3947.280762 Iteration 18Q: 3 clusters Score -354611.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -354622.812500 Penalty: 3947.280762 Iteration 19Q: 3 clusters Score -354622.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -354650.531250 Penalty: 3947.280762 Iteration 20F: 3 clusters Score -354650.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2539 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -354668.375000 Penalty: 3947.280762 Iteration 21Q: 3 clusters Score -354668.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -354672.812500 Penalty: 3947.280762 Iteration 22Q: 3 clusters Score -354672.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -354676.562500 Penalty: 3947.280762 Iteration 23Q: 3 clusters Score -354676.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -354687.562500 Penalty: 3947.280762 Iteration 24Q: 3 clusters Score -354687.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -354693.250000 Penalty: 3947.280762 Iteration 25Q: 3 clusters Score -354693.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -354697.281250 Penalty: 3947.280762 Iteration 26Q: 3 clusters Score -354697.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2565 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -354701.125000 Penalty: 3947.280762 Iteration 27Q: 3 clusters Score -354701.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -354704.500000 Penalty: 3947.280762 Iteration 28Q: 3 clusters Score -354704.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -354708.562500 Penalty: 3947.280762 Iteration 29Q: 3 clusters Score -354708.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -354708.593750 Penalty: 3947.280762 Iteration 30Q: 3 clusters Score -354708.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -354708.593750 Penalty: 3947.280762 Iteration 31F: 3 clusters Score -354708.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (4661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Entering Unmasked Estep Score: -619147.750000 Penalty: 2094.852295 Iteration 0F: 2 clusters Score -619147.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -614848.687500 Penalty: 4189.704590 Iteration 0F: 3 clusters Score -614848.7 nChanged 1734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -615832.562500 Penalty: 4189.704590 Iteration 1F: 3 clusters Score -615832.6 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -616047.437500 Penalty: 4189.704590 Iteration 2F: 3 clusters Score -616047.4 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -616180.562500 Penalty: 4189.704590 Iteration 3Q: 3 clusters Score -616180.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -616296.187500 Penalty: 4189.704590 Iteration 4Q: 3 clusters Score -616296.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -616404.812500 Penalty: 4189.704590 Iteration 5Q: 3 clusters Score -616404.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -616546.875000 Penalty: 4189.704590 Iteration 6Q: 3 clusters Score -616546.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -616757.562500 Penalty: 4189.704590 Iteration 7Q: 3 clusters Score -616757.6 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -617025.437500 Penalty: 4189.704590 Iteration 8F: 3 clusters Score -617025.4 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -617319.250000 Penalty: 4189.704590 Iteration 9F: 3 clusters Score -617319.2 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -617535.812500 Penalty: 4189.704590 Iteration 10Q: 3 clusters Score -617535.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -617694.187500 Penalty: 4189.704590 Iteration 11Q: 3 clusters Score -617694.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -617803.562500 Penalty: 4189.704590 Iteration 12Q: 3 clusters Score -617803.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -617884.125000 Penalty: 4189.704590 Iteration 13Q: 3 clusters Score -617884.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -617939.625000 Penalty: 4189.704590 Iteration 14Q: 3 clusters Score -617939.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -617973.625000 Penalty: 4189.704590 Iteration 15Q: 3 clusters Score -617973.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -617991.562500 Penalty: 4189.704590 Iteration 16Q: 3 clusters Score -617991.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -618006.625000 Penalty: 4189.704590 Iteration 17Q: 3 clusters Score -618006.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -618014.812500 Penalty: 4189.704590 Iteration 18Q: 3 clusters Score -618014.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -618025.187500 Penalty: 4189.704590 Iteration 19Q: 3 clusters Score -618025.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -618030.750000 Penalty: 4189.704590 Iteration 20F: 3 clusters Score -618030.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -618034.812500 Penalty: 4189.704590 Iteration 21Q: 3 clusters Score -618034.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -618035.687500 Penalty: 4189.704590 Iteration 22Q: 3 clusters Score -618035.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -618037.750000 Penalty: 4189.704590 Iteration 23Q: 3 clusters Score -618037.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -618040.125000 Penalty: 4189.704590 Iteration 24Q: 3 clusters Score -618040.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -618044.375000 Penalty: 4189.704590 Iteration 25Q: 3 clusters Score -618044.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4152 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -618046.437500 Penalty: 4189.704590 Iteration 26Q: 3 clusters Score -618046.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -618046.875000 Penalty: 4189.704590 Iteration 27Q: 3 clusters Score -618046.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -618048.187500 Penalty: 4189.704590 Iteration 28Q: 3 clusters Score -618048.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -618049.125000 Penalty: 4189.704590 Iteration 29Q: 3 clusters Score -618049.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -618049.125000 Penalty: 4189.704590 Iteration 30F: 3 clusters Score -618049.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Entering Unmasked Estep Score: -31971.546875 Penalty: 1412.045654 Iteration 0F: 2 clusters Score -31971.55 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 160 members Entering Unmasked Estep Score: -30852.968750 Penalty: 2824.091309 Iteration 0F: 3 clusters Score -30852.97 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -31157.115234 Penalty: 2824.091309 Iteration 1F: 3 clusters Score -31157.12 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -31479.814453 Penalty: 2824.091309 Iteration 2F: 3 clusters Score -31479.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -31664.458984 Penalty: 2824.091309 Iteration 3F: 3 clusters Score -31664.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -31742.705078 Penalty: 2824.091309 Iteration 4Q: 3 clusters Score -31742.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -31774.605469 Penalty: 2824.091309 Iteration 5Q: 3 clusters Score -31774.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -31778.650391 Penalty: 2824.091309 Iteration 6Q: 3 clusters Score -31778.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -31778.650391 Penalty: 2824.091309 Iteration 7F: 3 clusters Score -31778.65 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (48604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48604 members Entering Unmasked Estep Score: -6517557.500000 Penalty: 2676.282227 Iteration 0F: 2 clusters Score -6517558 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24164 members Mstep: Class 2 contains 24440 members Entering Unmasked Estep Score: -6484751.500000 Penalty: 5352.564453 Iteration 0F: 3 clusters Score -6484752 nChanged 22460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23290 members Mstep: Class 2 contains 25314 members Entering Unmasked Estep Score: -6497239.500000 Penalty: 5352.564453 Iteration 1F: 3 clusters Score -6497240 nChanged 2127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22645 members Mstep: Class 2 contains 25959 members Entering Unmasked Estep Score: -6497862.500000 Penalty: 5352.564453 Iteration 2Q: 3 clusters Score -6497862 nChanged 2015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21704 members Mstep: Class 2 contains 26900 members Entering Unmasked Estep Score: -6498456.500000 Penalty: 5352.564453 Iteration 3Q: 3 clusters Score -6498456 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20358 members Mstep: Class 2 contains 28246 members Entering Unmasked Estep Score: -6499242.500000 Penalty: 5352.564453 Iteration 4Q: 3 clusters Score -6499242 nChanged 2503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18335 members Mstep: Class 2 contains 30269 members Entering Unmasked Estep Score: -6500431.500000 Penalty: 5352.564453 Iteration 5F: 3 clusters Score -6500432 nChanged 3067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15560 members Mstep: Class 2 contains 33044 members Entering Unmasked Estep Score: -6502329.000000 Penalty: 5352.564453 Iteration 6F: 3 clusters Score -6502329 nChanged 3651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 36505 members Entering Unmasked Estep Score: -6505126.500000 Penalty: 5352.564453 Iteration 7F: 3 clusters Score -6505126 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 40161 members Entering Unmasked Estep Score: -6508450.000000 Penalty: 5352.564453 Iteration 8F: 3 clusters Score -6508450 nChanged 3217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 43260 members Entering Unmasked Estep Score: -6511314.500000 Penalty: 5352.564453 Iteration 9F: 3 clusters Score -6511314 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 45359 members Entering Unmasked Estep Score: -6513230.000000 Penalty: 5352.564453 Iteration 10Q: 3 clusters Score -6513230 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 46607 members Entering Unmasked Estep Score: -6514276.500000 Penalty: 5352.564453 Iteration 11Q: 3 clusters Score -6514276 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 47237 members Entering Unmasked Estep Score: -6514789.500000 Penalty: 5352.564453 Iteration 12Q: 3 clusters Score -6514790 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 47567 members Entering Unmasked Estep Score: -6515069.500000 Penalty: 5352.564453 Iteration 13Q: 3 clusters Score -6515070 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 47744 members Entering Unmasked Estep Score: -6515232.500000 Penalty: 5352.564453 Iteration 14Q: 3 clusters Score -6515232 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 47834 members Entering Unmasked Estep Score: -6515310.500000 Penalty: 5352.564453 Iteration 15Q: 3 clusters Score -6515310 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 47894 members Entering Unmasked Estep Score: -6515379.000000 Penalty: 5352.564453 Iteration 16Q: 3 clusters Score -6515379 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 47937 members Entering Unmasked Estep Score: -6515409.000000 Penalty: 5352.564453 Iteration 17Q: 3 clusters Score -6515409 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 47971 members Entering Unmasked Estep Score: -6515437.000000 Penalty: 5352.564453 Iteration 18Q: 3 clusters Score -6515437 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 47997 members Entering Unmasked Estep Score: -6515458.000000 Penalty: 5352.564453 Iteration 19Q: 3 clusters Score -6515458 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 48003 members Entering Unmasked Estep Score: -6515461.000000 Penalty: 5352.564453 Iteration 20F: 3 clusters Score -6515461 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 48009 members Entering Unmasked Estep Score: -6515468.500000 Penalty: 5352.564453 Iteration 21Q: 3 clusters Score -6515468 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 48020 members Entering Unmasked Estep Score: -6515481.500000 Penalty: 5352.564453 Iteration 22Q: 3 clusters Score -6515482 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 48030 members Entering Unmasked Estep Score: -6515486.500000 Penalty: 5352.564453 Iteration 23Q: 3 clusters Score -6515486 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 48038 members Entering Unmasked Estep Score: -6515498.500000 Penalty: 5352.564453 Iteration 24Q: 3 clusters Score -6515498 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 48040 members Entering Unmasked Estep Score: -6515498.500000 Penalty: 5352.564453 Iteration 25Q: 3 clusters Score -6515498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 48043 members Entering Unmasked Estep Score: -6515505.500000 Penalty: 5352.564453 Iteration 26Q: 3 clusters Score -6515506 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 48044 members Entering Unmasked Estep Score: -6515513.500000 Penalty: 5352.564453 Iteration 27Q: 3 clusters Score -6515514 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 48044 members Entering Unmasked Estep Score: -6515513.500000 Penalty: 5352.564453 Iteration 28F: 3 clusters Score -6515514 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Entering Unmasked Estep Score: -48732.601562 Penalty: 1481.504761 Iteration 0F: 2 clusters Score -48732.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -47348.550781 Penalty: 2963.009521 Iteration 0F: 3 clusters Score -47348.55 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -47483.507812 Penalty: 2963.009521 Iteration 1F: 3 clusters Score -47483.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -47519.851562 Penalty: 2963.009521 Iteration 2Q: 3 clusters Score -47519.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -47528.515625 Penalty: 2963.009521 Iteration 3Q: 3 clusters Score -47528.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -47535.089844 Penalty: 2963.009521 Iteration 4Q: 3 clusters Score -47535.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -47554.082031 Penalty: 2963.009521 Iteration 5Q: 3 clusters Score -47554.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -47556.742188 Penalty: 2963.009521 Iteration 6Q: 3 clusters Score -47556.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -47560.769531 Penalty: 2963.009521 Iteration 7Q: 3 clusters Score -47560.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -47569.585938 Penalty: 2963.009521 Iteration 8Q: 3 clusters Score -47569.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -47578.289062 Penalty: 2963.009521 Iteration 9Q: 3 clusters Score -47578.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -47582.546875 Penalty: 2963.009521 Iteration 10Q: 3 clusters Score -47582.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -47585.562500 Penalty: 2963.009521 Iteration 11Q: 3 clusters Score -47585.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -47590.449219 Penalty: 2963.009521 Iteration 12Q: 3 clusters Score -47590.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -47593.800781 Penalty: 2963.009521 Iteration 13Q: 3 clusters Score -47593.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -47597.394531 Penalty: 2963.009521 Iteration 14Q: 3 clusters Score -47597.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -47602.273438 Penalty: 2963.009521 Iteration 15Q: 3 clusters Score -47602.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -47602.273438 Penalty: 2963.009521 Iteration 16F: 3 clusters Score -47602.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Entering Unmasked Estep Score: -67535.804688 Penalty: 1562.594971 Iteration 0F: 2 clusters Score -67535.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -65941.937500 Penalty: 3125.189941 Iteration 0F: 3 clusters Score -65941.94 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -66151.500000 Penalty: 3125.189941 Iteration 1F: 3 clusters Score -66151.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -66208.937500 Penalty: 3125.189941 Iteration 2F: 3 clusters Score -66208.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -66234.304688 Penalty: 3125.189941 Iteration 3Q: 3 clusters Score -66234.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -66246.906250 Penalty: 3125.189941 Iteration 4Q: 3 clusters Score -66246.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -66251.835938 Penalty: 3125.189941 Iteration 5Q: 3 clusters Score -66251.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -66257.656250 Penalty: 3125.189941 Iteration 6Q: 3 clusters Score -66257.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -66259.687500 Penalty: 3125.189941 Iteration 7Q: 3 clusters Score -66259.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -66259.687500 Penalty: 3125.189941 Iteration 8F: 3 clusters Score -66259.69 nChanged 0 --- Evaluating fit on full set of 1966367 points --- Entering Unmasked Estep Score: -256385200.000000 Penalty: 97036.414062 25->28 Clusters: Score -256385200.000000, best is -256863904.000000 Main iterations: 0 (time per=infms) Total iterations: 29591 (time per=277.766539ms) Iterations metric 2: 1480793784320.000000 (time per=5.550665ns) Iterations metric 3: 44420514709504.000000 (time per=185.035894ps) That took 8219.389648 seconds.